annotate audioDB-internals.h @ 755:37c2b9cce23a multiprobeLSH

Adding mkc_lsh_update branch, trunk candidate with improved LSH: merged trunk 1095 and branch multiprobe_lsh
author mas01mc
date Thu, 25 Nov 2010 13:42:40 +0000
parents 4d6e2ac4de7a
children
rev   line source
mas01cr@509 1 #include <set>
mas01cr@509 2 #include <queue>
mas01cr@509 3 #include <map>
mas01cr@509 4 #include <string>
mas01cr@509 5
mas01cr@509 6 #include "pointpair.h"
mas01cr@498 7 #include "accumulator.h"
mas01cr@509 8 #include "lshlib.h"
mas01cr@498 9
mas01cr@498 10 /* this struct is for writing polymorphic routines as puns. When
mas01cr@498 11 * inserting, we might have a "datum" (with actual numerical data) or
mas01cr@498 12 * a "reference" (with strings denoting pathnames containing numerical
mas01cr@498 13 * data), but most of the operations are the same. This struct, used
mas01cr@498 14 * only internally, allows us to write the main body of the insert
mas01cr@498 15 * code only once.
mas01cr@498 16 */
mas01cr@498 17 typedef struct adb_datum_internal {
mas01cr@498 18 uint32_t nvectors;
mas01cr@498 19 uint32_t dim;
mas01cr@498 20 const char *key;
mas01cr@498 21 void *data;
mas01cr@498 22 void *times;
mas01cr@498 23 void *power;
mas01cr@498 24 } adb_datum_internal_t;
mas01cr@498 25
mas01cr@498 26 /* this struct is to collect together a bunch of information about a
mas01cr@498 27 * query (or, in fact, a single database entry, or even a whole
mas01cr@498 28 * database). The _data pointers are immutable (hey, FIXME: should
mas01cr@498 29 * they be constified in some way?) so that free() can work on them
mas01cr@498 30 * later, while the ones without the suffix are mutable to maintain
mas01cr@498 31 * the "current" position in some way. mean_duration points to a
mas01cr@498 32 * (possibly single-element) array of mean durations for each track.
mas01cr@498 33 */
mas01cr@498 34 typedef struct adb_qpointers_internal {
mas01cr@498 35 uint32_t nvectors;
mas01cr@498 36 double *l2norm_data;
mas01cr@498 37 double *l2norm;
mas01cr@498 38 double *power_data;
mas01cr@498 39 double *power;
mas01cr@498 40 double *mean_duration;
mas01cr@498 41 } adb_qpointers_internal_t;
mas01cr@498 42
mas01cr@498 43 /* this struct is for maintaining per-query state. We don't want to
mas01cr@498 44 * store this stuff in the adb struct itself, because (a) it doesn't
mas01cr@498 45 * belong there and (b) in principle people might do two queries in
mas01cr@498 46 * parallel using the same adb handle. (b) is in practice a little
mas01cr@498 47 * bit academic because at the moment we're seeking all over the disk
mas01cr@498 48 * using adb->fd, but changing to use pread() might win us
mas01cr@498 49 * threadsafety eventually.
