Mercurial > hg > audiodb
view UNIT_TEST_LSH.cpp @ 548:e18843dc0aea
Implement a rudimentary API for audioDB::liszt
The API is rudimentary because we've dropped support for the incremental
retrieval of tracks and their number of vectors (at the API level; the
SOAP and command-line support is still there -- no changes should be
visible). This is potentially bad for the large-scale databases, of
course; one million tracks will take of the order of 16MB of RAM, more
if I'm unlucky about how std::string.c_str() is implemented.
Both this liszt operation and querying (and sampling, forthcoming...)
would benefit from a `cursor-like' interface to retrieval results: for
an API like that, instead of getting a struct with the data there, you
get a cookie with which you can ask the database for successive results.
This would be neat for all sorts of reasons. In the meantime, at least
this change fixes SOAP memory leaks related to liszt.
Make liszt.o part of LIBOBJS rather than ordinary OBJS, so that the
liszt functionality is actually compiled into the library.
Add a test for this library functionality; also modify the command-line
test file to run the SOAP server on its own port.
author | mas01cr |
---|---|
date | Wed, 11 Feb 2009 12:38:03 +0000 |
parents | 071a108580a4 |
children |
line wrap: on
line source
// UNIT_TEST_LSH.cpp #include <vector> #include "lshlib.h" #include "reporter.h" #define LSH_IN_CORE #define N_POINT_BITS 14 #define POINT_BIT_MASK 0x00003FFF // Callback method for LSH point retrieval void add_point(void* reporter, Uns32T pointID, Uns32T qpos, float dist) { ReporterBase* pr = (ReporterBase*)reporter; pr->add_point(pointID>>N_POINT_BITS, qpos, pointID&POINT_BIT_MASK, dist); } int main(int argc, char* argv[]){ int nT = 100; // num tracks int nP = 1000; // num points-per-track float w = 4.0;// LSH bucket width int k = 10; int m = 2; int d = 10; int N = 100000; int C = 200; float radius = 0.001; char FILENAME[] = "foo.lsh"; assert(nP>=nT); int fid = open(FILENAME,O_RDONLY); LSH* lsh; bool serialized = false; Uns32T trackBase = 0; if(fid< 0){ // Make a new serial LSH file lsh = new LSH(w,k,m,d,N,C,radius); assert(lsh); cout << "NEW LSH:" << endl; } else{ close(fid); // Load LSH structures from disk lsh = new LSH(FILENAME); assert(lsh); cout << "MERGE WITH EXISTING LSH:" << FILENAME << endl; serialized=true; trackBase = (lsh->get_maxp()>>N_POINT_BITS)+1; // Our encoding of tracks and points } cout << "k:" << lsh->get_numFuns() << " "; cout << "L:" << lsh->get_numTables() << " "; cout << "d:" << lsh->get_dataDim() << " "; cout << "N:" << lsh->get_numRows() << " "; cout << "C:" << lsh->get_numCols() << " "; cout << "R:" << lsh->get_radius() << " "; cout << "p:" << lsh->get_maxp() << endl; cout.flush(); cout << endl << "Constructing " << nT << " tracks with " << nP << " vectors of dimension " << d << endl; cout.flush(); // Construct sets of database vectors, use one point from each set for testing vector< vector<float> > vv = vector< vector<float> >(nP); // track vectors vector< vector<float> > qq = vector< vector<float> >(nP);// query vectors for(int i=0; i< nP ; i++){ vv[i]=vector<float>(d); // allocate vector qq[i]=vector<float>(d); // allocate vector } for(int k = 0 ; k < nT ; k ++){ cout << "[" << k << "]"; cout.flush(); for(int i = 0 ; i< nP ; i++) for(int j=0; j< d ; j++) vv[i][j] = genrand_real2() / radius; // MT_19937 random numbers lsh->insert_point_set(vv, (trackBase+k)<<N_POINT_BITS); qq[k] = vv[k]; // One identity query per set of database vectors } cout << endl; cout.flush(); cout << "Writing serialized LSH tables..." << endl; // TEST SERIALIZED LSH RETRIEVAL lsh->serialize(FILENAME); // TEST LSH RETRIEVAL IN CORE printf("\n********** In-core LSH retrieval from %d track%c **********\n", (lsh->get_maxp()>>N_POINT_BITS)+1,(lsh->get_maxp()>>N_POINT_BITS)>0?'s':' '); fflush(stdout); for(int i = 0; i < nT ; i++ ){ trackSequenceQueryRadNNReporter* pr = new trackSequenceQueryRadNNReporter(nP,nT,(lsh->get_maxp()>>N_POINT_BITS)+1); lsh->retrieve_point(qq[i], i, &add_point, (void*)pr); // LSH point retrieval from core printf("query vector %d] t1:%u t2:%0X\n", i, lsh->get_t1(), lsh->get_t2()); fflush(stdout); pr->report(0,0); delete pr; } delete lsh; cout << "Loading Serialized LSH functions from disk ..." << endl; cout.flush(); lsh = new LSH(FILENAME); assert(lsh); // lsh->serial_dump_tables(FILENAME); printf("\n********** Serialized LSH retrieval from %d track%c **********\n", (lsh->get_maxp()>>N_POINT_BITS)+1,(lsh->get_maxp()>>N_POINT_BITS)>1?'s':' '); fflush(stdout); for(int i= 0; i < nT ; i++ ){ trackSequenceQueryRadNNReporter* pr = new trackSequenceQueryRadNNReporter(nP,nT,(lsh->get_maxp()>>N_POINT_BITS)+1); lsh->serial_retrieve_point(FILENAME, qq[i], i, &add_point, (void*) pr); // LSH serialized point retrieval method printf("query vector %d] t1:%u t2:%0X\n", i, lsh->get_t1(), lsh->get_t2()); fflush(stdout); pr->report(0,0); delete pr; } delete lsh; #ifdef LSH_IN_CORE cout << "Loading Serialized LSH functions and tables from disk ..." << endl; cout.flush(); // Unserialize entire lsh tree to core lsh = new LSH(FILENAME,1); // TEST UNSERIALIZED LSH RETRIEVAL IN CORE printf("\n********** Unserialized LSH in-core retrieval from %d track%c **********\n", (lsh->get_maxp()>>N_POINT_BITS)+1,(lsh->get_maxp()>>N_POINT_BITS)>1?'s':' '); fflush(stdout); for(int i = 0; i < nT ; i++ ){ trackSequenceQueryRadNNReporter* pr = new trackSequenceQueryRadNNReporter(nP,nT,(lsh->get_maxp()>>N_POINT_BITS)+1); lsh->retrieve_point(qq[i], i, &add_point, (void*) pr); // LSH point retrieval from core printf("query vector %d] t1:%u t2:%0X\n", i, lsh->get_t1(), lsh->get_t2()); fflush(stdout); pr->report(0,0); delete pr; } delete lsh; #endif }