mas01cr@239
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1 #include "audioDB.h"
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mas01cr@239
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2 #include "reporter.h"
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mas01cr@239
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3
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mas01cr@422
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4 #include "audioDB-internals.h"
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mas01cr@422
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5 #include "accumulators.h"
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mas01cr@422
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6
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mas01cr@444
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7 bool audiodb_powers_acceptable(adb_query_refine_t *r, double p1, double p2) {
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mas01cr@425
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8 if (r->flags & ADB_REFINE_ABSOLUTE_THRESHOLD) {
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mas01cr@425
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9 if ((p1 < r->absolute_threshold) || (p2 < r->absolute_threshold)) {
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mas01cr@239
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10 return false;
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mas01cr@239
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11 }
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mas01cr@239
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12 }
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mas01cr@425
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13 if (r->flags & ADB_REFINE_RELATIVE_THRESHOLD) {
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mas01cr@425
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14 if (fabs(p1-p2) > fabs(r->relative_threshold)) {
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mas01cr@239
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15 return false;
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mas01cr@239
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16 }
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mas01cr@239
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17 }
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mas01cr@239
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18 return true;
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mas01cr@239
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19 }
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mas01cr@239
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20
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mas01cr@239
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21 void audioDB::query(const char* dbName, const char* inFile, adb__queryResponse *adbQueryResponse) {
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mas01cr@425
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22
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mas01cr@431
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23 // init database tables and dbH first
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mas01cr@431
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24 if(query_from_key)
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mas01cr@431
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25 initTables(dbName);
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mas01cr@431
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26 else
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mas01cr@431
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27 initTables(dbName, inFile);
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mas01cr@431
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28
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mas01cr@435
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29 adb_query_spec_t qspec;
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30 adb_datum_t datum = {0};
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mas01cr@435
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31
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mas01cr@435
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32 qspec.refine.flags = 0;
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mas01cr@453
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33 if(trackFile) {
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mas01cr@453
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34 qspec.refine.flags |= ADB_REFINE_INCLUDE_KEYLIST;
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mas01cr@453
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35 std::vector<const char *> v;
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mas01cr@453
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36 char *k = new char[MAXSTR];
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mas01cr@453
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37 trackFile->getline(k, MAXSTR);
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mas01cr@453
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38 while(!trackFile->eof()) {
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mas01cr@453
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39 v.push_back(k);
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mas01cr@453
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40 k = new char[MAXSTR];
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mas01cr@453
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41 trackFile->getline(k, MAXSTR);
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mas01cr@453
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42 }
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mas01cr@453
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43 delete [] k;
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mas01cr@453
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44 qspec.refine.include.nkeys = v.size();
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mas01cr@453
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45 qspec.refine.include.keys = new const char *[qspec.refine.include.nkeys];
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mas01cr@453
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46 for(unsigned int k = 0; k < qspec.refine.include.nkeys; k++) {
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mas01cr@453
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47 qspec.refine.include.keys[k] = v[k];
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mas01cr@453
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48 }
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mas01cr@453
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49 }
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mas01cr@453
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50 if(query_from_key) {
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mas01cr@453
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51 qspec.refine.flags |= ADB_REFINE_EXCLUDE_KEYLIST;
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mas01cr@453
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52 qspec.refine.exclude.nkeys = 1;
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mas01cr@453
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53 qspec.refine.exclude.keys = &key;
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mas01cr@453
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54 }
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mas01cr@425
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55 if(radius) {
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mas01cr@435
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56 qspec.refine.flags |= ADB_REFINE_RADIUS;
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mas01cr@435
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57 qspec.refine.radius = radius;
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mas01cr@425
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58 }
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mas01cr@425
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59 if(use_absolute_threshold) {
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mas01cr@435
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60 qspec.refine.flags |= ADB_REFINE_ABSOLUTE_THRESHOLD;
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mas01cr@435