mas01cr@498 50 */
mas01cr@498 51 typedef struct adb_qstate_internal {
mas01cr@498 52 Accumulator *accumulator;
mas01cr@498 53 std::set<std::string> *allowed_keys;
mas01mc@530 54 std::set<PointPair, less<PointPair> > * set;
mas01mc@530 55 std::priority_queue<PointPair, vector<PointPair>, greater<PointPair> > *exact_evaluation_queue;
mas01cr@498 56 LSH *lsh;
mas01cr@498 57 } adb_qstate_internal_t;
mas01cr@498 58
mas01mc@541 59 /* this struct is for caching file descriptors for multiple reads from a data file
mas01mc@541 60 */
mas01mc@541 61
mas01mc@541 62 typedef struct adb_fd_cache {
mas01mc@541 63 uint32_t track_id;
mas01mc@541 64 adb_reference_t* reference;
mas01mc@541 65 char* fname;
mas01mc@541 66 int data_fd;
mas01mc@541 67 int power_fd;
mas01mc@541 68 FILE* times_file;
mas01mc@541 69 } adb_fd_cache_t;
mas01mc@541 70
mas01cr@509 71 /* this struct is the in-memory representation of the binary
mas01cr@509 72 * information stored at the head of each adb file */
mas01cr@509 73 typedef struct adbheader {
mas01cr@509 74 uint32_t magic;
mas01cr@509 75 uint32_t version;
mas01cr@509 76 uint32_t numFiles;
mas01cr@509 77 uint32_t dim;
mas01cr@509 78 uint32_t flags;
mas01cr@509 79 uint32_t headerSize;
mas01cr@509 80 off_t length;
mas01cr@509 81 off_t fileTableOffset;
mas01cr@509 82 off_t trackTableOffset;
mas01cr@509 83 off_t dataOffset;
mas01cr@509 84 off_t l2normTableOffset;
mas01cr@509 85 off_t timesTableOffset;
mas01cr@509 86 off_t powerTableOffset;
mas01cr@509 87 off_t dbSize;
mas01cr@509 88 } adb_header_t;
mas01cr@509 89
mas01cr@509 90 #define ADB_HEADER_SIZE (sizeof(struct adbheader))
mas01cr@509 91
mas01cr@509 92 #define ADB_HEADER_FLAG_L2NORM (0x1U)
mas01cr@509 93 #define ADB_HEADER_FLAG_POWER (0x4U)
mas01cr@509 94 #define ADB_HEADER_FLAG_TIMES (0x20U)
mas01cr@509 95 #define ADB_HEADER_FLAG_REFERENCES (0x40U)
mas01cr@509 96
mas01cr@498 97 /* the transparent version of the opaque (forward-declared) adb_t. */
mas01cr@498 98 struct adb {
mas01cr@498 99 char *path;
mas01cr@498 100 int fd;
mas01cr@498 101 int flags;
mas01cr@498 102 adb_header_t *header;
mas01cr@498 103 std::vector<std::string> *keys;
mas01cr@498 104 std::map<std::string,uint32_t> *keymap;
mas01cr@498 105 std::vector<uint32_t> *track_lengths;
mas01cr@498 106 std::vector<off_t> *track_offsets;
mas01cr@498 107 LSH *cached_lsh;
mas01cr@498 108 };
mas01cr@498 109
mas01cr@498 110 typedef struct {
mas01cr@498 111 bool operator() (const adb_result_t &r1, const adb_result_t &r2) {
mas01cr@498 112 return strcmp(r1.key, r2.key) < 0;
mas01cr@498 113 }
mas01cr@498 114 } adb_result_key_lt;
mas01cr@498 115
mas01cr@498 116 typedef struct {
mas01cr@498 117 bool operator() (const adb_result_t &r1, const adb_result_t &r2) {
mas01cr@498 118 return r1.qpos < r2.qpos;
mas01cr@498 119 }
mas01cr@498 120 } adb_result_qpos_lt;
mas01cr@498 121
mas01cr@498 122 typedef struct {
mas01cr@498 123 bool operator() (const adb_result_t &r1, const adb_result_t &r2) {
mas01cr@498 124 return r1.dist < r2.dist;
mas01cr@498 125 }
mas01cr@498 126 } adb_result_dist_lt;
mas01cr@498 127
mas01cr@498 128 typedef struct {
mas01cr@498 129 bool operator() (const adb_result_t &r1, const adb_result_t &r2) {
mas01cr@498 130 return r1.dist > r2.dist;
mas01cr@498 131 }
mas01cr@498 132 } adb_result_dist_gt;
mas01cr@498 133
mas01cr@498 134 typedef struct {
mas01cr@498 135 bool operator() (const adb_result_t &r1, const adb_result_t &r2) {
mas01cr@498 136 return ((r1.ipos < r2.ipos) ||
mas01cr@498 137 ((r1.ipos == r2.ipos) &&
