File size: 27,414 Bytes
45b1179
 
 
 
 
 
 
 
 
0d02fb4
45b1179
 
 
 
 
 
 
 
 
 
 
0d02fb4
45b1179
 
 
 
 
 
 
5c793cc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
e1e72a4
 
 
 
 
 
 
 
 
5c793cc
 
 
 
 
e1e72a4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
45b1179
 
 
 
 
 
 
 
 
 
 
 
e1e72a4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
45b1179
0d02fb4
45b1179
 
 
 
 
 
 
 
 
 
 
 
a5f4b7e
45b1179
 
 
 
 
 
a5f4b7e
45b1179
 
 
 
 
f803317
 
 
 
 
 
 
 
45b1179
f803317
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
a5f4b7e
3a2cc99
 
 
 
a2a6253
45b1179
 
 
 
0d02fb4
45b1179
 
 
 
 
 
 
 
 
 
 
 
a5f4b7e
45b1179
 
 
 
 
 
a5f4b7e
45b1179
 
 
 
 
 
 
 
 
 
 
0d02fb4
45b1179
 
 
 
 
 
 
 
a5f4b7e
45b1179
a5f4b7e
45b1179
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
0d02fb4
45b1179
 
 
5c793cc
 
 
 
 
45b1179
 
5c793cc
45b1179
a5f4b7e
45b1179
5c793cc
 
 
 
 
 
 
 
 
 
 
 
a5f4b7e
5c793cc
 
 
45b1179
 
5c793cc
 
 
45b1179
 
 
 
 
 
 
 
 
5c793cc
 
 
 
 
 
 
 
 
 
45b1179
 
 
 
 
 
 
 
 
 
a5f4b7e
45b1179
 
a5f4b7e
45b1179
 
 
 
 
 
 
 
 
 
 
a5f4b7e
45b1179
 
a5f4b7e
45b1179
 
 
2100726
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
e1e72a4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
f803317
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d76e281
f803317
 
 
 
2100726
f803317
 
 
 
2100726
f803317
 
 
 
2100726
f803317
 
 
 
2100726
f803317
 
2100726
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
f803317
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
e1e72a4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
a2a6253
 
 
e1e72a4
a2a6253
e1e72a4
 
 
 
 
 
 
a2a6253
e1e72a4
 
 
 
a2a6253
e1e72a4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2100726
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
a2a6253
e1e72a4
 
 
 
 
 
2100726
 
 
 
 
e1e72a4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
45b1179
 
 
 
 
 
5c793cc
e1e72a4
 
 
5c793cc
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
-- Reference contract for AWS RDS/Aurora PostgreSQL + pgvector.
-- Run this once with an admin/DBA role, not from Hugging Face.

CREATE EXTENSION IF NOT EXISTS vector;

CREATE TABLE IF NOT EXISTS place_embeddings (
    external_id TEXT PRIMARY KEY,
    document TEXT NOT NULL,
    metadata JSONB NOT NULL DEFAULT '{}'::jsonb,
    embedding VECTOR(300) NOT NULL,
    content_hash TEXT NOT NULL,
    embedding_model TEXT NOT NULL,
    embedding_version TEXT NOT NULL,
    is_active BOOLEAN NOT NULL DEFAULT true,
    updated_at TIMESTAMPTZ NOT NULL DEFAULT now()
);

CREATE TABLE IF NOT EXISTS post_embeddings (
    external_id TEXT PRIMARY KEY,
    document TEXT NOT NULL,
    metadata JSONB NOT NULL DEFAULT '{}'::jsonb,
    embedding VECTOR(300) NOT NULL,
    content_hash TEXT NOT NULL,
    embedding_model TEXT NOT NULL,
    embedding_version TEXT NOT NULL,
    is_active BOOLEAN NOT NULL DEFAULT true,
    updated_at TIMESTAMPTZ NOT NULL DEFAULT now()
);

