File size: 30,266 Bytes
e787fec
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
import json
import time
import uuid
from typing import Optional

from open_webui.internal.db import Base, get_db
from open_webui.models.tags import TagModel, Tag, Tags


from pydantic import BaseModel, ConfigDict
from sqlalchemy import BigInteger, Boolean, Column, String, Text, JSON
from sqlalchemy import or_, func, select, and_, text
from sqlalchemy.sql import exists

####################
# Chat DB Schema
####################


class Chat(Base):
    __tablename__ = "chat"

    id = Column(String, primary_key=True)
    user_id = Column(String)
    title = Column(Text)
    chat = Column(JSON)

    created_at = Column(BigInteger)
    updated_at = Column(BigInteger)

    share_id = Column(Text, unique=True, nullable=True)
    archived = Column(Boolean, default=False)
    pinned = Column(Boolean, default=False, nullable=True)

    meta = Column(JSON, server_default="{}")
    folder_id = Column(Text, nullable=True)


class ChatModel(BaseModel):
    model_config = ConfigDict(from_attributes=True)

    id: str
    user_id: str
    title: str
    chat: dict

    created_at: int  # timestamp in epoch
    updated_at: int  # timestamp in epoch

    share_id: Optional[str] = None
    archived: bool = False
    pinned: Optional[bool] = False

    meta: dict = {}
    folder_id: Optional[str] = None


####################
# Forms
####################


class ChatForm(BaseModel):
    chat: dict


class ChatImportForm(ChatForm):
    meta: Optional[dict] = {}
    pinned: Optional[bool] = False
    folder_id: Optional[str] = None


class ChatTitleMessagesForm(BaseModel):
    title: str
    messages: list[dict]


class ChatTitleForm(BaseModel):
    title: str


class ChatResponse(BaseModel):
    id: str
    user_id: str
    title: str
    chat: dict
    updated_at: int  # timestamp in epoch
    created_at: int  # timestamp in epoch
    share_id: Optional[str] = None  # id of the chat to be shared
    archived: bool
    pinned: Optional[bool] = False
    meta: dict = {}
    folder_id: Optional[str] = None


class ChatTitleIdResponse(BaseModel):
    id: str
    title: str
    updated_at: int
    created_at: int


class ChatTable:
    def insert_new_chat(self, user_id: str, form_data: ChatForm) -> Optional[ChatModel]:
        with get_db() as db:
            id = str(uuid.uuid4())
            chat = ChatModel(
                **{
                    "id": id,
                    "user_id": user_id,
                    "title": (
                        form_data.chat["title"]
                        if "title" in form_data.chat
                        else "New Chat"
                    ),
                    "chat": form_data.chat,
                    "created_at": int(time.time()),
                    "updated_at": int(time.time()),
                }
            )

            result = Chat(**chat.model_dump())
            db.add(result)
            db.commit()
            db.refresh(result)
            return ChatModel.model_validate(result) if result else None

    def import_chat(
        self, user_id: str, form_data: ChatImportForm
    ) -> Optional[ChatModel]:
        with get_db() as db:
            id = str(uuid.uuid4())
            chat = ChatModel(
                **{
                    "id": id,
                    "user_id": user_id,
                    "title": (
                        form_data.chat["title"]
                        if "title" in form_data.chat
                        else "New Chat"
                    ),
                    "chat": form_data.chat,
                    "meta": form_data.meta,
                    "pinned": form_data.pinned,
                    "folder_id": form_data.folder_id,
                    "created_at": int(time.time()),
                    "updated_at": int(time.time()),
                }
            )

            result = Chat(**chat.model_dump())
            db.add(result)
            db.commit()
            db.refresh(result)
            return ChatModel.model_validate(result) if result else None

    def update_chat_by_id(self, id: str, chat: dict) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat_item = db.get(Chat, id)
                chat_item.chat = chat
                chat_item.title = chat["title"] if "title" in chat else "New Chat"
                chat_item.updated_at = int(time.time())
                db.commit()
                db.refresh(chat_item)

                return ChatModel.model_validate(chat_item)
        except Exception:
            return None