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61 qspec.refine.absolute_threshold = absolute_threshold;
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mas01cr@425
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62 }
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mas01cr@425
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63 if(use_relative_threshold) {
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mas01cr@435
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64 qspec.refine.flags |= ADB_REFINE_RELATIVE_THRESHOLD;
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mas01cr@435
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65 qspec.refine.relative_threshold = relative_threshold;
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mas01cr@425
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66 }
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mas01cr@425
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67 if(usingTimes) {
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mas01cr@435
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68 qspec.refine.flags |= ADB_REFINE_DURATION_RATIO;
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mas01cr@435
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69 qspec.refine.duration_ratio = timesTol;
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mas01cr@425
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70 }
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mas01cr@439
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71 /* FIXME: not sure about this any more; maybe it belongs in
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mas01cr@439
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72 query_id? Or maybe we just don't need a flag for it? */
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mas01cr@439
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73 qspec.refine.hopsize = sequenceHop;
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mas01cr@425
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74 if(sequenceHop != 1) {
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mas01cr@435
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75 qspec.refine.flags |= ADB_REFINE_HOP_SIZE;
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mas01cr@425
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76 }
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mas01cr@425
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77
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mas01cr@444
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78 if(query_from_key) {
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mas01cr@444
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79 datum.key = key;
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mas01cr@444
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80 } else {
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mas01cr@444
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81 int fd;
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mas01cr@444
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82 struct stat st;
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mas01cr@444
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83
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mas01cr@444
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84 /* FIXME: around here there are all sorts of hideous leaks. */
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mas01cr@444
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85 fd = open(inFile, O_RDONLY);
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mas01cr@444
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86 if(fd < 0) {
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mas01cr@444
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87 error("failed to open feature file", inFile);
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mas01cr@444
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88 }
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mas01cr@444
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89 fstat(fd, &st);
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mas01cr@444
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90 read(fd, &datum.dim, sizeof(uint32_t));
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mas01cr@444
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91 datum.nvectors = (st.st_size - sizeof(uint32_t)) / (datum.dim * sizeof(double));
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mas01cr@444
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92 datum.data = (double *) malloc(st.st_size - sizeof(uint32_t));
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mas01cr@444
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93 read(fd, datum.data, st.st_size - sizeof(uint32_t));
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mas01cr@444
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94 close(fd);
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mas01cr@444
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95 if(usingPower) {
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mas01cr@444
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96 uint32_t one;
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mas01cr@444
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97 fd = open(powerFileName, O_RDONLY);
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mas01cr@444
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98 if(fd < 0) {
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mas01cr@444
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99 error("failed to open power file", powerFileName);
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mas01cr@444
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100 }
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mas01cr@444
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101 read(fd, &one, sizeof(uint32_t));
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mas01cr@444
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102 if(one != 1) {
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mas01cr@444
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103 error("malformed power file dimensionality", powerFileName);
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mas01cr@444
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104 }
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mas01cr@444
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105 datum.power = (double *) malloc(datum.nvectors * sizeof(double));
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mas01cr@444
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106 if(read(fd, datum.power, datum.nvectors * sizeof(double)) != (ssize_t) (datum.nvectors * sizeof(double))) {
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mas01cr@444
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107 error("malformed power file", powerFileName);
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mas01cr@444
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108 }
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mas01cr@444
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109 close(fd);
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mas01cr@444
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110 }
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mas01cr@444
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111 if(usingTimes) {
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mas01cr@444
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112 datum.times = (double *) malloc(2 * datum.nvectors * sizeof(double));
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mas01cr@444
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113 insertTimeStamps(datum.nvectors, timesFile, datum.times);
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mas01cr@444
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114 }
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mas01cr@444
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115 }
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mas01cr@444
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116
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mas01cr@444
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117 qspec.qid.datum = &datum;
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mas01cr@435
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118 qspec.qid.sequence_length = sequenceLength;
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mas01cr@435