-- Post-feed derived storage. The versioned companion migration defines the
-- controlled functions, revokes and grants used by the adapters.
CREATE TABLE IF NOT EXISTS post_cluster_runs (
    id UUID PRIMARY KEY,
    algorithm TEXT NOT NULL CHECK (algorithm = 'kmeans'),
    algorithm_version TEXT NOT NULL,
    embedding_model TEXT NOT NULL,
    embedding_version TEXT NOT NULL,
    embedding_dimension INTEGER NOT NULL CHECK (embedding_dimension = 300),
    k INTEGER NOT NULL CHECK (k > 1),
    sample_size INTEGER NOT NULL CHECK (sample_size >= k),
    inertia DOUBLE PRECISION,
    silhouette_score DOUBLE PRECISION,
    status TEXT NOT NULL CHECK (status IN ('running', 'validated', 'active', 'failed', 'superseded')),
    parameters JSONB NOT NULL DEFAULT '{}'::jsonb,
    started_at TIMESTAMPTZ NOT NULL,
    completed_at TIMESTAMPTZ,
    activated_at TIMESTAMPTZ,
    error_message TEXT
);

CREATE UNIQUE INDEX IF NOT EXISTS post_cluster_runs_one_active_idx
ON post_cluster_runs ((status)) WHERE status = 'active';

CREATE TABLE IF NOT EXISTS post_clusters (
    run_id UUID NOT NULL REFERENCES post_cluster_runs(id) ON DELETE CASCADE,
    cluster_id INTEGER NOT NULL,
    centroid VECTOR(300) NOT NULL,
    label TEXT,
    size INTEGER NOT NULL CHECK (size >= 0),
    representative_post_ids TEXT[] NOT NULL DEFAULT '{}',
    metadata JSONB NOT NULL DEFAULT '{}'::jsonb,
    PRIMARY KEY (run_id, cluster_id)
);

CREATE TABLE IF NOT EXISTS post_cluster_memberships (
    run_id UUID NOT NULL,
    post_id TEXT NOT NULL REFERENCES post_embeddings(external_id) ON DELETE CASCADE,
    cluster_id INTEGER NOT NULL,
    distance_to_centroid DOUBLE PRECISION NOT NULL CHECK (distance_to_centroid >= 0),
    assigned_at TIMESTAMPTZ NOT NULL DEFAULT now(),
    PRIMARY KEY (run_id, post_id),
    FOREIGN KEY (run_id, cluster_id) REFERENCES post_clusters(run_id, cluster_id) ON DELETE CASCADE
);

CREATE TABLE IF NOT EXISTS user_interest_embeddings (
    user_id TEXT PRIMARY KEY,
    embedding VECTOR(300) NOT NULL,
    weighted_sum VECTOR(300) NOT NULL,
    total_weight DOUBLE PRECISION NOT NULL DEFAULT 0 CHECK (total_weight >= 0),
    source_hash TEXT NOT NULL,
    profile_version TEXT NOT NULL,
    interaction_count INTEGER NOT NULL DEFAULT 0 CHECK (interaction_count >= 0),
    last_event_id BIGINT NOT NULL DEFAULT 0 CHECK (last_event_id >= 0),
    updated_at TIMESTAMPTZ NOT NULL DEFAULT now()
);

CREATE TABLE IF NOT EXISTS post_sync_checkpoints (
    consumer TEXT PRIMARY KEY,
    last_event_id BIGINT NOT NULL DEFAULT 0 CHECK (last_event_id >= 0),
    updated_at TIMESTAMPTZ NOT NULL DEFAULT now()
);

CREATE TABLE IF NOT EXISTS post_embedding_tombstones (
    post_id TEXT PRIMARY KEY,
    source_version BIGINT NOT NULL CHECK (source_version >= 0),
    deleted_at TIMESTAMPTZ NOT NULL DEFAULT now()
);

CREATE TABLE IF NOT EXISTS user_embeddings (
    external_id TEXT PRIMARY KEY,
    document TEXT NOT NULL,
    metadata JSONB NOT NULL DEFAULT '{}'::jsonb,
    embedding VECTOR(300) NOT NULL,
    content_hash TEXT NOT NULL,
    embedding_model TEXT NOT NULL,
    embedding_version TEXT NOT NULL,
    is_active BOOLEAN NOT NULL DEFAULT true,
    author_type TEXT,
    author_id TEXT,
    published_at TIMESTAMPTZ,
    source_version BIGINT,
    indexed_at TIMESTAMPTZ NOT NULL DEFAULT now(),
    updated_at TIMESTAMPTZ NOT NULL DEFAULT now()
);

