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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570
|
/*
Copyright(c) 2018 Anatoliy Kuznetsov(anatoliy_kuznetsov at yahoo.com)
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
For more information please visit: http://bitmagic.io
*/
/** \example xsample03.cpp
Seach for human mutation (SNP) in within chr1.
Benchmark comaprison of different methods
\sa bm::sparse_vector
\sa bm::rsc_sparse_vector
\sa bm::sparse_vector_scanner
*/
/*! \file xsample03.cpp
\brief Example: SNP search in human genome
Brief description of used method:
1. Parse SNP chromosome report and extract information about SNP number and
location in the chromosome
2. Use this information to build bit-transposed sparse_vector<>
where vector position matches chromosome position and SNP ids (aka rsid)
is kept as a bit-transposed matrix
3. Build rank-select compressed sparse vector, dropping all NULL columns
(this data format is pretty sparse, since number of SNPs is significantly
less than number of chromosome bases (1:5 or less)
Use memory report to understand memory footprint for each form of storage
4. Run benchmarks searching for 500 randomly selected SNPs using
- bm::sparse_vector<>
- bm::rsc_sparse_vector<>
- std::vector<pair<unsigned, unsigned> >
This example should be useful for construction of compressed columnar
tables with parallel search capabilities.
*/
#include <iostream>
#include <sstream>
#include <chrono>
#include <regex>
#include <time.h>
#include <stdio.h>
#include <vector>
#include <chrono>
#include <map>
#include <utility>
#include "bm.h"
#include "bmalgo.h"
#include "bmserial.h"
#include "bmrandom.h"
#include "bmsparsevec.h"
#include "bmsparsevec_compr.h"
#include "bmsparsevec_algo.h"
#include "bmsparsevec_serial.h"
#include "bmalgo_similarity.h"
#include "bmsparsevec_util.h"
#include "bmdbg.h"
#include "bmtimer.h"
static
void show_help()
{
std::cerr
<< "BitMagic SNP Search Sample Utility (c) 2018" << std::endl
<< "-isnp file-name -- input set file (SNP FASTA) to parse" << std::endl
<< "-svout spase vector output -- sparse vector name to save" << std::endl
<< "-rscout rs-compressed spase vector output -- name to save" << std::endl
<< "-svin sparse vector input -- sparse vector file name to load " << std::endl
<< "-rscin rs-compressed sparse vector input -- file name to load " << std::endl
<< "-diag -- run diagnostics" << std::endl
<< "-timing -- collect timings" << std::endl
;
}
// Arguments
//
std::string sv_out_name;
std::string rsc_out_name;
std::string sv_in_name;
std::string rsc_in_name;
std::string isnp_name;
bool is_diag = false;
bool is_timing = false;
bool is_bench = false;
static
int parse_args(int argc, char *argv[])
{
for (int i = 1; i < argc; ++i)
{
std::string arg = argv[i];
if ((arg == "-h") || (arg == "--help"))
{
show_help();
return 0;
}
if (arg == "-svout" || arg == "--svout")
{
if (i + 1 < argc)
{
sv_out_name = argv[++i];
}
else
{
std::cerr << "Error: -svout requires file name" << std::endl;
return 1;
}
continue;
}
if (arg == "-rscout" || arg == "--rscout")
{
if (i + 1 < argc)
{
rsc_out_name = argv[++i];
}
else
{
std::cerr << "Error: -rscout requires file name" << std::endl;
return 1;
}
continue;
}
if (arg == "-svin" || arg == "--svin")
{
if (i + 1 < argc)
{
sv_in_name = argv[++i];
}
else
{
std::cerr << "Error: -svin requires file name" << std::endl;
return 1;
}
continue;
}
if (arg == "-rscin" || arg == "--rscin")
{
if (i + 1 < argc)
{
rsc_in_name = argv[++i];
}
else
{
std::cerr << "Error: -rscin requires file name" << std::endl;
return 1;
}
continue;
}
if (arg == "-isnp" || arg == "--isnp" || arg == "-snp" || arg == "--snp")
{
if (i + 1 < argc)
{
isnp_name = argv[++i];
}
else
{
std::cerr << "Error: -isnp requires file name" << std::endl;
return 1;
}
continue;
}
if (arg == "-diag" || arg == "--diag" || arg == "-d" || arg == "--d")
is_diag = true;
if (arg == "-timing" || arg == "--timing" || arg == "-t" || arg == "--t")
is_timing = true;
if (arg == "-bench" || arg == "--bench" || arg == "-b" || arg == "--b")
is_bench = true;
} // for i
return 0;
}
// Global types
//
typedef bm::sparse_vector<unsigned, bm::bvector<> > sparse_vector_u32;
typedef bm::rsc_sparse_vector<unsigned, sparse_vector_u32 > rsc_sparse_vector_u32;
typedef std::vector<std::pair<unsigned, unsigned> > vector_pairs;
// ----------------------------------------------------------------------------
bm::chrono_taker::duration_map_type timing_map;
// SNP report format parser (extraction and transformation)
// Parser extracts SNP id (rsid) and positio on genome to build
// sparse vector where index (position in vector) metches position on the
// chromosome 1.