mas01cr@498 138 ((r1.qpos < r2.qpos) ||
mas01cr@498 139 ((r1.qpos == r2.qpos) && (strcmp(r1.key, r2.key) < 0)))));
mas01cr@498 140 }
mas01cr@498 141 } adb_result_triple_lt;
mas01cr@498 142
mas01cr@498 143 /* We could go gcc-specific here and use typeof() instead of passing
mas01cr@498 144 * in an explicit type. Answers on a postcard as to whether that's a
mas01cr@498 145 * good plan or not. */
mas01cr@498 146 #define mmap_or_goto_error(type, var, start, length) \
mas01cr@498 147 { void *tmp = mmap(0, length, PROT_READ, MAP_SHARED, adb->fd, (start)); \
mas01cr@498 148 if(tmp == (void *) -1) { \
mas01cr@498 149 goto error; \
mas01cr@498 150 } \
mas01cr@498 151 var = (type) tmp; \
mas01cr@498 152 }
mas01cr@498 153
mas01cr@498 154 #define maybe_munmap(table, length) \
mas01cr@498 155 { if(table) { \
mas01cr@498 156 munmap(table, length); \
mas01cr@498 157 } \
mas01cr@498 158 }
mas01cr@498 159
mas01cr@509 160 #define maybe_delete_array(pointer) \
mas01cr@509 161 { if(pointer) { \
mas01cr@509 162 delete [] pointer; \
mas01cr@509 163 pointer = NULL; \
mas01cr@509 164 } \
mas01cr@509 165 }
mas01cr@509 166
mas01cr@498 167 #define write_or_goto_error(fd, buffer, size) \
mas01cr@498 168 { ssize_t tmp = size; \
mas01cr@498 169 if(write(fd, buffer, size) != tmp) { \
mas01cr@498 170 goto error; \
mas01cr@498 171 } \
mas01cr@498 172 }
mas01cr@498 173
mas01cr@498 174 #define read_or_goto_error(fd, buffer, size) \
mas01cr@498 175 { ssize_t tmp = size; \
mas01cr@498 176 if(read(fd, buffer, size) != tmp) { \
mas01cr@498 177 goto error; \
mas01cr@498 178 } \
mas01cr@498 179 }
mas01cr@498 180
mas01cr@498 181 static inline int audiodb_sync_header(adb_t *adb) {
mas01cr@498 182 off_t pos;
mas01cr@498 183 pos = lseek(adb->fd, (off_t) 0, SEEK_CUR);
mas01cr@498 184 if(pos == (off_t) -1) {
mas01cr@498 185 goto error;
mas01cr@498 186 }
mas01cr@498 187 if(lseek(adb->fd, (off_t) 0, SEEK_SET) == (off_t) -1) {
mas01cr@498 188 goto error;
mas01cr@498 189 }
mas01cr@509 190 if(write(adb->fd, adb->header, ADB_HEADER_SIZE) != ADB_HEADER_SIZE) {
mas01cr@498 191 goto error;
mas01cr@498 192 }
mas01cr@498 193
mas01cr@498 194 /* can be fsync() if fdatasync() is racily exciting and new */
mas01cr@498 195 fdatasync(adb->fd);
mas01cr@498 196 if(lseek(adb->fd, pos, SEEK_SET) == (off_t) -1) {
mas01cr@498 197 goto error;
mas01cr@498 198 }
mas01cr@498 199 return 0;
mas01cr@498 200
mas01cr@498 201 error:
mas01cr@498 202 return 1;
mas01cr@498 203 }
mas01cr@498 204
mas01cr@498 205 static inline double audiodb_dot_product(double *p, double *q, size_t count) {
mas01cr@498 206 double result = 0;
mas01cr@498 207 while(count--) {
mas01cr@498 208 result += *p++ * *q++;
mas01cr@498 209 }
mas01cr@498 210 return result;
mas01cr@498 211 }
mas01cr@498 212
mas01cr@498 213 static inline void audiodb_l2norm_buffer(double *d, size_t dim, size_t nvectors, double *l) {
mas01cr@498 214 while(nvectors--) {
mas01cr@498 215 double *d1 = d;
mas01cr@498 216 double *d2 = d;
mas01cr@498 217 *l++ = audiodb_dot_product(d1, d2, dim);
mas01cr@498 218 d += dim;
mas01cr@498 219 }
mas01cr@498 220 }
mas01cr@498 221
mas01cr@498 222 // This is a common pattern in sequence queries: what we are doing is
mas01cr@498 223 // taking a window of length seqlen over a buffer of length length,
mas01cr@498 224 // and placing the sum of the elements in that window in the first
mas01cr@498 225 // element of the window: thus replacing all but the last seqlen
mas01cr@498 226 // elements in the buffer with the corresponding windowed sum.