CREATE TABLE IF NOT EXISTS club_embeddings (LIKE user_embeddings INCLUDING ALL);
CREATE TABLE IF NOT EXISTS group_embeddings (LIKE user_embeddings INCLUDING ALL);
CREATE TABLE IF NOT EXISTS event_embeddings (LIKE user_embeddings INCLUDING ALL);

ALTER TABLE place_embeddings ADD COLUMN IF NOT EXISTS textsearch TSVECTOR
GENERATED ALWAYS AS (to_tsvector('simple', document)) STORED;
ALTER TABLE post_embeddings ADD COLUMN IF NOT EXISTS textsearch TSVECTOR
GENERATED ALWAYS AS (to_tsvector('simple', document)) STORED;
ALTER TABLE user_embeddings ADD COLUMN IF NOT EXISTS textsearch TSVECTOR
GENERATED ALWAYS AS (to_tsvector('simple', document)) STORED;
ALTER TABLE club_embeddings ADD COLUMN IF NOT EXISTS textsearch TSVECTOR
GENERATED ALWAYS AS (to_tsvector('simple', document)) STORED;
ALTER TABLE group_embeddings ADD COLUMN IF NOT EXISTS textsearch TSVECTOR
GENERATED ALWAYS AS (to_tsvector('simple', document)) STORED;
ALTER TABLE event_embeddings ADD COLUMN IF NOT EXISTS textsearch TSVECTOR
GENERATED ALWAYS AS (to_tsvector('simple', document)) STORED;

CREATE INDEX IF NOT EXISTS place_embeddings_embedding_hnsw_idx
ON place_embeddings USING hnsw (embedding vector_cosine_ops);

CREATE INDEX IF NOT EXISTS post_embeddings_embedding_hnsw_idx
ON post_embeddings USING hnsw (embedding vector_cosine_ops);

CREATE INDEX IF NOT EXISTS place_embeddings_metadata_gin_idx
ON place_embeddings USING gin (metadata);

CREATE INDEX IF NOT EXISTS post_embeddings_metadata_gin_idx
ON post_embeddings USING gin (metadata);

CREATE INDEX IF NOT EXISTS user_embeddings_embedding_hnsw_idx
ON user_embeddings USING hnsw (embedding vector_cosine_ops);
CREATE INDEX IF NOT EXISTS club_embeddings_embedding_hnsw_idx
ON club_embeddings USING hnsw (embedding vector_cosine_ops);
CREATE INDEX IF NOT EXISTS group_embeddings_embedding_hnsw_idx
ON group_embeddings USING hnsw (embedding vector_cosine_ops);
CREATE INDEX IF NOT EXISTS event_embeddings_embedding_hnsw_idx
ON event_embeddings USING hnsw (embedding vector_cosine_ops);

CREATE INDEX IF NOT EXISTS user_embeddings_metadata_gin_idx ON user_embeddings USING gin (metadata);
CREATE INDEX IF NOT EXISTS club_embeddings_metadata_gin_idx ON club_embeddings USING gin (metadata);
CREATE INDEX IF NOT EXISTS group_embeddings_metadata_gin_idx ON group_embeddings USING gin (metadata);
CREATE INDEX IF NOT EXISTS event_embeddings_metadata_gin_idx ON event_embeddings USING gin (metadata);

CREATE INDEX IF NOT EXISTS place_embeddings_textsearch_gin_idx ON place_embeddings USING gin (textsearch);
CREATE INDEX IF NOT EXISTS post_embeddings_textsearch_gin_idx ON post_embeddings USING gin (textsearch);
CREATE INDEX IF NOT EXISTS user_embeddings_textsearch_gin_idx ON user_embeddings USING gin (textsearch);
CREATE INDEX IF NOT EXISTS club_embeddings_textsearch_gin_idx ON club_embeddings USING gin (textsearch);
CREATE INDEX IF NOT EXISTS group_embeddings_textsearch_gin_idx ON group_embeddings USING gin (textsearch);
CREATE INDEX IF NOT EXISTS event_embeddings_textsearch_gin_idx ON event_embeddings USING gin (textsearch);

