File size: 35,036 Bytes
8ede856
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
import asyncio
import copy
import os
import traceback
from collections.abc import Callable
from typing import Protocol, runtime_checkable

from astrbot.core import astrbot_config, logger, sp
from astrbot.core.astrbot_config_mgr import AstrBotConfigManager
from astrbot.core.db import BaseDatabase
from astrbot.core.utils.error_redaction import safe_error

from ..persona_mgr import PersonaManager
from .entities import ProviderType
from .provider import (
    EmbeddingProvider,
    Provider,
    Providers,
    RerankProvider,
    STTProvider,
    TTSProvider,
)
from .register import llm_tools, provider_cls_map


@runtime_checkable
class HasInitialize(Protocol):
    async def initialize(self) -> None: ...


class ProviderManager:
    def __init__(
        self,
        acm: AstrBotConfigManager,
        db_helper: BaseDatabase,
        persona_mgr: PersonaManager,
    ) -> None:
        self.reload_lock = asyncio.Lock()
        self.resource_lock = asyncio.Lock()
        self.persona_mgr = persona_mgr
        self.acm = acm
        config = acm.confs["default"]
        self.providers_config: list = config["provider"]
        self.provider_sources_config: list = config.get("provider_sources", [])
        self.provider_settings: dict = config["provider_settings"]
        self.provider_stt_settings: dict = config.get("provider_stt_settings", {})
        self.provider_tts_settings: dict = config.get("provider_tts_settings", {})

        # 人格相关属性,v4.0.0 版本后被废弃,推荐使用 PersonaManager
        self.default_persona_name = persona_mgr.default_persona

        self.provider_insts: list[Provider] = []
        """加载的 Provider 的实例"""
        self.stt_provider_insts: list[STTProvider] = []
        """加载的 Speech To Text Provider 的实例"""
        self.tts_provider_insts: list[TTSProvider] = []
        """加载的 Text To Speech Provider 的实例"""
        self.embedding_provider_insts: list[EmbeddingProvider] = []
        """加载的 Embedding Provider 的实例"""
        self.rerank_provider_insts: list[RerankProvider] = []
        """加载的 Rerank Provider 的实例"""
        self.inst_map: dict[
            str,
            Providers,
        ] = {}
        """Provider 实例映射. key: provider_id, value: Provider 实例"""
        self.llm_tools = llm_tools

        self.curr_provider_inst: Provider | None = None
        """默认的 Provider 实例。已弃用,请使用 get_using_provider() 方法获取当前使用的 Provider 实例。"""
        self.curr_stt_provider_inst: STTProvider | None = None
        """默认的 Speech To Text Provider 实例。已弃用,请使用 get_using_provider() 方法获取当前使用的 Provider 实例。"""
        self.curr_tts_provider_inst: TTSProvider | None = None
        """默认的 Text To Speech Provider 实例。已弃用,请使用 get_using_provider() 方法获取当前使用的 Provider 实例。"""
        self.db_helper = db_helper
        self._provider_change_callback: (
            Callable[[str, ProviderType, str | None], None] | None
        ) = None
        self._provider_change_hooks: list[
            Callable[[str, ProviderType, str | None], None]
        ] = []
        self._mcp_init_task: asyncio.Task | None = None

    def set_provider_change_callback(
        self,
        cb: Callable[[str, ProviderType, str | None], None] | None,
    ) -> None:
        # Backward-compatible single-callback setter.
        # This callback coexists with register_provider_change_hook subscriptions.
        self._provider_change_callback = cb

    def register_provider_change_hook(
        self,
        hook: Callable[[str, ProviderType, str | None], None],
    ) -> None:
        if hook not in self._provider_change_hooks:
            self._provider_change_hooks.append(hook)

    def _notify_provider_changed(
        self,
        provider_id: str,
        provider_type: ProviderType,
        umo: str | None,
    ) -> None:
        if self._provider_change_callback is not None:
            try:
                self._provider_change_callback(provider_id, provider_type, umo)
            except Exception as e:
                logger.warning(
                    "调用 provider 变更回调失败: provider_id=%s, type=%s, err=%s",
                    provider_id,
                    provider_type,
                    safe_error("", e),
                )
        for hook in list(self._provider_change_hooks):
            if hook is self._provider_change_callback:
                continue
            try:
                hook(provider_id, provider_type, umo)
            except Exception as e:
                logger.warning(
                    "调用 provider 变更钩子失败: provider_id=%s, type=%s, err=%s",
                    provider_id,
                    provider_type,
                    safe_error("", e),
                )