mas01cr@498 227 static inline void audiodb_sequence_sum(double *buffer, int length, int seqlen) {
mas01cr@498 228 double tmp1, tmp2, *ps;
mas01cr@498 229 int j, w;
mas01cr@498 230
mas01cr@498 231 tmp1 = *buffer;
mas01cr@498 232 j = 1;
mas01cr@498 233 w = seqlen - 1;
mas01cr@498 234 while(w--) {
mas01cr@498 235 *buffer += buffer[j++];
mas01cr@498 236 }
mas01cr@498 237 ps = buffer + 1;
mas01cr@498 238 w = length - seqlen; // +1 - 1
mas01cr@498 239 while(w--) {
mas01cr@498 240 tmp2 = *ps;
mas01cr@498 241 if(isfinite(tmp1)) {
mas01cr@498 242 *ps = *(ps - 1) - tmp1 + *(ps + seqlen - 1);
mas01cr@498 243 } else {
mas01cr@498 244 for(int i = 1; i < seqlen; i++) {
mas01cr@498 245 *ps += *(ps + i);
mas01cr@498 246 }
mas01cr@498 247 }
mas01cr@498 248 tmp1 = tmp2;
mas01cr@498 249 ps++;
mas01cr@498 250 }
mas01cr@498 251 }
mas01cr@498 252
mas01cr@498 253 // In contrast to audiodb_sequence_sum() above,
mas01cr@498 254 // audiodb_sequence_sqrt() and audiodb_sequence_average() below are
mas01cr@498 255 // simple mappers across the sequence.
mas01cr@498 256 static inline void audiodb_sequence_sqrt(double *buffer, int length, int seqlen) {
mas01cr@498 257 int w = length - seqlen + 1;
mas01cr@498 258 while(w--) {
mas01cr@498 259 *buffer = sqrt(*buffer);
mas01cr@498 260 buffer++;
mas01cr@498 261 }
mas01cr@498 262 }
mas01cr@498 263
mas01cr@498 264 static inline void audiodb_sequence_average(double *buffer, int length, int seqlen) {
mas01cr@498 265 int w = length - seqlen + 1;
mas01cr@498 266 while(w--) {
mas01cr@498 267 *buffer /= seqlen;
mas01cr@498 268 buffer++;
mas01cr@498 269 }
mas01cr@498 270 }
mas01cr@498 271
mas01cr@498 272 static inline uint32_t audiodb_key_index(adb_t *adb, const char *key) {
mas01cr@498 273 std::map<std::string,uint32_t>::iterator it;
mas01cr@498 274 it = adb->keymap->find(key);
mas01cr@498 275 if(it == adb->keymap->end()) {
mas01cr@498 276 return (uint32_t) -1;
mas01cr@498 277 } else {
mas01cr@498 278 return (*it).second;
mas01cr@498 279 }
mas01cr@498 280 }
mas01cr@498 281
mas01cr@498 282 static inline const char *audiodb_index_key(adb_t *adb, uint32_t index) {
mas01cr@498 283 return (*adb->keys)[index].c_str();
mas01cr@498 284 }
mas01cr@498 285
mas01mc@532 286 static inline uint32_t audiodb_index_to_track_id(adb_t *adb, uint32_t lshid){
mas01mc@556 287 off_t offset = (off_t)lshid*adb->header->dim*sizeof(double);
mas01mc@538 288 std::vector<off_t>::iterator b = (*adb->track_offsets).begin();
mas01mc@538 289 std::vector<off_t>::iterator e = (*adb->track_offsets).end();
mas01mc@538 290 std::vector<off_t>::iterator p = std::upper_bound(b, e, offset);
mas01mc@538 291 return p - b - 1;
mas01cr@498 292 }
mas01cr@498 293
mas01mc@532 294 static inline uint32_t audiodb_index_to_track_pos(adb_t *adb, uint32_t track_id, uint32_t lshid) {
mas01mc@532 295 uint32_t trackIndexOffset = (*adb->track_offsets)[track_id] / (adb->header->dim * sizeof(double));
mas01mc@532 296 return lshid - trackIndexOffset;
mas01cr@498 297 }
mas01cr@498 298
mas01mc@532 299 static inline uint32_t audiodb_index_from_trackinfo(adb_t *adb, uint32_t track_id, uint32_t track_pos) {
mas01mc@532 300 uint32_t trackIndexOffset = (*adb->track_offsets)[track_id] / (adb->header->dim * sizeof(double));
mas01mc@532 301 return trackIndexOffset + track_pos;
mas01cr@498 302 }
mas01cr@498 303