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119 qspec.qid.flags = usingQueryPoint ? 0 : ADB_QUERY_ID_FLAG_EXHAUSTIVE;
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mas01cr@435
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120 qspec.qid.sequence_start = queryPoint;
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mas01cr@435
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121
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mas01cr@431
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122 switch(queryType) {
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mas01cr@431
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123 case O2_POINT_QUERY:
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mas01cr@435
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124 qspec.qid.sequence_length = 1;
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mas01cr@435
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125 qspec.params.accumulation = ADB_ACCUMULATION_DB;
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mas01cr@435
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126 qspec.params.distance = ADB_DISTANCE_DOT_PRODUCT;
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mas01cr@435
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127 qspec.params.npoints = pointNN;
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mas01cr@435
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128 qspec.params.ntracks = 0;
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mas01cr@431
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129 reporter = new pointQueryReporter< std::greater < NNresult > >(pointNN);
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mas01cr@431
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130 break;
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mas01cr@431
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131 case O2_TRACK_QUERY:
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mas01cr@435
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132 qspec.qid.sequence_length = 1;
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mas01cr@435
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133 qspec.params.accumulation = ADB_ACCUMULATION_PER_TRACK;
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mas01cr@435
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134 qspec.params.distance = ADB_DISTANCE_DOT_PRODUCT;
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mas01cr@435
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135 qspec.params.npoints = pointNN;
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mas01cr@435
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136 qspec.params.ntracks = trackNN;
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mas01cr@431
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137 reporter = new trackAveragingReporter< std::greater< NNresult > >(pointNN, trackNN, dbH->numFiles);
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mas01cr@431
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138 break;
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mas01cr@431
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139 case O2_SEQUENCE_QUERY:
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mas01cr@431
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140 case O2_N_SEQUENCE_QUERY:
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mas01cr@435
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141 qspec.params.accumulation = ADB_ACCUMULATION_PER_TRACK;
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mas01cr@435
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142 qspec.params.distance = no_unit_norming ? ADB_DISTANCE_EUCLIDEAN : ADB_DISTANCE_EUCLIDEAN_NORMED;
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mas01cr@435
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143 qspec.params.npoints = pointNN;
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mas01cr@435
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144 qspec.params.ntracks = trackNN;
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mas01cr@431
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145 switch(queryType) {
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mas01cr@431
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146 case O2_SEQUENCE_QUERY:
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mas01cr@435
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147 if(!(qspec.refine.flags & ADB_REFINE_RADIUS)) {
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mas01cr@431
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148 reporter = new trackAveragingReporter< std::less< NNresult > >(pointNN, trackNN, dbH->numFiles);
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mas01cr@435
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149 } else if (index_exists(adb->path, qspec.refine.radius, qspec.qid.sequence_length)) {
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mas01cr@435
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150 char* indexName = index_get_name(adb->path, qspec.refine.radius, qspec.qid.sequence_length);
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mas01cr@431
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151 lsh = index_allocate(indexName, false);
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mas01cr@458
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152 reporter = new trackSequenceQueryRadReporter(trackNN, audiodb_index_to_track_id(lsh->get_maxp(), audiodb_lsh_n_point_bits(adb))+1);
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mas01cr@431
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153 delete[] indexName;
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mas01cr@431
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154 } else {
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mas01cr@431
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155 reporter = new trackSequenceQueryRadReporter(trackNN, dbH->numFiles);
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mas01cr@431
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156 }
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mas01cr@431
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157 break;
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mas01cr@431
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158 case O2_N_SEQUENCE_QUERY:
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mas01cr@435
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159 if(!(qspec.refine.flags & ADB_REFINE_RADIUS)) {
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mas01cr@431
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160 reporter = new trackSequenceQueryNNReporter< std::less < NNresult > >(pointNN, trackNN, dbH->numFiles);
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mas01cr@435
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161 } else if (index_exists(adb->path, qspec.refine.radius, qspec.qid.sequence_length)){
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mas01cr@435
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162 char* indexName = index_get_name(adb->path, qspec.refine.radius, qspec.qid.sequence_length);
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mas01cr@431
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163 lsh = index_allocate(indexName, false);
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mas01cr@458
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164 reporter = new trackSequenceQueryRadNNReporter(pointNN,trackNN, audiodb_index_to_track_id(lsh->get_maxp(), audiodb_lsh_n_point_bits(adb))+1);
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mas01cr@431
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165 delete[] indexName;
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mas01cr@431
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166 } else {
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mas01cr@431
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167 reporter = new trackSequenceQueryRadNNReporter(pointNN,trackNN, dbH->numFiles);
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mas01cr@431
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168 }
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mas01cr@431
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169 break;
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mas01cr@431
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170 }
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mas01cr@431
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171 break;
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mas01cr@431