    @property
    def persona_configs(self) -> list:
        """动态获取最新的 persona 配置"""
        return self.persona_mgr.persona_v3_config

    @property
    def personas(self) -> list:
        """动态获取最新的 personas 列表"""
        return self.persona_mgr.personas_v3

    @property
    def selected_default_persona(self):
        """动态获取最新的默认选中 persona。已弃用,请使用 context.persona_mgr.get_default_persona_v3()"""
        return self.persona_mgr.selected_default_persona_v3

    async def set_provider(
        self,
        provider_id: str,
        provider_type: ProviderType,
        umo: str | None = None,
    ) -> None:
        """设置提供商。

        Args:
            provider_id (str): 提供商 ID。
            provider_type (ProviderType): 提供商类型。
            umo (str, optional): 用户会话 ID,用于提供商会话隔离。

        Version 4.0.0: 这个版本下已经默认隔离提供商

        """
        if provider_id not in self.inst_map:
            raise ValueError(f"提供商 {provider_id} 不存在,无法设置。")
        if umo:
            await sp.session_put(
                umo,
                f"provider_perf_{provider_type.value}",
                provider_id,
            )
            self._notify_provider_changed(provider_id, provider_type, umo)
            return
        # 不启用提供商会话隔离模式的情况

        prov = self.inst_map[provider_id]
        if provider_type == ProviderType.TEXT_TO_SPEECH and isinstance(
            prov,
            TTSProvider,
        ):
            self.curr_tts_provider_inst = prov
            await sp.put_async(
                key="curr_provider_tts",
                value=provider_id,
                scope="global",
                scope_id="global",
            )
            self._notify_provider_changed(provider_id, provider_type, umo)
        elif provider_type == ProviderType.SPEECH_TO_TEXT and isinstance(
            prov,
            STTProvider,
        ):
            self.curr_stt_provider_inst = prov
            await sp.put_async(
                key="curr_provider_stt",
                value=provider_id,
                scope="global",
                scope_id="global",
            )
            self._notify_provider_changed(provider_id, provider_type, umo)
        elif provider_type == ProviderType.CHAT_COMPLETION and isinstance(
            prov,
            Provider,
        ):
            self.curr_provider_inst = prov
            await sp.put_async(
                key="curr_provider",
                value=provider_id,
                scope="global",
                scope_id="global",
            )
            self._notify_provider_changed(provider_id, provider_type, umo)

    async def get_provider_by_id(self, provider_id: str) -> Providers | None:
        """根据提供商 ID 获取提供商实例"""
        return self.inst_map.get(provider_id)

    def get_using_provider(
        self, provider_type: ProviderType, umo=None
    ) -> Providers | None:
        """获取正在使用的提供商实例。

        Args:
            provider_type (ProviderType): 提供商类型。
            umo (str, optional): 用户会话 ID,用于提供商会话隔离。

        Returns:
            Provider: 正在使用的提供商实例。

        """
        provider = None
        provider_id = None
        if umo:
            provider_id = sp.get(
                f"provider_perf_{provider_type.value}",
                None,
                scope="umo",
                scope_id=umo,
            )
            if provider_id:
                provider = self.inst_map.get(provider_id)
        if not provider:
            # default setting
            config = self.acm.get_conf(umo)
            if provider_type == ProviderType.CHAT_COMPLETION:
                provider_id = config["provider_settings"].get("default_provider_id")
                provider = self.inst_map.get(provider_id)
                if not provider:
                    provider = self.provider_insts[0] if self.provider_insts else None
            elif provider_type == ProviderType.SPEECH_TO_TEXT:
                provider_id = config["provider_stt_settings"].get("provider_id")
                if not provider_id:
                    return None
                provider = self.inst_map.get(provider_id)
                if not provider:
                    provider = (
                        self.stt_provider_insts[0] if self.stt_provider_insts else None
                    )
            elif provider_type == ProviderType.TEXT_TO_SPEECH:
                provider_id = config["provider_tts_settings"].get("provider_id")
                if not provider_id:
                    return None
                provider = self.inst_map.get(provider_id)
                if not provider:
                    provider = (
                        self.tts_provider_insts[0] if self.tts_provider_insts else None
                    )
            else:
                raise ValueError(f"Unknown provider type: {provider_type}")