    def update_chat_title_by_id(self, id: str, title: str) -> Optional[ChatModel]:
        chat = self.get_chat_by_id(id)
        if chat is None:
            return None

        chat = chat.chat
        chat["title"] = title

        return self.update_chat_by_id(id, chat)

    def update_chat_tags_by_id(
        self, id: str, tags: list[str], user
    ) -> Optional[ChatModel]:
        chat = self.get_chat_by_id(id)
        if chat is None:
            return None

        self.delete_all_tags_by_id_and_user_id(id, user.id)

        for tag in chat.meta.get("tags", []):
            if self.count_chats_by_tag_name_and_user_id(tag, user.id) == 0:
                Tags.delete_tag_by_name_and_user_id(tag, user.id)

        for tag_name in tags:
            if tag_name.lower() == "none":
                continue

            self.add_chat_tag_by_id_and_user_id_and_tag_name(id, user.id, tag_name)
        return self.get_chat_by_id(id)

    def get_chat_title_by_id(self, id: str) -> Optional[str]:
        chat = self.get_chat_by_id(id)
        if chat is None:
            return None

        return chat.chat.get("title", "New Chat")

    def get_messages_by_chat_id(self, id: str) -> Optional[dict]:
        chat = self.get_chat_by_id(id)
        if chat is None:
            return None

        return chat.chat.get("history", {}).get("messages", {}) or {}

    def upsert_message_to_chat_by_id_and_message_id(
        self, id: str, message_id: str, message: dict
    ) -> Optional[ChatModel]:
        chat = self.get_chat_by_id(id)
        if chat is None:
            return None

        chat = chat.chat
        history = chat.get("history", {})

        if message_id in history.get("messages", {}):
            history["messages"][message_id] = {
                **history["messages"][message_id],
                **message,
            }
        else:
            history["messages"][message_id] = message

        history["currentId"] = message_id

        chat["history"] = history
        return self.update_chat_by_id(id, chat)

    def insert_shared_chat_by_chat_id(self, chat_id: str) -> Optional[ChatModel]:
        with get_db() as db:
            # Get the existing chat to share
            chat = db.get(Chat, chat_id)
            # Check if the chat is already shared
            if chat.share_id:
                return self.get_chat_by_id_and_user_id(chat.share_id, "shared")
            # Create a new chat with the same data, but with a new ID
            shared_chat = ChatModel(
                **{
                    "id": str(uuid.uuid4()),
                    "user_id": f"shared-{chat_id}",
                    "title": chat.title,
                    "chat": chat.chat,
                    "created_at": chat.created_at,
                    "updated_at": int(time.time()),
                }
            )
            shared_result = Chat(**shared_chat.model_dump())
            db.add(shared_result)
            db.commit()
            db.refresh(shared_result)

            # Update the original chat with the share_id
            result = (
                db.query(Chat)
                .filter_by(id=chat_id)
                .update({"share_id": shared_chat.id})
            )
            db.commit()
            return shared_chat if (shared_result and result) else None

    def update_shared_chat_by_chat_id(self, chat_id: str) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat = db.get(Chat, chat_id)
                shared_chat = (
                    db.query(Chat).filter_by(user_id=f"shared-{chat_id}").first()
                )

                if shared_chat is None:
                    return self.insert_shared_chat_by_chat_id(chat_id)

                shared_chat.title = chat.title
                shared_chat.chat = chat.chat

                shared_chat.updated_at = int(time.time())
                db.commit()
                db.refresh(shared_chat)

                return ChatModel.model_validate(shared_chat)
        except Exception:
            return None

    def delete_shared_chat_by_chat_id(self, chat_id: str) -> bool:
        try:
            with get_db() as db:
                db.query(Chat).filter_by(user_id=f"shared-{chat_id}").delete()
                db.commit()

                return True
        except Exception:
            return False

    def update_chat_share_id_by_id(
        self, id: str, share_id: Optional[str]
    ) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat = db.get(Chat, id)
                chat.share_id = share_id
                db.commit()
                db.refresh(chat)
                return ChatModel.model_validate(chat)
        except Exception:
            return None