CREATE OR REPLACE FUNCTION match_places(
    query_embedding VECTOR(300),
    match_count INTEGER,
    filters JSONB DEFAULT '{}'::jsonb
)
RETURNS TABLE (
    external_id TEXT,
    document TEXT,
    metadata JSONB,
    score DOUBLE PRECISION
)
LANGUAGE sql
STABLE
SECURITY DEFINER
SET search_path = public
AS $$
    SELECT
        p.external_id,
        p.document,
        p.metadata,
        1 - (p.embedding <=> query_embedding) AS score
    FROM public.place_embeddings p
    WHERE p.is_active = true
      AND COALESCE((filters->>'is_active')::boolean, true) = true
      AND ((filters ? 'city') IS FALSE OR lower(p.metadata->>'city') = lower(filters->>'city'))
      AND ((filters ? 'state') IS FALSE OR lower(p.metadata->>'state') = lower(filters->>'state'))
      AND ((filters ? 'category') IS FALSE OR lower(p.metadata->>'category') = lower(filters->>'category'))
      AND (
          (filters ? 'categories') IS FALSE
          OR EXISTS (
              SELECT 1
              FROM jsonb_array_elements_text(filters->'categories') AS allowed(value)
              WHERE lower(p.metadata->>'category') = lower(allowed.value)
          )
      )
      AND ((filters ? 'price_range') IS FALSE OR p.metadata->>'price_range' = filters->>'price_range')
      AND (
          (filters ? 'price_ranges') IS FALSE
          OR EXISTS (
              SELECT 1
              FROM jsonb_array_elements_text(filters->'price_ranges') AS allowed(value)
              WHERE p.metadata->>'price_range' = allowed.value
          )
      )
      AND (
          (filters ? 'tags') IS FALSE
          OR EXISTS (
              SELECT 1
              FROM jsonb_array_elements_text(filters->'tags') AS allowed(value)
              WHERE lower(COALESCE(p.metadata->>'tags', ''))
                    LIKE ('%' || lower(allowed.value) || '%')
          )
      )
      AND ((filters ? 'occasion') IS FALSE OR p.metadata->>'occasion' ILIKE ('%' || (filters->>'occasion') || '%'))
      AND (
          (filters ? 'place_ids') IS FALSE
          OR p.external_id IN (SELECT jsonb_array_elements_text(filters->'place_ids'))
      )
    ORDER BY p.embedding <=> query_embedding, p.external_id ASC
    LIMIT match_count;
$$;

CREATE OR REPLACE FUNCTION match_posts(
    query_embedding VECTOR(300),
    match_count INTEGER,
    filters JSONB DEFAULT '{}'::jsonb
)
RETURNS TABLE (
    external_id TEXT,
    document TEXT,
    metadata JSONB,
    score DOUBLE PRECISION
)
LANGUAGE sql
STABLE
SECURITY DEFINER
SET search_path = public
AS $$
    SELECT
        p.external_id,
        p.document,
        p.metadata,
        1 - (p.embedding <=> query_embedding) AS score
    FROM public.post_embeddings p
    WHERE p.is_active = true
      AND COALESCE((filters->>'is_active')::boolean, true) = true
      AND ((filters ? 'city') IS FALSE OR lower(p.metadata->>'city') = lower(filters->>'city'))
    ORDER BY p.embedding <=> query_embedding
    LIMIT match_count;
$$;

CREATE OR REPLACE FUNCTION upsert_place_embedding(
    p_external_id TEXT,
    p_document TEXT,
    p_metadata JSONB,
    p_embedding VECTOR(300),
    p_content_hash TEXT,
    p_embedding_model TEXT,
    p_embedding_version TEXT,
    p_is_active BOOLEAN
)
RETURNS VOID
LANGUAGE sql
SECURITY DEFINER
SET search_path = public
AS $$
    INSERT INTO public.place_embeddings (
        external_id,
        document,
        metadata,
        embedding,
        content_hash,
        embedding_model,
        embedding_version,
        is_active,
        updated_at
    )
    VALUES (
        p_external_id,
        p_document,
        p_metadata,
        p_embedding,
        p_content_hash,
        p_embedding_model,
        p_embedding_version,
        p_is_active,
        now()
    )
    ON CONFLICT (external_id) DO UPDATE SET
        document = EXCLUDED.document,
        metadata = EXCLUDED.metadata,
        embedding = EXCLUDED.embedding,
        content_hash = EXCLUDED.content_hash,
        embedding_model = EXCLUDED.embedding_model,
        embedding_version = EXCLUDED.embedding_version,
        is_active = EXCLUDED.is_active,
        updated_at = now();
$$;