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172 case O2_ONE_TO_ONE_N_SEQUENCE_QUERY:
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mas01cr@435
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173 qspec.params.accumulation = ADB_ACCUMULATION_ONE_TO_ONE;
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mas01cr@435
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174 qspec.params.distance = ADB_DISTANCE_EUCLIDEAN_NORMED;
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mas01cr@435
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175 qspec.params.npoints = 0;
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mas01cr@435
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176 qspec.params.ntracks = 0;
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mas01cr@431
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177 break;
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mas01cr@431
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178 default:
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mas01cr@431
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179 error("unrecognized queryType");
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mas01cr@431
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180 }
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mas01mc@292
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181
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mas01cr@458
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182 /* Somewhere around here is where the implementation of
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mas01cr@458
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183 * audiodb_query_spec() starts. */
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mas01cr@458
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184
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mas01cr@458
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185 adb_qstate_internal_t qstate;
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mas01cr@458
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186 qstate.allowed_keys = new std::set<std::string>;
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mas01cr@458
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187 if(qspec.refine.flags & ADB_REFINE_INCLUDE_KEYLIST) {
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mas01cr@458
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188 for(unsigned int k = 0; k < qspec.refine.include.nkeys; k++) {
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mas01cr@458
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189 qstate.allowed_keys->insert(qspec.refine.include.keys[k]);
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mas01cr@458
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190 }
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mas01cr@458
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191 } else {
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mas01cr@458
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192 for(unsigned int k = 0; k < adb->header->numFiles; k++) {
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mas01cr@458
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193 qstate.allowed_keys->insert((*adb->keys)[k]);
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mas01cr@458
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194 }
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mas01cr@458
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195 }
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mas01cr@458
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196 if(qspec.refine.flags & ADB_REFINE_EXCLUDE_KEYLIST) {
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mas01cr@458
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197 for(unsigned int k = 0; k < qspec.refine.exclude.nkeys; k++) {
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mas01cr@458
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198 qstate.allowed_keys->erase(qspec.refine.exclude.keys[k]);
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mas01cr@458
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199 }
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mas01cr@458
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200 }
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mas01cr@431
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201
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mas01cr@435
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202 switch(qspec.params.distance) {
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mas01cr@431
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203 case ADB_DISTANCE_DOT_PRODUCT:
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mas01cr@435
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204 switch(qspec.params.accumulation) {
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mas01cr@431
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205 case ADB_ACCUMULATION_DB:
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mas01cr@458
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206 qstate.accumulator = new DBAccumulator<adb_result_dist_gt>(qspec.params.npoints);
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mas01cr@431
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207 break;
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mas01cr@431
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208 case ADB_ACCUMULATION_PER_TRACK:
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mas01cr@458
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209 qstate.accumulator = new PerTrackAccumulator<adb_result_dist_gt>(qspec.params.npoints, qspec.params.ntracks);
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mas01cr@431
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210 break;
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mas01cr@431
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211 case ADB_ACCUMULATION_ONE_TO_ONE:
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mas01cr@458
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212 qstate.accumulator = new NearestAccumulator<adb_result_dist_gt>();
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mas01cr@431
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213 break;
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mas01cr@431
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214 default:
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mas01cr@431
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215 error("unknown accumulation");
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mas01cr@239
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216 }
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mas01cr@239
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217 break;
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mas01cr@431
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218 case ADB_DISTANCE_EUCLIDEAN_NORMED:
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mas01cr@431
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219 case ADB_DISTANCE_EUCLIDEAN:
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mas01cr@435
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220 switch(qspec.params.accumulation) {
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mas01cr@431
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221 case ADB_ACCUMULATION_DB:
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mas01cr@458
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222 qstate.accumulator = new DBAccumulator<adb_result_dist_lt>(qspec.params.npoints);
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mas01cr@431
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223 break;
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mas01cr@431
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224 case ADB_ACCUMULATION_PER_TRACK:
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mas01cr@458
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225 qstate.accumulator = new PerTrackAccumulator<adb_result_dist_lt>(qspec.params.npoints, qspec.params.ntracks);
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mas01cr@431
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226 break;
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mas01cr@431
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227 case ADB_ACCUMULATION_ONE_TO_ONE:
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mas01cr@458
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228 qstate.accumulator = new NearestAccumulator<adb_result_dist_lt>();