    def toggle_chat_pinned_by_id(self, id: str) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat = db.get(Chat, id)
                chat.pinned = not chat.pinned
                chat.updated_at = int(time.time())
                db.commit()
                db.refresh(chat)
                return ChatModel.model_validate(chat)
        except Exception:
            return None

    def toggle_chat_archive_by_id(self, id: str) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat = db.get(Chat, id)
                chat.archived = not chat.archived
                chat.updated_at = int(time.time())
                db.commit()
                db.refresh(chat)
                return ChatModel.model_validate(chat)
        except Exception:
            return None

    def archive_all_chats_by_user_id(self, user_id: str) -> bool:
        try:
            with get_db() as db:
                db.query(Chat).filter_by(user_id=user_id).update({"archived": True})
                db.commit()
                return True
        except Exception:
            return False

    def get_archived_chat_list_by_user_id(
        self, user_id: str, skip: int = 0, limit: int = 50
    ) -> list[ChatModel]:
        with get_db() as db:
            all_chats = (
                db.query(Chat)
                .filter_by(user_id=user_id, archived=True)
                .order_by(Chat.updated_at.desc())
                # .limit(limit).offset(skip)
                .all()
            )
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_chat_list_by_user_id(
        self,
        user_id: str,
        include_archived: bool = False,
        skip: int = 0,
        limit: int = 50,
    ) -> list[ChatModel]:
        with get_db() as db:
            query = db.query(Chat).filter_by(user_id=user_id).filter_by(folder_id=None)
            if not include_archived:
                query = query.filter_by(archived=False)

            query = query.order_by(Chat.updated_at.desc())

            if skip:
                query = query.offset(skip)
            if limit:
                query = query.limit(limit)

            all_chats = query.all()
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_chat_title_id_list_by_user_id(
        self,
        user_id: str,
        include_archived: bool = False,
        skip: Optional[int] = None,
        limit: Optional[int] = None,
    ) -> list[ChatTitleIdResponse]:
        with get_db() as db:
            query = db.query(Chat).filter_by(user_id=user_id).filter_by(folder_id=None)
            query = query.filter(or_(Chat.pinned == False, Chat.pinned == None))

            if not include_archived:
                query = query.filter_by(archived=False)

            query = query.order_by(Chat.updated_at.desc()).with_entities(
                Chat.id, Chat.title, Chat.updated_at, Chat.created_at
            )

            if skip:
                query = query.offset(skip)
            if limit:
                query = query.limit(limit)

            all_chats = query.all()

            # result has to be destrctured from sqlalchemy `row` and mapped to a dict since the `ChatModel`is not the returned dataclass.
            return [
                ChatTitleIdResponse.model_validate(
                    {
                        "id": chat[0],
                        "title": chat[1],
                        "updated_at": chat[2],
                        "created_at": chat[3],
                    }
                )
                for chat in all_chats
            ]

    def get_chat_list_by_chat_ids(
        self, chat_ids: list[str], skip: int = 0, limit: int = 50
    ) -> list[ChatModel]:
        with get_db() as db:
            all_chats = (
                db.query(Chat)
                .filter(Chat.id.in_(chat_ids))
                .filter_by(archived=False)
                .order_by(Chat.updated_at.desc())
                .all()
            )
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_chat_by_id(self, id: str) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat = db.get(Chat, id)
                return ChatModel.model_validate(chat)
        except Exception:
            return None

    def get_chat_by_share_id(self, id: str) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat = db.query(Chat).filter_by(share_id=id).first()

                if chat:
                    return self.get_chat_by_id(id)
                else:
                    return None
        except Exception:
            return None

    def get_chat_by_id_and_user_id(self, id: str, user_id: str) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat = db.query(Chat).filter_by(id=id, user_id=user_id).first()
                return ChatModel.model_validate(chat)
        except Exception:
            return None