CREATE OR REPLACE FUNCTION upsert_post_embedding(
    p_external_id TEXT,
    p_document TEXT,
    p_metadata JSONB,
    p_embedding VECTOR(300),
    p_content_hash TEXT,
    p_embedding_model TEXT,
    p_embedding_version TEXT,
    p_is_active BOOLEAN,
    p_author_type TEXT,
    p_author_id TEXT,
    p_published_at TIMESTAMPTZ,
    p_source_version BIGINT
)
RETURNS VOID
LANGUAGE plpgsql
SECURITY DEFINER
SET search_path = public
AS $$
BEGIN
    IF EXISTS (
        SELECT 1 FROM public.post_embedding_tombstones tombstone
        WHERE tombstone.post_id = p_external_id
          AND (p_source_version IS NULL OR tombstone.source_version >= p_source_version)
    ) THEN
        RETURN;
    END IF;
    IF p_source_version IS NOT NULL THEN
        DELETE FROM public.post_embedding_tombstones
        WHERE post_id = p_external_id AND source_version < p_source_version;
    END IF;
    INSERT INTO public.post_embeddings (
        external_id, document, metadata, embedding, content_hash,
        embedding_model, embedding_version, is_active, author_type,
        author_id, published_at, source_version, indexed_at, updated_at
    )
    VALUES (
        p_external_id, p_document, p_metadata, p_embedding, p_content_hash,
        p_embedding_model, p_embedding_version, p_is_active, p_author_type,
        p_author_id, p_published_at, p_source_version, now(), now()
    )
    ON CONFLICT (external_id) DO UPDATE SET
        document = EXCLUDED.document,
        metadata = EXCLUDED.metadata,
        embedding = EXCLUDED.embedding,
        content_hash = EXCLUDED.content_hash,
        embedding_model = EXCLUDED.embedding_model,
        embedding_version = EXCLUDED.embedding_version,
        is_active = EXCLUDED.is_active,
        author_type = EXCLUDED.author_type,
        author_id = EXCLUDED.author_id,
        published_at = EXCLUDED.published_at,
        source_version = EXCLUDED.source_version,
        indexed_at = now(),
        updated_at = now()
    WHERE EXCLUDED.source_version IS NULL
       OR post_embeddings.source_version IS NULL
       OR EXCLUDED.source_version >= post_embeddings.source_version;
END;
$$;

CREATE OR REPLACE FUNCTION get_place_content_hashes(p_external_ids TEXT[])
RETURNS TABLE (
    external_id TEXT,
    content_hash TEXT
)
LANGUAGE sql
STABLE
SECURITY DEFINER
SET search_path = public
AS $$
    SELECT p.external_id, p.content_hash
    FROM public.place_embeddings p
    WHERE p.external_id = ANY(p_external_ids);
$$;

CREATE OR REPLACE FUNCTION get_post_content_hashes(p_external_ids TEXT[])
RETURNS TABLE (
    external_id TEXT,
    content_hash TEXT
)
LANGUAGE sql
STABLE
SECURITY DEFINER
SET search_path = public
AS $$
    SELECT p.external_id, p.content_hash
    FROM public.post_embeddings p
    WHERE p.external_id = ANY(p_external_ids);
$$;

CREATE OR REPLACE FUNCTION try_parse_timestamptz(p_value TEXT)
RETURNS TIMESTAMPTZ
LANGUAGE plpgsql
IMMUTABLE
PARALLEL SAFE
SET search_path = pg_catalog
AS $$
BEGIN
    RETURN NULLIF(btrim(p_value), '')::timestamptz;
EXCEPTION WHEN OTHERS THEN
    RETURN NULL;
END;
$$;

CREATE OR REPLACE FUNCTION try_parse_positive_integer(p_value TEXT)
RETURNS INTEGER
LANGUAGE plpgsql
IMMUTABLE
PARALLEL SAFE
SET search_path = pg_catalog
AS $$
DECLARE
    parsed INTEGER;
BEGIN
    parsed := NULLIF(btrim(p_value), '')::integer;
    RETURN CASE WHEN parsed > 0 THEN parsed ELSE NULL END;
EXCEPTION WHEN OTHERS THEN
    RETURN NULL;
END;
$$;