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mas01cr@431
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229 break;
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mas01cr@431
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230 default:
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mas01cr@431
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231 error("unknown accumulation");
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mas01mc@263
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232 }
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mas01mc@263
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233 break;
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mas01cr@239
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234 default:
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mas01cr@431
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235 error("unknown distance function");
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mas01cr@431
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236 }
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mas01cr@431
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237
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mas01mc@292
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238 // Test for index (again) here
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mas01cr@435
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239 if((qspec.refine.flags & ADB_REFINE_RADIUS) && index_exists(adb->path, qspec.refine.radius, qspec.qid.sequence_length)){
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mas01cr@436
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240 VERB_LOG(1, "Calling indexed query on database %s, radius=%f, sequence_length=%d\n", adb->path, qspec.refine.radius, qspec.qid.sequence_length);
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mas01cr@458
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241 index_query_loop(adb, &qspec, &qstate);
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mas01mc@329
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242 }
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mas01mc@329
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243 else{
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mas01mc@329
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244 VERB_LOG(1, "Calling brute-force query on database %s\n", dbName);
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mas01cr@458
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245 if(query_loop(adb, &qspec, &qstate)) {
|
mas01cr@452
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246 error("query_loop failed");
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mas01cr@452
|
247 }
|
mas01mc@329
|
248 }
|
mas01mc@292
|
249
|
mas01cr@458
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250 adb_query_results_t *rs = qstate.accumulator->get_points();
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mas01cr@458
|
251
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mas01cr@458
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252 delete qstate.accumulator;
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mas01cr@458
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253 delete qstate.allowed_keys;
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mas01cr@458
|
254
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mas01cr@458
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255 /* End of audiodb_query_spec() function */
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mas01cr@458
|
256
|
mas01cr@423
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257 for(unsigned int k = 0; k < rs->nresults; k++) {
|
mas01cr@423
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258 adb_result_t r = rs->results[k];
|
mas01cr@430
|
259 reporter->add_point(audiodb_key_index(adb, r.key), r.qpos, r.ipos, r.dist);
|
mas01cr@423
|
260 }
|
mas01cr@423
|
261
|
mas01mc@292
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262 reporter->report(fileTable, adbQueryResponse);
|
mas01cr@239
|
263 }
|
mas01cr@239
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264
|
mas01cr@439
|
265 static void audiodb_initialize_arrays(adb_t *adb, adb_query_spec_t *spec, int track, unsigned int numVectors, double *query, double *data_buffer, double **D, double **DD) {
|
mas01cr@239
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266 unsigned int j, k, l, w;
|
mas01cr@239
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267 double *dp, *qp, *sp;
|
mas01cr@239
|
268
|
mas01cr@439
|
269 const unsigned HOP_SIZE = spec->refine.hopsize;
|
mas01cr@435
|
270 const unsigned wL = spec->qid.sequence_length;
|
mas01cr@239
|
271
|
mas01cr@239
|
272 for(j = 0; j < numVectors; j++) {
|
mas01cr@239
|
273 // Sum products matrix
|
mas01cr@433
|
274 D[j] = new double[(*adb->track_lengths)[track]];
|
mas01cr@239
|
275 assert(D[j]);
|
mas01cr@239
|
276 // Matched filter matrix
|
mas01cr@433
|
277 DD[j]=new double[(*adb->track_lengths)[track]];
|
mas01cr@239
|
278 assert(DD[j]);
|
mas01cr@239
|
279 }
|
mas01cr@239
|
280
|
mas01cr@239
|
281 // Dot product
|
mas01cr@239
|
282 for(j = 0; j < numVectors; j++)
|
mas01cr@433
|
283 for(k = 0; k < (*adb->track_lengths)[track]; k++){
|
mas01cr@439
|
284 qp = query + j * adb->header->dim;
|
mas01cr@439
|
285 sp = data_buffer + k * adb->header->dim;
|
mas01cr@239
|
286 DD[j][k] = 0.0; // Initialize matched filter array
|
mas01cr@239
|
287 dp = &D[j][k]; // point to correlation cell j,k
|
mas01cr@239
|
288 *dp = 0.0; // initialize correlation cell
|
mas01cr@439
|
289 l = adb->header->dim; // size of vectors
|
mas01cr@239
|
290 while(l--)
|
mas01cr@239
|
291 *dp += *qp++ * *sp++;
|
mas01cr@239
|
292 }
|
mas01cr@239
|
293
|
mas01cr@239
|
294 // Matched Filter
|
mas01cr@239
|
295 // HOP SIZE == 1
|
mas01cr@239
|
296 double* spd;
|
mas01cr@239
|
297 if(HOP_SIZE == 1) { // HOP_SIZE = shingleHop
|
mas01cr@239
|
298 for(w = 0; w < wL; w++) {
|
mas01cr@239
|
299 for(j = 0; j < numVectors - w; j++) {
|
mas01cr@239
|
300 sp = DD[j];
|
mas01cr@239
|
301 spd = D[j+w] + w;
|
mas01cr@433
|
302 k = (*adb->track_lengths)[track] - w;
|
mas01mc@292
|
303 while(k--)
|
mas01mc@292
|
304 *sp++ += *spd++;
|
mas01cr@239
|
305 }
|
mas01cr@239
|
306 }
|
mas01cr@239
|
307 } else { // HOP_SIZE != 1
|
mas01cr@239
|
308 for(w = 0; w < wL; w++) {
|
mas01cr@239
|
309 for(j = 0; j < numVectors - w; j += HOP_SIZE) {
|
mas01cr@239
|
310 sp = DD[j];
|
mas01cr@239
|
311 spd = D[j+w]+w;
|
mas01cr@433
|
312 for(k = 0; k < (*adb->track_lengths)[track] - w; k += HOP_SIZE) {
|
mas01cr@239
|
313 *sp += *spd;
|
mas01cr@239
|
314 sp += HOP_SIZE;
|
mas01cr@239
|
315 spd += HOP_SIZE;
|
mas01cr@239
|
316 }
|
mas01cr@239
|
317 }
|
mas01cr@239
|
318 }
|
mas01cr@239
|
319 }
|
mas01cr@239
|
320 }
|
mas01cr@239
|
321
|
mas01cr@433
|
322 static void audiodb_delete_arrays(int track, unsigned int numVectors, double **D, double **DD) {
|
mas01cr@239
|
323 if(D != NULL) {
|
mas01cr@239
|
324 for(unsigned int j = 0; j < numVectors; j++) {
|
mas01cr@239
|
325 delete[] D[j];
|
mas01cr@239
|
326 }
|
mas01cr@239
|
327 }
|
mas01cr@239
|
328 if(DD != NULL) {
|
mas01cr@239
|
329 for(unsigned int j = 0; j < numVectors; j++) {
|
mas01cr@239
|
330 delete[] DD[j];
|
mas01cr@239
|
331 }
|
mas01cr@239
|
332 }
|
mas01cr@239
|
333 }
|
mas01cr@239
|
334
|
mas01cr@433
|
335 int audiodb_read_data(adb_t *adb, int trkfid, int track, double **data_buffer_p, size_t *data_buffer_size_p) {
|
mas01cr@433
|
336 uint32_t track_length = (*adb->track_lengths)[track];
|
mas01cr@433
|
337 size_t track_size = track_length * sizeof(double) * adb->header->dim;
|
mas01cr@433
|
338 if (track_size > *data_buffer_size_p) {
|
mas01cr@239
|
339 if(*data_buffer_p) {
|
mas01cr@239
|
340 free(*data_buffer_p);
|
mas01cr@239
|
341 }
|
mas01cr@239
|
342 {
|
mas01cr@433
|
343 *data_buffer_size_p = track_size;
|
mas01cr@433
|
344 void *tmp = malloc(track_size);
|
mas01cr@239
|
345 if (tmp == NULL) {
|
mas01cr@433
|
346 goto error;
|
mas01cr@239
|
347 }
|
mas01cr@239
|
348 *data_buffer_p = (double *) tmp;
|
mas01cr@239
|
349 }
|
mas01cr@239
|
350 }
|
mas01cr@239
|
351
|
mas01cr@433
|
352 read_or_goto_error(trkfid, *data_buffer_p, track_size);
|
mas01cr@433
|
353 return 0;
|
mas01cr@433
|
354
|
mas01cr@433
|
355 error:
|
mas01cr@433
|
356 return 1;
|
mas01cr@239
|
357 }
|
mas01cr@239
|
358
|
mas01cr@405
|
359 void audioDB::insertTimeStamps(unsigned numVectors, std::ifstream *timesFile, double *timesdata) {
|
mas01cr@405
|
360 assert(usingTimes);
|
mas01cr@405
|
361
|
mas01cr@405
|
362 unsigned numtimes = 0;
|
mas01cr@405
|
363
|
mas01cr@405
|
364 if(!timesFile->is_open()) {
|
mas01cr@405
|