    def get_chats(self, skip: int = 0, limit: int = 50) -> list[ChatModel]:
        with get_db() as db:
            all_chats = (
                db.query(Chat)
                # .limit(limit).offset(skip)
                .order_by(Chat.updated_at.desc())
            )
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_chats_by_user_id(self, user_id: str) -> list[ChatModel]:
        with get_db() as db:
            all_chats = (
                db.query(Chat)
                .filter_by(user_id=user_id)
                .order_by(Chat.updated_at.desc())
            )
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_pinned_chats_by_user_id(self, user_id: str) -> list[ChatModel]:
        with get_db() as db:
            all_chats = (
                db.query(Chat)
                .filter_by(user_id=user_id, pinned=True, archived=False)
                .order_by(Chat.updated_at.desc())
            )
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_archived_chats_by_user_id(self, user_id: str) -> list[ChatModel]:
        with get_db() as db:
            all_chats = (
                db.query(Chat)
                .filter_by(user_id=user_id, archived=True)
                .order_by(Chat.updated_at.desc())
            )
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_chats_by_user_id_and_search_text(
        self,
        user_id: str,
        search_text: str,
        include_archived: bool = False,
        skip: int = 0,
        limit: int = 60,
    ) -> list[ChatModel]:
        """
        Filters chats based on a search query using Python, allowing pagination using skip and limit.
        """
        search_text = search_text.lower().strip()

        if not search_text:
            return self.get_chat_list_by_user_id(user_id, include_archived, skip, limit)

        search_text_words = search_text.split(" ")

        # search_text might contain 'tag:tag_name' format so we need to extract the tag_name, split the search_text and remove the tags
        tag_ids = [
            word.replace("tag:", "").replace(" ", "_").lower()
            for word in search_text_words
            if word.startswith("tag:")
        ]

        search_text_words = [
            word for word in search_text_words if not word.startswith("tag:")
        ]

        search_text = " ".join(search_text_words)

        with get_db() as db:
            query = db.query(Chat).filter(Chat.user_id == user_id)

            if not include_archived:
                query = query.filter(Chat.archived == False)

            query = query.order_by(Chat.updated_at.desc())

            # Check if the database dialect is either 'sqlite' or 'postgresql'
            dialect_name = db.bind.dialect.name
            if dialect_name == "sqlite":
                # SQLite case: using JSON1 extension for JSON searching
                query = query.filter(
                    (
                        Chat.title.ilike(
                            f"%{search_text}%"
                        )  # Case-insensitive search in title
                        | text(
                            """
                            EXISTS (
                                SELECT 1 
                                FROM json_each(Chat.chat, '$.messages') AS message 
                                WHERE LOWER(message.value->>'content') LIKE '%' || :search_text || '%'
                            )
                            """
                        )
                    ).params(search_text=search_text)
                )

                # Check if there are any tags to filter, it should have all the tags
                if "none" in tag_ids:
                    query = query.filter(
                        text(
                            """
                            NOT EXISTS (
                                SELECT 1
                                FROM json_each(Chat.meta, '$.tags') AS tag
                            )
                            """
                        )
                    )
                elif tag_ids:
                    query = query.filter(
                        and_(
                            *[
                                text(
                                    f"""
                                    EXISTS (
                                        SELECT 1
                                        FROM json_each(Chat.meta, '$.tags') AS tag
                                        WHERE tag.value = :tag_id_{tag_idx}
                                    )
                                    """
                                ).params(**{f"tag_id_{tag_idx}": tag_id})
                                for tag_idx, tag_id in enumerate(tag_ids)
                            ]
                        )
                    )

            elif dialect_name == "postgresql":
                # PostgreSQL relies on proper JSON query for search
                query = query.filter(
                    (
                        Chat.title.ilike(
                            f"%{search_text}%"
                        )  # Case-insensitive search in title
                        | text(
                            """
                            EXISTS (
                                SELECT 1
                                FROM json_array_elements(Chat.chat->'messages') AS message
                                WHERE LOWER(message->>'content') LIKE '%' || :search_text || '%'
                            )
                            """
                        )
                    ).params(search_text=search_text)
                )