CREATE OR REPLACE FUNCTION search_resource_embeddings(
    p_resource_type TEXT,
    p_query_text TEXT,
    p_query_embedding VECTOR(300),
    p_match_count INTEGER,
    p_filters JSONB DEFAULT '{}'::jsonb
)
RETURNS TABLE (
    external_id TEXT,
    document TEXT,
    metadata JSONB,
    score DOUBLE PRECISION,
    semantic_score DOUBLE PRECISION,
    lexical_score DOUBLE PRECISION
)
LANGUAGE plpgsql
STABLE
SECURITY DEFINER
SET search_path = public
AS $$
DECLARE
    target_table TEXT;
BEGIN
    target_table := CASE p_resource_type
        WHEN 'places' THEN 'place_embeddings'
        WHEN 'posts' THEN 'post_embeddings'
        WHEN 'users' THEN 'user_embeddings'
        WHEN 'clubs' THEN 'club_embeddings'
        WHEN 'groups' THEN 'group_embeddings'
        WHEN 'events' THEN 'event_embeddings'
        ELSE NULL
    END;
    IF target_table IS NULL THEN
        RAISE EXCEPTION 'Unsupported search resource type: %', p_resource_type;
    END IF;

    RETURN QUERY EXECUTE format($query$
        WITH eligible AS NOT MATERIALIZED (
            SELECT e.*
            FROM public.%I e
            WHERE e.is_active = true
              AND COALESCE(($4->>'is_active')::boolean, true) = true
              AND (
                    ($4 ? 'city') IS FALSE
                    OR lower(e.metadata->>'city') = lower($4->>'city')
              )
              AND (
                    ($4 ? 'state') IS FALSE
                    OR lower(e.metadata->>'state') = lower($4->>'state')
              )
              AND (
                    ($4 ? 'categories') IS FALSE
                    OR EXISTS (
                        SELECT 1
                        FROM jsonb_array_elements_text($4->'categories') AS allowed(value)
                        WHERE lower(e.metadata->>'category') = lower(allowed.value)
                    )
              )
              AND (
                    ($4 ? 'tags') IS FALSE
                    OR EXISTS (
                        SELECT 1
                        FROM jsonb_array_elements_text($4->'tags') AS allowed(value)
                        WHERE lower(COALESCE(e.metadata->>'tags', ''))
                              LIKE ('%%' || lower(allowed.value) || '%%')
                    )
              )
              AND (
                    ($4 ? 'published_from') IS FALSE
                    OR public.try_parse_timestamptz(e.metadata->>'published_at')
                       >= ($4->>'published_from')::timestamptz
              )
              AND (
                    ($4 ? 'published_to') IS FALSE
                    OR public.try_parse_timestamptz(e.metadata->>'published_at')
                       <= ($4->>'published_to')::timestamptz
              )
              AND (
                    ($4 ? 'event_from') IS FALSE
                    OR public.try_parse_timestamptz(e.metadata->>'start_time')
                       >= ($4->>'event_from')::timestamptz
              )
              AND (
                    ($4 ? 'event_to') IS FALSE
                    OR public.try_parse_timestamptz(e.metadata->>'start_time')
                       <= ($4->>'event_to')::timestamptz
              )
              AND (
                    ($4 ? 'event_active_at') IS FALSE
                    OR (
                        public.try_parse_timestamptz(e.metadata->>'start_time') IS NOT NULL
                        AND public.try_parse_positive_integer(
                            e.metadata->>'duration_minutes'
                        ) IS NOT NULL
                        AND public.try_parse_timestamptz(e.metadata->>'start_time')
                            + make_interval(
                                mins => public.try_parse_positive_integer(
                                    e.metadata->>'duration_minutes'
                                )
                              )
                            > ($4->>'event_active_at')::timestamptz
                    )
              )
              AND (
                    ($4 ? 'is_online') IS FALSE
                    OR COALESCE((e.metadata->>'is_online')::boolean, false)
                       = ($4->>'is_online')::boolean
              )
              AND (
                    ($4 ? 'user_roles') IS FALSE
                    OR EXISTS (
                        SELECT 1