365 error("problem opening times file on timestamped database", timesFileName);
|
mas01cr@405
|
366 }
|
mas01cr@405
|
367
|
mas01cr@405
|
368 double timepoint, next;
|
mas01cr@405
|
369 *timesFile >> timepoint;
|
mas01cr@405
|
370 if (timesFile->eof()) {
|
mas01cr@405
|
371 error("no entries in times file", timesFileName);
|
mas01cr@405
|
372 }
|
mas01cr@405
|
373 numtimes++;
|
mas01cr@405
|
374 do {
|
mas01cr@405
|
375 *timesFile >> next;
|
mas01cr@405
|
376 if (timesFile->eof()) {
|
mas01cr@405
|
377 break;
|
mas01cr@405
|
378 }
|
mas01cr@405
|
379 numtimes++;
|
mas01cr@405
|
380 timesdata[0] = timepoint;
|
mas01cr@405
|
381 timepoint = (timesdata[1] = next);
|
mas01cr@405
|
382 timesdata += 2;
|
mas01cr@405
|
383 } while (numtimes < numVectors + 1);
|
mas01cr@405
|
384
|
mas01cr@405
|
385 if (numtimes < numVectors + 1) {
|
mas01cr@405
|
386 error("too few timepoints in times file", timesFileName);
|
mas01cr@405
|
387 }
|
mas01cr@405
|
388
|
mas01cr@405
|
389 *timesFile >> next;
|
mas01cr@405
|
390 if (!timesFile->eof()) {
|
mas01cr@405
|
391 error("too many timepoints in times file", timesFileName);
|
mas01cr@405
|
392 }
|
mas01cr@405
|
393 }
|
mas01cr@405
|
394
|
mas01cr@444
|
395 int audiodb_query_spec_qpointers(adb_t *adb, adb_query_spec_t *spec, double **vector_data, double **vector, adb_qpointers_internal_t *qpointers) {
|
mas01cr@443
|
396 adb_datum_t *datum;
|
mas01cr@443
|
397 adb_datum_t d = {0};
|
mas01cr@443
|
398 uint32_t nvectors;
|
mas01cr@443
|
399 uint32_t sequence_length;
|
mas01cr@443
|
400 uint32_t sequence_start;
|
mas01cr@443
|
401
|
mas01cr@443
|
402 datum = spec->qid.datum;
|
mas01cr@443
|
403 sequence_length = spec->qid.sequence_length;
|
mas01cr@443
|
404 sequence_start = spec->qid.sequence_start;
|
mas01cr@443
|
405
|
mas01cr@443
|
406 if(datum->data) {
|
mas01cr@443
|
407 if(datum->dim != adb->header->dim) {
|
mas01cr@443
|
408 return 1;
|
mas01cr@443
|
409 }
|
mas01cr@443
|
410 /* initialize d, and mark that nothing needs freeing later. */
|
mas01cr@443
|
411 d = *datum;
|
mas01cr@443
|
412 datum = &d;
|
mas01cr@443
|
413 } else if (datum->key) {
|
mas01cr@449
|
414 uint32_t track_id;
|
mas01cr@449
|
415 if((track_id = audiodb_key_index(adb, datum->key)) == (uint32_t) -1) {
|
mas01cr@443
|
416 return 1;
|
mas01cr@443
|
417 }
|
mas01cr@443
|
418 off_t track_offset = (*adb->track_offsets)[track_id];
|
mas01cr@443
|
419
|
mas01cr@443
|
420 if(adb->header->flags & O2_FLAG_LARGE_ADB) {
|
mas01cr@443
|
421 /* create a reference/insert, then use adb_insert_create_datum() */
|
mas01cr@443
|
422 adb_reference_t reference = {0};
|
mas01cr@443
|
423 char features[MAXSTR], power[MAXSTR], times[MAXSTR];
|
mas01cr@443
|
424 lseek(adb->fd, adb->header->dataOffset + track_id * O2_FILETABLE_ENTRY_SIZE, SEEK_SET);
|
mas01cr@443
|
425 /* FIXME: learn not to worry and love the bomb^Wbuffer overflow */
|
mas01cr@443
|
426 read(adb->fd, features, MAXSTR);
|
mas01cr@443
|
427 reference.features = features;
|
mas01cr@443
|
428 if(adb->header->flags & O2_FLAG_POWER) {
|
mas01cr@443
|
429 lseek(adb->fd, adb->header->powerTableOffset + track_id * O2_FILETABLE_ENTRY_SIZE, SEEK_SET);
|
mas01cr@443
|
430 read(adb->fd, power, MAXSTR);
|
mas01cr@443
|
431 reference.power = power;
|
mas01cr@443
|
432 }
|
mas01cr@443
|
433 if(adb->header->flags & O2_FLAG_TIMES) {
|
mas01cr@443
|
434 lseek(adb->fd, adb->header->timesTableOffset + track_id * O2_FILETABLE_ENTRY_SIZE, SEEK_SET);
|
mas01cr@443
|
435 read(adb->fd, times, MAXSTR);
|
mas01cr@443
|
436 reference.times = times;
|
mas01cr@443
|
437 }
|
mas01cr@443
|
438 audiodb_insert_create_datum(&reference, &d);
|
mas01cr@443
|
439 } else {
|
mas01cr@443
|
440 /* initialize from sources of data that we already have */
|
mas01cr@443
|
441 d.nvectors = (*adb->track_lengths)[track_id];
|
mas01cr@443
|
442 d.dim = adb->header->dim;
|
mas01cr@443
|
443 d.key = datum->key;
|
mas01cr@443
|
444 /* read out stuff from the database tables */
|
mas01cr@443
|
445 d.data = (double *) malloc(d.nvectors * d.dim * sizeof(double));
|
mas01cr@443
|
446 lseek(adb->fd, adb->header->dataOffset + track_offset, SEEK_SET);
|
mas01cr@443
|
447 read(adb->fd, d.data, d.nvectors * d.dim * sizeof(double));
|
mas01cr@443
|
448 if(adb->header->flags & O2_FLAG_POWER) {
|
mas01cr@443
|
449 d.power = (double *) malloc(d.nvectors * sizeof(double));
|
mas01cr@443
|
450 lseek(adb->fd, adb->header->powerTableOffset + track_offset / d.dim, SEEK_SET);
|
mas01cr@443
|
451 read(adb->fd, d.power, d.nvectors * sizeof(double));
|
mas01cr@443
|
452 }
|
mas01cr@443
|
453 if(adb->header->flags & O2_FLAG_TIMES) {
|
mas01cr@443
|
454 d.times = (double *) malloc(2 * d.nvectors * sizeof(double));
|
mas01cr@443
|
455 lseek(adb->fd, adb->header->timesTableOffset + track_offset / d.dim, SEEK_SET);
|
mas01cr@443
|
456 read(adb->fd, d.times, 2 * d.nvectors * sizeof(double));
|
mas01cr@443
|
457 }
|
mas01cr@443
|
458 }
|
mas01cr@443
|
459 } else {
|
mas01cr@443
|
460 return 1;
|
mas01cr@443
|
461 }
|
mas01cr@443
|
462
|
mas01cr@443
|
463 /* Now we have a full(ish) datum, compute all the qpointery stuff
|
mas01cr@443
|
464 that we care about (l2norm/power/mean duration). (This bit could
|
mas01cr@443
|
465 conceivably become a new function) */
|
mas01cr@443
|
466 nvectors = d.nvectors;
|
mas01cr@444
|
467 /* FIXME: check the overflow logic here */
|
mas01cr@444
|
468 if(sequence_start + sequence_length > nvectors) {
|
mas01cr@443
|
469 /* is there something to free? goto error */
|
mas01cr@443
|
470 return 1;
|
mas01cr@443
|
471 }
|
mas01cr@443
|
472
|
mas01cr@443
|
473 qpointers->nvectors = nvectors;
|
mas01cr@443
|
474
|
mas01cr@443
|
475 size_t vector_size = nvectors * sizeof(double) * d.dim;
|
mas01cr@445
|
476 *vector_data = new double[vector_size];
|
mas01cr@443
|
477 memcpy(*vector_data, d.data, vector_size);
|
mas01cr@443
|
478
|
mas01cr@445
|
479 qpointers->l2norm_data = new double[vector_size / d.dim];
|
mas01cr@443
|
480 audiodb_l2norm_buffer(*vector_data, d.dim, nvectors, qpointers->l2norm_data);
|
mas01cr@443
|
481 audiodb_sequence_sum(qpointers->l2norm_data, nvectors, sequence_length);
|
mas01cr@443
|
482 audiodb_sequence_sqrt(qpointers->l2norm_data, nvectors, sequence_length);
|
mas01cr@443
|
483
|
mas01cr@443
|
484 if(d.power) {
|
mas01cr@445
|
485 qpointers->power_data = new double[vector_size / d.dim];
|
mas01cr@443
|
486 memcpy(qpointers->power_data, d.power, vector_size / d.dim);
|
mas01cr@443
|
487 audiodb_sequence_sum(qpointers->power_data, nvectors, sequence_length);
|
mas01cr@443
|
488 audiodb_sequence_average(qpointers->power_data, nvectors, sequence_length);
|
mas01cr@443
|
489 }
|
mas01cr@443
|
490
|
mas01cr@443
|
491 if(d.times) {
|
mas01cr@445
|
492 qpointers->mean_duration = new double[1];
|
mas01cr@445
|
493 *qpointers->mean_duration = 0;
|
mas01cr@443
|
494 for(unsigned int k = 0; k < nvectors; k++) {
|
mas01cr@443
|
495 *qpointers->mean_duration += d.times[2*k+1] - d.times[2*k];
|
mas01cr@443
|
496 }
|
mas01cr@443
|
497 *qpointers->mean_duration /= nvectors;
|
mas01cr@443
|
498 }
|
mas01cr@443
|
499
|
mas01cr@443
|
500
|
mas01cr@443
|
501 /* Finally, set up the moving qpointers. */
|
mas01cr@443
|
502 if(spec->qid.flags & ADB_QUERY_ID_FLAG_EXHAUSTIVE) {
|
mas01cr@443
|
503 *vector = *vector_data;
|
mas01cr@443
|
504 qpointers->l2norm = qpointers->l2norm_data;
|
mas01cr@443
|
505 qpointers->power = qpointers->power_data;
|
mas01cr@443
|
506 } else {
|
mas01cr@443
|
507 *vector = *vector_data + spec->qid.sequence_start * d.dim;
|
mas01cr@443
|
508 qpointers->l2norm = qpointers->l2norm_data + spec->qid.sequence_start;
|
mas01cr@444
|
509 if(d.power) {
|
mas01cr@444
|
510 qpointers->power = qpointers->power_data + spec->qid.sequence_start;
|
mas01cr@444
|
511 }
|
mas01cr@444
|
512 /* FIXME: this is a little bit ugly. No, a lot ugly. But at the
|
mas01cr@444
|
513 * moment this is how query_loop() knows when to stop, so for
|
mas01cr@444
|
514 * now... */
|
mas01cr@444
|
515 qpointers->nvectors = sequence_length;
|
mas01cr@443
|
516 }
|
mas01cr@443
|
517
|
mas01cr@443
|
518 /* Clean up: free any bits of datum that we have ourselves
|
mas01cr@443
|
519 * allocated. */
|
mas01cr@443
|
520 if(datum != &d) {
|
mas01cr@443
|
521 audiodb_free_datum(&d);
|
mas01cr@443
|
522 }
|
mas01cr@444
|
523
|
mas01cr@444
|
524 return 0;
|
mas01cr@443
|
525 }
|
mas01cr@443
|
526
|
mas01cr@448
|
527 static int audiodb_set_up_dbpointers(adb_t *adb, adb_query_spec_t *spec, adb_qpointers_internal_t *dbpointers) {
|
mas01cr@438
|
528 uint32_t nvectors = adb->header->length / (adb->header->dim * sizeof(double));
|
mas01cr@435
|
529 uint32_t sequence_length = spec->qid.sequence_length;
|
mas01cr@438
|
530
|
mas01cr@437
|
531 bool using_power = spec->refine.flags & (ADB_REFINE_ABSOLUTE_THRESHOLD|ADB_REFINE_RELATIVE_THRESHOLD);
|