                # Check if there are any tags to filter, it should have all the tags
                if "none" in tag_ids:
                    query = query.filter(
                        text(
                            """
                            NOT EXISTS (
                                SELECT 1
                                FROM json_array_elements_text(Chat.meta->'tags') AS tag
                            )
                            """
                        )
                    )
                elif tag_ids:
                    query = query.filter(
                        and_(
                            *[
                                text(
                                    f"""
                                    EXISTS (
                                        SELECT 1
                                        FROM json_array_elements_text(Chat.meta->'tags') AS tag
                                        WHERE tag = :tag_id_{tag_idx}
                                    )
                                    """
                                ).params(**{f"tag_id_{tag_idx}": tag_id})
                                for tag_idx, tag_id in enumerate(tag_ids)
                            ]
                        )
                    )
            else:
                raise NotImplementedError(
                    f"Unsupported dialect: {db.bind.dialect.name}"
                )

            # Perform pagination at the SQL level
            all_chats = query.offset(skip).limit(limit).all()

            print(len(all_chats))

            # Validate and return chats
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_chats_by_folder_id_and_user_id(
        self, folder_id: str, user_id: str
    ) -> list[ChatModel]:
        with get_db() as db:
            query = db.query(Chat).filter_by(folder_id=folder_id, user_id=user_id)
            query = query.filter(or_(Chat.pinned == False, Chat.pinned == None))
            query = query.filter_by(archived=False)

            query = query.order_by(Chat.updated_at.desc())

            all_chats = query.all()
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def get_chats_by_folder_ids_and_user_id(
        self, folder_ids: list[str], user_id: str
    ) -> list[ChatModel]:
        with get_db() as db:
            query = db.query(Chat).filter(
                Chat.folder_id.in_(folder_ids), Chat.user_id == user_id
            )
            query = query.filter(or_(Chat.pinned == False, Chat.pinned == None))
            query = query.filter_by(archived=False)

            query = query.order_by(Chat.updated_at.desc())

            all_chats = query.all()
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def update_chat_folder_id_by_id_and_user_id(
        self, id: str, user_id: str, folder_id: str
    ) -> Optional[ChatModel]:
        try:
            with get_db() as db:
                chat = db.get(Chat, id)
                chat.folder_id = folder_id
                chat.updated_at = int(time.time())
                chat.pinned = False
                db.commit()
                db.refresh(chat)
                return ChatModel.model_validate(chat)
        except Exception:
            return None

    def get_chat_tags_by_id_and_user_id(self, id: str, user_id: str) -> list[TagModel]:
        with get_db() as db:
            chat = db.get(Chat, id)
            tags = chat.meta.get("tags", [])
            return [Tags.get_tag_by_name_and_user_id(tag, user_id) for tag in tags]

    def get_chat_list_by_user_id_and_tag_name(
        self, user_id: str, tag_name: str, skip: int = 0, limit: int = 50
    ) -> list[ChatModel]:
        with get_db() as db:
            query = db.query(Chat).filter_by(user_id=user_id)
            tag_id = tag_name.replace(" ", "_").lower()

            print(db.bind.dialect.name)
            if db.bind.dialect.name == "sqlite":
                # SQLite JSON1 querying for tags within the meta JSON field
                query = query.filter(
                    text(
                        f"EXISTS (SELECT 1 FROM json_each(Chat.meta, '$.tags') WHERE json_each.value = :tag_id)"
                    )
                ).params(tag_id=tag_id)
            elif db.bind.dialect.name == "postgresql":
                # PostgreSQL JSON query for tags within the meta JSON field (for `json` type)
                query = query.filter(
                    text(
                        "EXISTS (SELECT 1 FROM json_array_elements_text(Chat.meta->'tags') elem WHERE elem = :tag_id)"
                    )
                ).params(tag_id=tag_id)
            else:
                raise NotImplementedError(
                    f"Unsupported dialect: {db.bind.dialect.name}"
                )

            all_chats = query.all()
            print("all_chats", all_chats)
            return [ChatModel.model_validate(chat) for chat in all_chats]

    def add_chat_tag_by_id_and_user_id_and_tag_name(
        self, id: str, user_id: str, tag_name: str
    ) -> Optional[ChatModel]:
        tag = Tags.get_tag_by_name_and_user_id(tag_name, user_id)
        if tag is None:
            tag = Tags.insert_new_tag(tag_name, user_id)
        try:
            with get_db() as db:
                chat = db.get(Chat, id)

                tag_id = tag.id
                if tag_id not in chat.meta.get("tags", []):
                    chat.meta = {
                        **chat.meta,
                        "tags": list(set(chat.meta.get("tags", []) + [tag_id])),
                    }

                db.commit()
                db.refresh(chat)
                return ChatModel.model_validate(chat)
        except Exception:
            return None

    def count_chats_by_tag_name_and_user_id(self, tag_name: str, user_id: str) -> int:
        with get_db() as db:  # Assuming `get_db()` returns a session object
            query = db.query(Chat).filter_by(user_id=user_id, archived=False)