                        FROM jsonb_array_elements_text($4->'user_roles') AS allowed(value)
                        WHERE lower(e.metadata->>'role') = lower(allowed.value)
                    )
              )
              AND (
                    ($4 ? 'place_ids') IS FALSE
                    OR e.metadata->>'place_id' IN (
                        SELECT jsonb_array_elements_text($4->'place_ids')
                    )
              )
              AND (
                    (
                        COALESCE((e.metadata->>'is_private')::boolean, false) = false
                        AND COALESCE((e.metadata->>'is_public')::boolean, true) = true
                    )
                    OR (
                        $4 ? 'requester_id'
                        AND (
                            e.metadata->>'creator_id' = $4->>'requester_id'
                            OR COALESCE(e.metadata->'authorized_user_ids', '[]'::jsonb)
                               ? ($4->>'requester_id')
                        )
                    )
              )
        ),
        vector_results AS (
            SELECT
                e.external_id,
                1 - (e.embedding <=> $1) AS semantic_score,
                row_number() OVER (
                    ORDER BY e.embedding <=> $1, e.external_id ASC
                ) AS vector_rank
            FROM eligible e
            ORDER BY e.embedding <=> $1, e.external_id ASC
            LIMIT GREATEST($3 * 3, 30)
        ),
        lexical_results AS (
            SELECT
                e.external_id,
                ts_rank_cd(e.textsearch, query.value) AS lexical_score,
                row_number() OVER (
                    ORDER BY ts_rank_cd(e.textsearch, query.value) DESC, e.external_id ASC
                ) AS lexical_rank
            FROM eligible e
            CROSS JOIN websearch_to_tsquery('simple', $2) AS query(value)
            WHERE e.textsearch @@ query.value
            ORDER BY lexical_score DESC, e.external_id ASC
            LIMIT GREATEST($3 * 3, 30)
        ),
        fused AS (
            SELECT
                COALESCE(v.external_id, l.external_id) AS external_id,
                v.semantic_score,
                l.lexical_score,
                COALESCE(1.0 / (60.0 + v.vector_rank), 0.0)
                    + COALESCE(1.0 / (60.0 + l.lexical_rank), 0.0) AS rrf_score
            FROM vector_results v
            FULL OUTER JOIN lexical_results l USING (external_id)
        )
        SELECT
            e.external_id,
            e.document,
            e.metadata,
            LEAST(
                1.0,
                f.rrf_score / (2.0 / 61.0)
                + CASE
                    WHEN lower(COALESCE(
                        e.metadata->>'search_title',
                        e.metadata->>'name',
                        e.metadata->>'title',
                        e.metadata->>'username',
                        ''
                    )) = lower($2) THEN 0.15
                    ELSE 0.0
                  END
            )::double precision AS score,
            f.semantic_score::double precision,
            f.lexical_score::double precision
        FROM fused f
        JOIN eligible e USING (external_id)
        WHERE (
            (
                ($4 ? 'min_semantic_score') IS FALSE
                AND ($4 ? 'min_lexical_score') IS FALSE
            )
            OR (
                ($4 ? 'min_semantic_score')
                AND COALESCE(
                    f.semantic_score >= ($4->>'min_semantic_score')::double precision,
                    FALSE
                )
            )
            OR (
                ($4 ? 'min_lexical_score')
                AND COALESCE(
                    f.lexical_score >= ($4->>'min_lexical_score')::double precision,
                    FALSE
                )
            )
        )
        ORDER BY score DESC, f.semantic_score DESC NULLS LAST, e.external_id ASC
        LIMIT GREATEST($3, 1)
    $query$, target_table)
    USING p_query_embedding, p_query_text, p_match_count, p_filters;
END;
$$;

REVOKE ALL ON FUNCTION public.try_parse_timestamptz(text) FROM PUBLIC;
REVOKE ALL ON FUNCTION public.try_parse_positive_integer(text) FROM PUBLIC;
GRANT EXECUTE ON FUNCTION public.try_parse_timestamptz(text) TO nlp_reader;
GRANT EXECUTE ON FUNCTION public.try_parse_positive_integer(text) TO nlp_reader;