//
static
int load_snp_report(const std::string& fname, sparse_vector_u32& sv)
{
bm::chrono_taker tt1("1. parse input SNP chr report", 1, &timing_map);
std::ifstream fin(fname.c_str(), std::ios::in);
if (!fin.good())
return -1;
unsigned rs_id, rs_pos;
size_t idx;
std::string line;
std::string delim = " \t";
std::regex reg("\\s+");
std::sregex_token_iterator it_end;
bm::bvector<> bv_rs;
bv_rs.init();
unsigned rs_cnt = 0;
for (unsigned i = 0; std::getline(fin, line); ++i)
{
if (line.empty() ||
!isdigit(line.front())
)
continue;
// regex based tokenizer
std::sregex_token_iterator it(line.begin(), line.end(), reg, -1);
std::vector<std::string> line_vec(it, it_end);
if (line_vec.empty())
continue;
// parse columns of interest
try
{
rs_id = unsigned(std::stoul(line_vec.at(0), &idx));
if (bv_rs.test(rs_id))
{
continue;
}
rs_pos = unsigned(std::stoul(line_vec.at(11), &idx));
bv_rs.set_bit_no_check(rs_id);
sv.set(rs_pos, rs_id);
++rs_cnt;
}
catch (std::exception& /*ex*/)
{
continue; // detailed disgnostics commented out
// error detected, because some columns are sometimes missing
// just ignore it
//
/*
std::cerr << ex.what() << "; ";
std::cerr << "rs=" << line_vec.at(0) << " pos=" << line_vec.at(11) << std::endl;
continue;
*/
}
if (rs_cnt % (4 * 1024) == 0)
std::cout << "\r" << rs_cnt << " / " << i; // PROGRESS report
} // for i
std::cout << std::endl;
std::cout << "SNP count=" << rs_cnt << std::endl;
return 0;
}
// Generate random subset of random values from a sparse vector
//
static
void generate_random_subset(const sparse_vector_u32& sv, std::vector<unsigned>& vect, unsigned count)
{
const sparse_vector_u32::bvector_type* bv_null = sv.get_null_bvector();
bm::random_subset<bm::bvector<> > rand_sampler;
bm::bvector<> bv_sample;
rand_sampler.sample(bv_sample, *bv_null, count);
bm::bvector<>::enumerator en = bv_sample.first();
for (; en.valid(); ++en)
{
unsigned idx = *en;
unsigned v = sv[idx];
vect.push_back(v);
}
}
// build std::vector of pairs (position to rs)
//
static
void build_vector_pairs(const sparse_vector_u32& sv, vector_pairs& vp)
{
sparse_vector_u32::const_iterator it = sv.begin();
sparse_vector_u32::const_iterator it_end = sv.end();
for (; it != it_end; ++it)
{
if (!it.is_null())
{
std::pair<unsigned, unsigned> pos2rs = std::make_pair(it.pos(), it.value());
vp.push_back(pos2rs);
}
}
}
// O(N) -- O(N/2) linear search in vector of pairs (position - rsid)
//
static
bool search_vector_pairs(const vector_pairs& vp, unsigned rs_id, unsigned& pos)
{
for (unsigned i = 0; i < vp.size(); ++i)
{
if (vp[i].second == rs_id)
{
pos = vp[i].first;
return true;
}
}
return false;
}
// SNP search benchmark
// Search for SNPs using different data structures (Bitmagic and STL)
//
// An extra step is verification, to make sure all methods are consistent
//
static
void run_benchmark(const sparse_vector_u32& sv, const rsc_sparse_vector_u32& csv)
{
const unsigned rs_sample_count = 2000;
std::vector<unsigned> rs_vect;
generate_random_subset(sv, rs_vect, rs_sample_count);
if (rs_vect.empty())
{
std::cerr << "Benchmark subset empty!" << std::endl;
return;
}
// build traditional sparse vector
vector_pairs vp;
build_vector_pairs(sv, vp);
// search result bit-vectors
//
bm::bvector<> bv_found1;
bm::bvector<> bv_found2;
bm::bvector<> bv_found3;
bv_found1.init(); bv_found2.init(); bv_found3.init();// pre-initialize vectors
if (!sv.empty())
{
bm::chrono_taker tt1("09. rs search (sv)", unsigned(rs_vect.size()), &timing_map);
// scanner class
// it's important to keep scanner class outside the loop to avoid
// unnecessary re-allocs and construction costs
//