            # Normalize the tag_name for consistency
            tag_id = tag_name.replace(" ", "_").lower()

            if db.bind.dialect.name == "sqlite":
                # SQLite JSON1 support for querying the tags inside the `meta` JSON field
                query = query.filter(
                    text(
                        f"EXISTS (SELECT 1 FROM json_each(Chat.meta, '$.tags') WHERE json_each.value = :tag_id)"
                    )
                ).params(tag_id=tag_id)

            elif db.bind.dialect.name == "postgresql":
                # PostgreSQL JSONB support for querying the tags inside the `meta` JSON field
                query = query.filter(
                    text(
                        "EXISTS (SELECT 1 FROM json_array_elements_text(Chat.meta->'tags') elem WHERE elem = :tag_id)"
                    )
                ).params(tag_id=tag_id)

            else:
                raise NotImplementedError(
                    f"Unsupported dialect: {db.bind.dialect.name}"
                )

            # Get the count of matching records
            count = query.count()

            # Debugging output for inspection
            print(f"Count of chats for tag '{tag_name}':", count)

            return count

    def delete_tag_by_id_and_user_id_and_tag_name(
        self, id: str, user_id: str, tag_name: str
    ) -> bool:
        try:
            with get_db() as db:
                chat = db.get(Chat, id)
                tags = chat.meta.get("tags", [])
                tag_id = tag_name.replace(" ", "_").lower()

                tags = [tag for tag in tags if tag != tag_id]
                chat.meta = {
                    **chat.meta,
                    "tags": list(set(tags)),
                }
                db.commit()
                return True
        except Exception:
            return False

    def delete_all_tags_by_id_and_user_id(self, id: str, user_id: str) -> bool:
        try:
            with get_db() as db:
                chat = db.get(Chat, id)
                chat.meta = {
                    **chat.meta,
                    "tags": [],
                }
                db.commit()

                return True
        except Exception:
            return False

    def delete_chat_by_id(self, id: str) -> bool:
        try:
            with get_db() as db:
                db.query(Chat).filter_by(id=id).delete()
                db.commit()

                return True and self.delete_shared_chat_by_chat_id(id)
        except Exception:
            return False

    def delete_chat_by_id_and_user_id(self, id: str, user_id: str) -> bool:
        try:
            with get_db() as db:
                db.query(Chat).filter_by(id=id, user_id=user_id).delete()
                db.commit()

                return True and self.delete_shared_chat_by_chat_id(id)
        except Exception:
            return False

    def delete_chats_by_user_id(self, user_id: str) -> bool:
        try:
            with get_db() as db:
                self.delete_shared_chats_by_user_id(user_id)

                db.query(Chat).filter_by(user_id=user_id).delete()
                db.commit()

                return True
        except Exception:
            return False

    def delete_chats_by_user_id_and_folder_id(
        self, user_id: str, folder_id: str
    ) -> bool:
        try:
            with get_db() as db:
                db.query(Chat).filter_by(user_id=user_id, folder_id=folder_id).delete()
                db.commit()

                return True
        except Exception:
            return False

    def delete_shared_chats_by_user_id(self, user_id: str) -> bool:
        try:
            with get_db() as db:
                chats_by_user = db.query(Chat).filter_by(user_id=user_id).all()
                shared_chat_ids = [f"shared-{chat.id}" for chat in chats_by_user]

                db.query(Chat).filter(Chat.user_id.in_(shared_chat_ids)).delete()
                db.commit()

                return True
        except Exception:
            return False


Chats = ChatTable()