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
|