bm::sparse_vector_scanner<sparse_vector_u32> scanner;
for (unsigned i = 0; i < rs_vect.size(); ++i)
{
unsigned rs_id = rs_vect[i];
unsigned rs_pos;
bool found = scanner.find_eq(sv, rs_id, rs_pos);
if (found)
{
bv_found1.set_bit_no_check(rs_pos);
}
else
{
std::cout << "Error: rs_id = " << rs_id << " not found!" << std::endl;
}
} // for
}
if (!csv.empty())
{
bm::chrono_taker tt1("10. rs search (rsc_sv)", unsigned(rs_vect.size()), &timing_map);
bm::sparse_vector_scanner<rsc_sparse_vector_u32> scanner; // scanner class
for (unsigned i = 0; i < rs_vect.size(); ++i)
{
unsigned rs_id = rs_vect[i];
unsigned rs_pos;
bool found = scanner.find_eq(csv, rs_id, rs_pos);
if (found)
{
bv_found2.set_bit_no_check(rs_pos);
}
else
{
std::cout << "rs_id = " << rs_id << " not found!" << std::endl;
}
} // for
}
if (vp.size())
{
bm::chrono_taker tt1("11. rs search (std::vector<>)", unsigned(rs_vect.size()), &timing_map);
for (unsigned i = 0; i < rs_vect.size(); ++i)
{
unsigned rs_id = rs_vect[i];
unsigned rs_pos;
bool found = search_vector_pairs(vp, rs_id, rs_pos);
if (found)
{
bv_found3.set_bit_no_check(rs_pos);
}
else
{
std::cout << "rs_id = " << rs_id << " not found!" << std::endl;
}
} // for
}
// compare results from various methods (check integrity)
int res = bv_found1.compare(bv_found2);
if (res != 0)
{
std::cerr << "Error: search discrepancy (sparse search) detected!" << std::endl;
}
res = bv_found1.compare(bv_found3);
if (res != 0)
{
std::cerr << "Error: search discrepancy (std::vector<>) detected!" << std::endl;
}
}
int main(int argc, char *argv[])
{
if (argc < 3)
{
show_help();
return 1;
}
sparse_vector_u32 sv(bm::use_null);
rsc_sparse_vector_u32 csv;
try
{
auto ret = parse_args(argc, argv);
if (ret != 0)
return ret;
if (!isnp_name.empty())
{
auto res = load_snp_report(isnp_name, sv);
if (res != 0)
{
return res;
}
}
if (!sv_in_name.empty())
{
bm::chrono_taker tt1("02. Load sparse vector", 1, &timing_map);
file_load_svector(sv, sv_in_name);
}
// load rs-compressed sparse vector
if (!rsc_in_name.empty())
{
bm::chrono_taker tt1("03. Load rsc sparse vector", 1, &timing_map);
file_load_svector(csv, rsc_in_name);
}
// if rs-compressed vector is not available - build it on the fly
if (csv.empty() && !sv.empty())
{
sparse_vector_u32 sv2(bm::use_null);
{
bm::chrono_taker tt1("04. rs compress sparse vector", 1, &timing_map);
csv.load_from(sv);
}
{
bm::chrono_taker tt1("05. rs de-compress sparse vector", 1, &timing_map);
csv.load_to(sv2);
}
if (!sv.equal(sv2)) // diagnostics check (just in case)
{
std::cerr << "Error: rs-compressed vector check failed!" << std::endl;
return 1;
}
}
// save SV vector
if (!sv_out_name.empty() && !sv.empty())
{
bm::chrono_taker tt1("07. Save sparse vector", 1, &timing_map);
sv.optimize();
file_save_svector(sv, sv_out_name);
}
// save RS sparse vector
if (!rsc_out_name.empty() && !csv.empty())
{
bm::chrono_taker tt1("08. Save RS sparse vector", 1, &timing_map);
csv.optimize();
file_save_svector(csv, rsc_out_name);
}
if (is_diag) // print memory diagnostics
{
if (!sv.empty())
{
std::cout << std::endl
<< "sparse vector statistics:"
<< std::endl;
bm::print_svector_stat(sv, true);
}
if (!csv.empty())
{
std::cout << std::endl
<< "RS compressed sparse vector statistics:"
<< std::endl;
bm::print_svector_stat(csv, true);
}
}
if (is_bench) // run set of benchmarks
{
run_benchmark(sv, csv);
}
if (is_timing) // print all collected timings
{
std::cout << std::endl << "Performance:" << std::endl;
bm::chrono_taker::print_duration_map(timing_map, bm::chrono_taker::ct_ops_per_sec);
}
}
catch (std::exception& ex)
{
std::cerr << "Error:" << ex.what() << std::endl;
return 1;
}
return 0;
}
|