mas01cr@437
|
532 bool using_times = spec->refine.flags & ADB_REFINE_DURATION_RATIO;
|
mas01cr@437
|
533 double *times_table = NULL;
|
mas01cr@435
|
534
|
mas01cr@239
|
535
|
mas01cr@438
|
536 dbpointers->nvectors = nvectors;
|
mas01cr@438
|
537 dbpointers->l2norm_data = new double[nvectors];
|
mas01cr@438
|
538
|
mas01cr@438
|
539 double *snpp = dbpointers->l2norm_data, *sppp = 0;
|
mas01cr@434
|
540 lseek(adb->fd, adb->header->l2normTableOffset, SEEK_SET);
|
mas01cr@438
|
541 read_or_goto_error(adb->fd, dbpointers->l2norm_data, nvectors * sizeof(double));
|
mas01cr@239
|
542
|
mas01cr@437
|
543 if (using_power) {
|
mas01cr@434
|
544 if (!(adb->header->flags & O2_FLAG_POWER)) {
|
mas01cr@434
|
545 goto error;
|
mas01cr@239
|
546 }
|
mas01cr@438
|
547 dbpointers->power_data = new double[nvectors];
|
mas01cr@438
|
548 sppp = dbpointers->power_data;
|
mas01cr@434
|
549 lseek(adb->fd, adb->header->powerTableOffset, SEEK_SET);
|
mas01cr@438
|
550 read_or_goto_error(adb->fd, dbpointers->power_data, nvectors * sizeof(double));
|
mas01cr@239
|
551 }
|
mas01cr@239
|
552
|
mas01cr@434
|
553 for(unsigned int i = 0; i < adb->header->numFiles; i++){
|
mas01cr@434
|
554 size_t track_length = (*adb->track_lengths)[i];
|
mas01cr@435
|
555 if(track_length >= sequence_length) {
|
mas01cr@435
|
556 audiodb_sequence_sum(snpp, track_length, sequence_length);
|
mas01cr@435
|
557 audiodb_sequence_sqrt(snpp, track_length, sequence_length);
|
mas01cr@437
|
558 if (using_power) {
|
mas01cr@435
|
559 audiodb_sequence_sum(sppp, track_length, sequence_length);
|
mas01cr@435
|
560 audiodb_sequence_average(sppp, track_length, sequence_length);
|
mas01cr@239
|
561 }
|
mas01cr@239
|
562 }
|
mas01cr@434
|
563 snpp += track_length;
|
mas01cr@437
|
564 if (using_power) {
|
mas01cr@434
|
565 sppp += track_length;
|
mas01cr@239
|
566 }
|
mas01cr@239
|
567 }
|
mas01cr@239
|
568
|
mas01cr@437
|
569 if (using_times) {
|
mas01cr@434
|
570 if(!(adb->header->flags & O2_FLAG_TIMES)) {
|
mas01cr@437
|
571 goto error;
|
mas01cr@239
|
572 }
|
mas01cr@239
|
573
|
mas01cr@438
|
574 dbpointers->mean_duration = new double[adb->header->numFiles];
|
mas01cr@239
|
575
|
mas01cr@438
|
576 times_table = (double *) malloc(2 * nvectors * sizeof(double));
|
mas01cr@437
|
577 if(!times_table) {
|
mas01cr@437
|
578 goto error;
|
mas01cr@437
|
579 }
|
mas01cr@437
|
580 lseek(adb->fd, adb->header->timesTableOffset, SEEK_SET);
|
mas01cr@438
|
581 read_or_goto_error(adb->fd, times_table, 2 * nvectors * sizeof(double));
|
mas01cr@434
|
582 for(unsigned int k = 0; k < adb->header->numFiles; k++) {
|
mas01cr@434
|
583 size_t track_length = (*adb->track_lengths)[k];
|
mas01cr@239
|
584 unsigned int j;
|
mas01cr@438
|
585 dbpointers->mean_duration[k] = 0.0;
|
mas01cr@434
|
586 for(j = 0; j < track_length; j++) {
|
mas01cr@438
|
587 dbpointers->mean_duration[k] += times_table[2*j+1] - times_table[2*j];
|
mas01cr@239
|
588 }
|
mas01cr@438
|
589 dbpointers->mean_duration[k] /= j;
|
mas01cr@239
|
590 }
|
mas01cr@437
|
591
|
mas01cr@437
|
592 free(times_table);
|
mas01cr@437
|
593 times_table = NULL;
|
mas01cr@239
|
594 }
|
mas01cr@239
|
595
|
mas01cr@438
|
596 dbpointers->l2norm = dbpointers->l2norm_data;
|
mas01cr@438
|
597 dbpointers->power = dbpointers->power_data;
|
mas01cr@434
|
598 return 0;
|
mas01cr@434
|
599
|
mas01cr@434
|
600 error:
|
mas01cr@438
|
601 if(dbpointers->l2norm_data) {
|
mas01cr@438
|
602 delete [] dbpointers->l2norm_data;
|
mas01cr@434
|
603 }
|
mas01cr@438
|
604 if(dbpointers->power_data) {
|
mas01cr@438
|
605 delete [] dbpointers->power_data;
|
mas01cr@434
|
606 }
|
mas01cr@438
|
607 if(dbpointers->mean_duration) {
|
mas01cr@438
|
608 delete [] dbpointers->mean_duration;
|
mas01cr@434
|
609 }
|
mas01cr@437
|
610 if(times_table) {
|
mas01cr@437
|
611 free(times_table);
|
mas01cr@437
|
612 }
|
mas01cr@434
|
613 return 1;
|
mas01cr@434
|
614
|
mas01cr@239
|
615 }
|
mas01cr@239
|
616
|
mas01mc@292
|
617 // query_points()
|
mas01mc@292
|
618 //
|
mas01mc@292
|
619 // using PointPairs held in the exact_evaluation_queue compute squared distance for each PointPair
|
mas01mc@292
|
620 // and insert result into the current reporter.
|
mas01mc@292
|
621 //
|
mas01mc@292
|
622 // Preconditions:
|
mas01mc@292
|
623 // A query inFile has been opened with setup_query(...) and query pointers initialized
|
mas01mc@292
|
624 // The database contains some points
|
mas01mc@292
|
625 // An exact_evaluation_queue has been allocated and populated
|
mas01mc@292
|
626 // A reporter has been allocated
|
mas01mc@292
|
627 //
|
mas01mc@292
|
628 // Postconditions:
|
mas01mc@292
|
629 // reporter contains the points and distances that meet the reporter constraints
|
mas01mc@292
|
630
|
mas01cr@458
|
631 void audioDB::query_loop_points(adb_t *adb, adb_query_spec_t *spec, adb_qstate_internal_t *qstate, double *query, adb_qpointers_internal_t *qpointers) {
|
mas01cr@438
|
632 adb_qpointers_internal_t dbpointers = {0};
|
mas01mc@292
|
633
|
mas01cr@436
|
634 uint32_t sequence_length = spec->qid.sequence_length;
|
mas01cr@437
|
635 bool power_refine = spec->refine.flags & (ADB_REFINE_ABSOLUTE_THRESHOLD|ADB_REFINE_RELATIVE_THRESHOLD);
|
mas01cr@436
|
636
|
mas01cr@458
|
637 if(qstate->exact_evaluation_queue->size() == 0) {
|
mas01mc@292
|
638 return;
|
mas01cr@455
|
639 }
|
mas01mc@292
|
640
|
mas01cr@455
|
641 // Compute database info. FIXME: we more than likely don't need
|
mas01cr@455
|
642 // very much of the database so write a new function to build these
|
mas01cr@455
|
643 // values per-track or, even better, per-point
|
mas01cr@455
|
644 if(!(adb->header->flags & O2_FLAG_LARGE_ADB)) {
|
mas01cr@448
|
645 if(audiodb_set_up_dbpointers(adb, spec, &dbpointers)) {
|
mas01cr@455
|
646 error("failed to set up dbpointers");
|
mas01cr@434
|
647 }
|
mas01cr@455
|
648 }
|
mas01mc@292
|
649
|
mas01mc@292
|
650 // We are guaranteed that the order of points is sorted by:
|
mas01cr@455
|
651 // {trackID, spos, qpos} so we can be relatively efficient in
|
mas01cr@455
|
652 // initialization of track data. We assume that points usually
|
mas01cr@455
|
653 // don't overlap, so we will use exhaustive dot product evaluation
|
mas01cr@455
|
654 // instead of memoization of partial sums which is used for
|
mas01cr@455
|
655 // exhaustive brute-force evaluation from smaller databases in
|
mas01cr@455
|
656 // query_loop()
|
mas01mc@292
|
657 double dist;
|
mas01mc@292
|
658 size_t data_buffer_size = 0;
|
mas01mc@292
|
659 double *data_buffer = 0;
|
mas01mc@324
|
660 Uns32T trackOffset = 0;
|
mas01mc@324
|
661 Uns32T trackIndexOffset = 0;
|
mas01mc@292
|
662 Uns32T currentTrack = 0x80000000; // Initialize with a value outside of track index range
|
mas01cr@458
|
663 Uns32T npairs = qstate->exact_evaluation_queue->size();
|
mas01mc@292
|
664 while(npairs--){
|
mas01cr@458
|
665 PointPair pp = qstate->exact_evaluation_queue->top();
|
mas01mc@324
|
666 // Large ADB track data must be loaded here for sPower
|
mas01cr@455
|
667 if(adb->header->flags & O2_FLAG_LARGE_ADB) {
|
mas01mc@324
|
668 trackOffset=0;
|
mas01mc@324
|
669 trackIndexOffset=0;
|
mas01mc@292
|
670 if(currentTrack!=pp.trackID){
|
mas01mc@324
|
671 char* prefixedString = new char[O2_MAXFILESTR];
|
mas01mc@324
|
672 char* tmpStr = prefixedString;
|
mas01mc@324
|
673 // On currentTrack change, allocate and load track data
|
mas01mc@292
|
674 currentTrack=pp.trackID;
|
mas01cr@438
|
675 SAFE_DELETE_ARRAY(dbpointers.l2norm_data);
|
mas01cr@438
|
676 SAFE_DELETE_ARRAY(dbpointers.power_data);
|
mas01mc@324
|
677 if(infid>0)
|
mas01mc@324
|
678 close(infid);
|
mas01mc@324
|
679 // Open and check dimensions of feature file
|
mas01mc@324
|
680 strncpy(prefixedString, featureFileNameTable+pp.trackID*O2_FILETABLE_ENTRY_SIZE, O2_MAXFILESTR);
|
mas01mc@324
|
681 prefix_name((char ** const) &prefixedString, adb_feature_root);
|
mas01mc@324
|
682 if (prefixedString!=tmpStr)
|
mas01mc@324
|
683 delete[] tmpStr;
|
mas01cr@454
|
684 initInputFile(prefixedString);
|
mas01mc@324
|
685 // Load the feature vector data for current track into data_buffer
|
mas01cr@433
|
686 if(audiodb_read_data(adb, infid, pp.trackID, &data_buffer, &data_buffer_size))
|
mas01cr@433
|
687 error("failed to read data");
|
mas01mc@324
|
688 // Load power and calculate power and l2norm sequence sums
|
mas01cr@438
|
689 init_track_aux_data(pp.trackID, data_buffer, &dbpointers.l2norm_data, &dbpointers.l2norm, &dbpointers.power_data, &dbpointers.power);
|
mas01mc@292
|
690 }
|
mas01mc@324
|
691 }
|
mas01mc@324
|
692 else{
|
mas01mc@324
|
693 // These offsets are w.r.t. the entire database of feature vectors and auxillary variables
|
mas01cr@450
|
694 trackOffset = (*adb->track_offsets)[pp.trackID];
|
mas01cr@455
|
695 trackIndexOffset = trackOffset/(adb->header->dim * sizeof(double)); // num vectors offset