CREATE OR REPLACE FUNCTION get_resource_content_hashes(
    p_resource_type TEXT,
    p_external_ids TEXT[]
)
RETURNS TABLE (external_id TEXT, content_hash TEXT)
LANGUAGE plpgsql
STABLE
SECURITY DEFINER
SET search_path = public
AS $$
DECLARE
    target_table TEXT;
BEGIN
    target_table := CASE p_resource_type
        WHEN 'users' THEN 'user_embeddings'
        WHEN 'clubs' THEN 'club_embeddings'
        WHEN 'groups' THEN 'group_embeddings'
        WHEN 'events' THEN 'event_embeddings'
        ELSE NULL
    END;
    IF target_table IS NULL THEN
        RAISE EXCEPTION 'Unsupported sync resource type: %', p_resource_type;
    END IF;
    RETURN QUERY EXECUTE format(
        'SELECT e.external_id, e.content_hash FROM public.%I e WHERE e.external_id = ANY($1)',
        target_table
    ) USING p_external_ids;
END;
$$;

CREATE OR REPLACE FUNCTION upsert_resource_embedding(
    p_resource_type TEXT,
    p_external_id TEXT,
    p_document TEXT,
    p_metadata JSONB,
    p_embedding VECTOR(300),
    p_content_hash TEXT,
    p_embedding_model TEXT,
    p_embedding_version TEXT,
    p_is_active BOOLEAN
)
RETURNS VOID
LANGUAGE plpgsql
SECURITY DEFINER
SET search_path = public
AS $$
DECLARE
    target_table TEXT;
BEGIN
    target_table := CASE p_resource_type
        WHEN 'users' THEN 'user_embeddings'
        WHEN 'clubs' THEN 'club_embeddings'
        WHEN 'groups' THEN 'group_embeddings'
        WHEN 'events' THEN 'event_embeddings'
        ELSE NULL
    END;
    IF target_table IS NULL THEN
        RAISE EXCEPTION 'Unsupported sync resource type: %', p_resource_type;
    END IF;
    EXECUTE format($query$
        INSERT INTO public.%I (
            external_id, document, metadata, embedding, content_hash,
            embedding_model, embedding_version, is_active, updated_at
        )
        VALUES ($1, $2, $3, $4, $5, $6, $7, $8, now())
        ON CONFLICT (external_id) DO UPDATE SET
            document = EXCLUDED.document,
            metadata = EXCLUDED.metadata,
            embedding = EXCLUDED.embedding,
            content_hash = EXCLUDED.content_hash,
            embedding_model = EXCLUDED.embedding_model,
            embedding_version = EXCLUDED.embedding_version,
            is_active = EXCLUDED.is_active,
            updated_at = now()
    $query$, target_table)
    USING p_external_id, p_document, p_metadata, p_embedding, p_content_hash,
          p_embedding_model, p_embedding_version, p_is_active;
END;
$$;

-- Example least-privilege grants. Adjust schema/database/user creation to your setup.
-- GRANT EXECUTE ON FUNCTION match_places(VECTOR, INTEGER, JSONB) TO nlp_reader;
-- GRANT EXECUTE ON FUNCTION match_posts(VECTOR, INTEGER, JSONB) TO nlp_reader;
-- GRANT EXECUTE ON FUNCTION get_place_content_hashes(TEXT[]) TO nlp_writer;
-- GRANT EXECUTE ON FUNCTION get_post_content_hashes(TEXT[]) TO nlp_writer;
-- GRANT EXECUTE ON FUNCTION upsert_place_embedding(TEXT, TEXT, JSONB, VECTOR, TEXT, TEXT, TEXT, BOOLEAN) TO nlp_writer;
-- GRANT EXECUTE ON FUNCTION upsert_post_embedding(TEXT, TEXT, JSONB, VECTOR, TEXT, TEXT, TEXT, BOOLEAN, TEXT, TEXT, TIMESTAMPTZ, BIGINT) TO nlp_writer;
-- GRANT EXECUTE ON FUNCTION search_resource_embeddings(TEXT, TEXT, VECTOR, INTEGER, JSONB) TO nlp_reader;
-- GRANT EXECUTE ON FUNCTION get_resource_content_hashes(TEXT, TEXT[]) TO nlp_writer;
-- GRANT EXECUTE ON FUNCTION upsert_resource_embedding(TEXT, TEXT, TEXT, JSONB, VECTOR, TEXT, TEXT, TEXT, BOOLEAN) TO nlp_writer;

-- The feed-specific tables and controlled functions are versioned in
-- sql/migrate_post_feed_v1.sql. Apply that companion contract immediately
-- after this base contract. Keeping the feed extension versioned prevents a
-- fresh setup and an upgraded database from drifting apart; the full psql
-- setup includes it automatically with \ir.