mas01cr@498 304 int audiodb_read_data(adb_t *, int, int, double **, size_t *);
mas01mc@546 305 int audiodb_insert_create_datum_offset(adb_insert_t *, adb_datum_t *, off_t vector_offset, size_t num_vectors, adb_fd_cache_t *cache=NULL);
mas01mc@546 306 int audiodb_track_id_datum_offset(adb_t *, uint32_t , adb_datum_t *, off_t vector_offset, size_t num_vectors, adb_fd_cache_t *cache=NULL);
mas01mc@545 307 int audiodb_insert_create_datum(adb_insert_t * insert, adb_datum_t *datum);
mas01mc@545 308 int audiodb_track_id_datum(adb_t * adb, uint32_t track_id, adb_datum_t *datum);
mas01cr@498 309 int audiodb_free_datum(adb_datum_t *);
mas01mc@541 310 int audiodb_free_datum_cache(adb_fd_cache_t *);
mas01mc@541 311 int audiodb_free_datum_reference(adb_reference_t * reference);
mas01cr@498 312 int audiodb_datum_qpointers(adb_datum_t *, uint32_t, double **, double **, adb_qpointers_internal_t *);
mas01mc@528 313 int audiodb_datum_qpointers_partial(adb_datum_t *, uint32_t, double **, double **, adb_qpointers_internal_t *, adb_qstate_internal_t *);
mas01cr@498 314 int audiodb_query_spec_qpointers(adb_t *, const adb_query_spec_t *, double **, double **, adb_qpointers_internal_t *);
mas01cr@498 315 int audiodb_query_queue_loop(adb_t *, const adb_query_spec_t *, adb_qstate_internal_t *, double *, adb_qpointers_internal_t *);
mas01cr@498 316 int audiodb_query_loop(adb_t *, const adb_query_spec_t *, adb_qstate_internal_t *);
mas01cr@498 317 char *audiodb_index_get_name(const char *, double, uint32_t);
mas01cr@498 318 bool audiodb_index_exists(const char *, double, uint32_t);
mas01cr@498 319 int audiodb_index_query_loop(adb_t *, const adb_query_spec_t *, adb_qstate_internal_t *);
mas01cr@509 320 LSH *audiodb_index_allocate(adb_t *, char *, bool);
mas01cr@509 321 vector<vector<float> > *audiodb_index_initialize_shingles(uint32_t, uint32_t, uint32_t);
mas01cr@509 322 void audiodb_index_delete_shingles(vector<vector<float> > *);
mas01cr@509 323 void audiodb_index_make_shingle(vector<vector<float> > *, uint32_t, double *, uint32_t, uint32_t);
mas01cr@509 324 int audiodb_index_norm_shingles(vector<vector<float> > *, double *, double *, uint32_t, uint32_t, double, bool, bool, float);
mas01cr@509 325
mas01cr@509 326 #define ADB_MAXSTR (512U)
mas01cr@509 327 #define ADB_FILETABLE_ENTRY_SIZE (256U)
mas01cr@509 328 #define ADB_TRACKTABLE_ENTRY_SIZE (sizeof(uint32_t))
mas01cr@509 329 #define ADB_DISTANCE_TOLERANCE (1e-6)
mas01cr@509 330
mas01cr@509 331 #define ADB_DEFAULT_DATASIZE (1355U) /* in MB */
mas01cr@509 332 #define ADB_DEFAULT_NTRACKS (20000U)
mas01cr@509 333 #define ADB_DEFAULT_DATADIM (9U)
mas01cr@509 334
mas01cr@509 335 #define ADB_FIXME_LARGE_ADB_SIZE (ADB_DEFAULT_DATASIZE+1)
mas01cr@509 336 #define ADB_FIXME_LARGE_ADB_NTRACKS (ADB_DEFAULT_NTRACKS+1)
mas01cr@509 337
mas01cr@509 338 #define ADB_OLD_MAGIC ('O'|'2'<<8|'D'<<16|'B'<<24)
mas01cr@509 339 #define ADB_MAGIC ('o'|'2'<<8|'d'<<16|'b'<<24)
mas01cr@509 340 #define ADB_FORMAT_VERSION (4U)
mas01cr@509 341
mas01cr@509 342 #define align_up(x,w) (((x) + ((1<<w)-1)) & ~((1<<w)-1))
mas01cr@509 343 #define align_down(x,w) ((x) & ~((1<<w)-1))
mas01cr@509 344
mas01cr@509 345 #define align_page_up(x) (((x) + (getpagesize()-1)) & ~(getpagesize()-1))
mas01cr@509 346 #define align_page_down(x) ((x) & ~(getpagesize()-1))
mas01cr@509 347