|
mas01mc@324
|
696 }
|
mas01mc@324
|
697 Uns32T qPos = usingQueryPoint?0:pp.qpos;// index for query point
|
mas01mc@324
|
698 Uns32T sPos = trackIndexOffset+pp.spos; // index into l2norm table
|
mas01mc@324
|
699 // Test power thresholds before computing distance
|
mas01cr@438
|
700 if( ( (!power_refine) || audiodb_powers_acceptable(&spec->refine, qpointers->power[qPos], dbpointers.power[sPos])) &&
|
mas01cr@451
|
701 ( qPos<qpointers->nvectors-sequence_length+1 && pp.spos<(*adb->track_lengths)[pp.trackID]-sequence_length+1 ) ){
|
mas01mc@324
|
702 // Non-large ADB track data is loaded inside power test for efficiency
|
mas01cr@455
|
703 if(!(adb->header->flags & O2_FLAG_LARGE_ADB) && (currentTrack!=pp.trackID) ){
|
mas01mc@324
|
704 // On currentTrack change, allocate and load track data
|
mas01mc@324
|
705 currentTrack=pp.trackID;
|
mas01cr@455
|
706 lseek(dbfid, adb->header->dataOffset + trackOffset, SEEK_SET);
|
mas01cr@433
|
707 if(audiodb_read_data(adb, dbfid, currentTrack, &data_buffer, &data_buffer_size))
|
mas01cr@433
|
708 error("failed to read data");
|
mas01mc@324
|
709 }
|
mas01mc@324
|
710 // Compute distance
|
mas01cr@455
|
711 dist = audiodb_dot_product(query + qPos*adb->header->dim, data_buffer + pp.spos*adb->header->dim, adb->header->dim*sequence_length);
|
mas01cr@437
|
712 double qn = qpointers->l2norm[qPos];
|
mas01cr@438
|
713 double sn = dbpointers.l2norm[sPos];
|
mas01cr@435
|
714 switch(spec->params.distance) {
|
mas01cr@431
|
715 case ADB_DISTANCE_EUCLIDEAN_NORMED:
|
mas01mc@324
|
716 dist = 2 - (2/(qn*sn))*dist;
|
mas01cr@431
|
717 break;
|
mas01cr@431
|
718 case ADB_DISTANCE_EUCLIDEAN:
|
mas01cr@431
|
719 dist = qn*qn + sn*sn - 2*dist;
|
mas01cr@431
|
720 break;
|
mas01cr@431
|
721 }
|
mas01cr@424
|
722 if((!radius) || dist <= (O2_LSH_EXACT_MULT*radius+O2_DISTANCE_TOLERANCE)) {
|
mas01cr@424
|
723 adb_result_t r;
|
mas01cr@453
|
724 r.key = (*adb->keys)[pp.trackID].c_str();
|
mas01cr@424
|
725 r.dist = dist;
|
mas01cr@424
|
726 r.qpos = pp.qpos;
|
mas01cr@424
|
727 r.ipos = pp.spos;
|
mas01cr@458
|
728 qstate->accumulator->add_point(&r);
|
mas01cr@424
|
729 }
|
mas01mc@292
|
730 }
|
mas01cr@458
|
731 qstate->exact_evaluation_queue->pop();
|
mas01mc@292
|
732 }
|
mas01mc@315
|
733 // Cleanup
|
mas01cr@438
|
734 SAFE_DELETE_ARRAY(dbpointers.l2norm_data);
|
mas01cr@438
|
735 SAFE_DELETE_ARRAY(dbpointers.power_data);
|
mas01cr@438
|
736 SAFE_DELETE_ARRAY(dbpointers.mean_duration);
|
mas01cr@458
|
737 delete qstate->exact_evaluation_queue;
|
mas01mc@292
|
738 }
|
mas01mc@292
|
739
|
mas01cr@458
|
740 int audioDB::query_loop(adb_t *adb, adb_query_spec_t *spec, adb_qstate_internal_t *qstate) {
|
mas01cr@239
|
741
|
mas01cr@239
|
742 double *query, *query_data;
|
mas01cr@438
|
743 adb_qpointers_internal_t qpointers = {0}, dbpointers = {0};
|
mas01cr@437
|
744
|
mas01cr@437
|
745 bool power_refine = spec->refine.flags & (ADB_REFINE_ABSOLUTE_THRESHOLD|ADB_REFINE_RELATIVE_THRESHOLD);
|
mas01cr@239
|
746
|
mas01cr@452
|
747 if(adb->header->flags & O2_FLAG_LARGE_ADB) {
|
mas01cr@452
|
748 /* FIXME: actually it would be nice to support this mode of
|
mas01cr@452
|
749 * operation, but for now... */
|
mas01cr@452
|
750 return 1;
|
mas01cr@452
|
751 }
|
mas01mc@324
|
752
|
mas01cr@444
|
753 if(audiodb_query_spec_qpointers(adb, spec, &query_data, &query, &qpointers)) {
|
mas01cr@452
|
754 return 1;
|
mas01cr@444
|
755 }
|
mas01cr@239
|
756
|
mas01cr@448
|
757 if(audiodb_set_up_dbpointers(adb, spec, &dbpointers)) {
|
mas01cr@452
|
758 return 1;
|
mas01cr@434
|
759 }
|
mas01cr@239
|
760
|
mas01cr@451
|
761 unsigned j,k,track,trackOffset=0, HOP_SIZE = spec->refine.hopsize;
|
mas01cr@435
|
762 unsigned wL = spec->qid.sequence_length;
|
mas01cr@239
|
763 double **D = 0; // Differences query and target
|
mas01cr@239
|
764 double **DD = 0; // Matched filter distance
|
mas01cr@239
|
765
|
mas01cr@437
|
766 D = new double*[qpointers.nvectors]; // pre-allocate
|
mas01cr@437
|
767 DD = new double*[qpointers.nvectors];
|
mas01cr@239
|
768
|
mas01cr@239
|
769 off_t trackIndexOffset;
|
mas01cr@239
|
770
|
mas01cr@239
|
771 // Track loop
|
mas01cr@239
|
772 size_t data_buffer_size = 0;
|
mas01cr@239
|
773 double *data_buffer = 0;
|
mas01cr@451
|
774 lseek(adb->fd, adb->header->dataOffset, SEEK_SET);
|
mas01cr@239
|
775
|
mas01cr@458
|
776 std::set<std::string>::iterator keys_end = qstate->allowed_keys->end();
|
mas01cr@453
|
777 for(track = 0; track < adb->header->numFiles; track++) {
|
mas01cr@453
|
778 unsigned t = track;
|
mas01cr@458
|
779
|
mas01cr@458
|
780 while (qstate->allowed_keys->find((*adb->keys)[track]) == keys_end) {
|
mas01cr@453
|
781 track++;
|
mas01cr@453
|
782 if(track == adb->header->numFiles) {
|
mas01cr@453
|
783 goto loop_finish;
|
mas01cr@239
|
784 }
|
mas01cr@239
|
785 }
|
mas01cr@453
|
786 trackOffset = (*adb->track_offsets)[track];
|
mas01cr@453
|
787 if(track != t) {
|
mas01cr@453
|
788 lseek(adb->fd, adb->header->dataOffset + trackOffset, SEEK_SET);
|
mas01mc@292
|
789 }
|
mas01cr@451
|
790 trackIndexOffset = trackOffset / (adb->header->dim * sizeof(double)); // dbpointers.nvectors offset
|
mas01cr@239
|
791
|
mas01cr@452
|
792 if(audiodb_read_data(adb, adb->fd, track, &data_buffer, &data_buffer_size)) {
|
mas01cr@452
|
793 return 1;
|
mas01cr@452
|
794 }
|
mas01cr@451
|
795 if(wL <= (*adb->track_lengths)[track]) { // test for short sequences
|
mas01cr@239
|
796
|
mas01cr@439
|
797 audiodb_initialize_arrays(adb, spec, track, qpointers.nvectors, query, data_buffer, D, DD);
|
mas01cr@239
|
798
|
mas01cr@437
|
799 if((!(spec->refine.flags & ADB_REFINE_DURATION_RATIO)) ||
|
mas01cr@438
|
800 fabs(dbpointers.mean_duration[track]-qpointers.mean_duration[0]) < qpointers.mean_duration[0]*spec->refine.duration_ratio) {
|
mas01cr@239
|
801
|
mas01cr@239
|
802 // Search for minimum distance by shingles (concatenated vectors)
|
mas01cr@437
|
803 for(j = 0; j <= qpointers.nvectors - wL; j += HOP_SIZE) {
|
mas01cr@451
|
804 for(k = 0; k <= (*adb->track_lengths)[track] - wL; k += HOP_SIZE) {
|
mas01cr@431
|
805 double thisDist = 0;
|
mas01cr@438
|
806 double qn = qpointers.l2norm[j];
|
mas01cr@438
|
807 double sn = dbpointers.l2norm[trackIndexOffset + k];
|
mas01cr@435
|
808 switch(spec->params.distance) {
|
mas01cr@431
|
809 case ADB_DISTANCE_EUCLIDEAN_NORMED:
|
mas01cr@438
|
810 thisDist = 2-(2/(qn*sn))*DD[j][k];
|
mas01cr@431
|
811 break;
|
mas01cr@431
|
812 case ADB_DISTANCE_EUCLIDEAN:
|
mas01cr@438
|
813 thisDist = qn*qn + sn*sn - 2*DD[j][k];
|
mas01cr@431
|
814 break;
|
mas01cr@431
|
815 case ADB_DISTANCE_DOT_PRODUCT:
|
mas01cr@431
|
816 thisDist = DD[j][k];
|
mas01cr@431
|
817 break;
|
mas01cr@431
|
818 }
|
mas01cr@239
|
819 // Power test
|
mas01cr@438
|
820 if ((!power_refine) || audiodb_powers_acceptable(&spec->refine, qpointers.power[j], dbpointers.power[trackIndexOffset + k])) {
|
mas01cr@239
|
821 // radius test
|
mas01cr@435
|
822 if((!(spec->refine.flags & ADB_REFINE_RADIUS)) ||
|
mas01cr@435
|
823 thisDist <= (spec->refine.radius+O2_DISTANCE_TOLERANCE)) {
|
mas01cr@423
|
824 adb_result_t r;
|
mas01cr@453
|
825 r.key = (*adb->keys)[track].c_str();
|
mas01cr@423
|
826 r.dist = thisDist;
|
mas01cr@451
|
827 if(spec->qid.flags & ADB_QUERY_ID_FLAG_EXHAUSTIVE) {
|
mas01cr@451
|
828 r.qpos = j;
|
mas01cr@451
|
829 } else {
|
mas01cr@451
|
830 r.qpos = spec->qid.sequence_start;
|
mas01cr@451
|
831 }
|
mas01cr@423
|
832 r.ipos = k;
|
mas01cr@458
|
833 qstate->accumulator->add_point(&r);
|
mas01cr@239
|
834 }
|
mas01cr@239
|
835 }
|
mas01cr@239
|
836 }
|
mas01cr@239
|
837 }
|
mas01cr@239
|
838 } // Duration match
|
mas01cr@437
|
839 audiodb_delete_arrays(track, qpointers.nvectors, D, DD);
|
mas01cr@239
|
840 }
|
mas01cr@239
|
841 }
|
mas01cr@239
|
842
|
mas01cr@453
|
843 loop_finish:
|
mas01cr@453
|
844
|
mas01cr@239
|
845 free(data_buffer);
|
mas01cr@239
|
846
|
mas01cr@239
|
847 // Clean up
|
mas01cr@239
|
848 if(query_data)
|
mas01cr@239
|
849 delete[] query_data;
|
mas01cr@437
|
850 if(qpointers.l2norm_data)
|
mas01cr@437
|
851 delete[] qpointers.l2norm_data;
|
mas01cr@437
|
852 if(qpointers.power_data)
|
mas01cr@437
|
853 delete[] qpointers.power_data;
|
mas01cr@437
|
854 if(qpointers.mean_duration)
|
mas01cr@437
|
855 delete[] qpointers.mean_duration;
|
mas01cr@438
|
856 if(dbpointers.power_data)
|
mas01cr@438
|
857 delete[] dbpointers.power_data;
|
mas01cr@438
|
858 if(dbpointers.l2norm_data)
|
mas01cr@438
|
859 delete[] dbpointers.l2norm_data;
|
mas01cr@239
|
860 if(D)
|
mas01cr@239
|
861 delete[] D;
|
mas01cr@239
|
862 if(DD)
|
mas01cr@239
|
863 delete[] DD;
|
mas01cr@438
|
864 if(dbpointers.mean_duration)
|
mas01cr@438
|
865 delete[] dbpointers.mean_duration;
|
mas01cr@452
|
866
|
mas01cr@452
|
867 return 0;
|
mas01cr@239
|
868 }
|