        if not provider and provider_id:
            logger.warning(
                f"没有找到 ID 为 {provider_id} 的提供商,这可能是由于您修改了提供商(模型)ID 导致的。"
            )

        return provider

    async def initialize(self) -> None:
        # 逐个初始化提供商
        for provider_config in self.providers_config:
            try:
                await self.load_provider(provider_config)
            except Exception as e:
                logger.error(traceback.format_exc())
                logger.error(e)

        selected_provider_id = await sp.get_async(
            key="curr_provider",
            default=self.provider_settings.get("default_provider_id"),
            scope="global",
            scope_id="global",
        )
        selected_stt_provider_id = await sp.get_async(
            key="curr_provider_stt",
            default=self.provider_stt_settings.get("provider_id"),
            scope="global",
            scope_id="global",
        )
        selected_tts_provider_id = await sp.get_async(
            key="curr_provider_tts",
            default=self.provider_tts_settings.get("provider_id"),
            scope="global",
            scope_id="global",
        )

        temp_provider = (
            self.inst_map.get(selected_provider_id)
            if isinstance(selected_provider_id, str)
            else None
        )
        self.curr_provider_inst = (
            temp_provider if isinstance(temp_provider, Provider) else None
        )
        if not self.curr_provider_inst and self.provider_insts:
            self.curr_provider_inst = self.provider_insts[0]

        temp_stt = (
            self.inst_map.get(selected_stt_provider_id)
            if isinstance(selected_stt_provider_id, str)
            else None
        )
        self.curr_stt_provider_inst = (
            temp_stt if isinstance(temp_stt, STTProvider) else None
        )
        if not self.curr_stt_provider_inst and self.stt_provider_insts:
            self.curr_stt_provider_inst = self.stt_provider_insts[0]

        temp_tts = (
            self.inst_map.get(selected_tts_provider_id)
            if isinstance(selected_tts_provider_id, str)
            else None
        )
        self.curr_tts_provider_inst = (
            temp_tts if isinstance(temp_tts, TTSProvider) else None
        )
        if not self.curr_tts_provider_inst and self.tts_provider_insts:
            self.curr_tts_provider_inst = self.tts_provider_insts[0]

        async def _init_mcp_clients_bg() -> None:
            try:
                await self.llm_tools.init_mcp_clients()
            except Exception:
                logger.error("MCP init background task failed", exc_info=True)

        if self._mcp_init_task is None or self._mcp_init_task.done():
            self._mcp_init_task = asyncio.create_task(
                _init_mcp_clients_bg(),
                name="provider-manager:mcp-init",
            )

    def dynamic_import_provider(self, type: str) -> None:
        """动态导入提供商适配器模块

        Args:
            type (str): 提供商请求类型。

        Raises:
            ImportError: 如果提供商类型未知或无法导入对应模块,则抛出异常。
        """
        match type:
            case "openai_chat_completion":
                from .sources.openai_source import (
                    ProviderOpenAIOfficial as ProviderOpenAIOfficial,
                )
            case "zhipu_chat_completion":
                from .sources.zhipu_source import ProviderZhipu as ProviderZhipu
            case "groq_chat_completion":
                from .sources.groq_source import ProviderGroq as ProviderGroq
            case "xai_chat_completion":
                from .sources.xai_source import ProviderXAI as ProviderXAI
            case "aihubmix_chat_completion":
                from .sources.oai_aihubmix_source import (
                    ProviderAIHubMix as ProviderAIHubMix,
                )
            case "openrouter_chat_completion":
                from .sources.openrouter_source import (
                    ProviderOpenRouter as ProviderOpenRouter,
                )
            case "anthropic_chat_completion":
                from .sources.anthropic_source import (
                    ProviderAnthropic as ProviderAnthropic,
                )
            case "googlegenai_chat_completion":
                from .sources.gemini_source import (
                    ProviderGoogleGenAI as ProviderGoogleGenAI,
                )
            case "sensevoice_stt_selfhost":
                from .sources.sensevoice_selfhosted_source import (
                    ProviderSenseVoiceSTTSelfHost as ProviderSenseVoiceSTTSelfHost,
                )
            case "openai_whisper_api":
                from .sources.whisper_api_source import (
                    ProviderOpenAIWhisperAPI as ProviderOpenAIWhisperAPI,
                )
            case "openai_whisper_selfhost":
                from .sources.whisper_selfhosted_source import (
                    ProviderOpenAIWhisperSelfHost as ProviderOpenAIWhisperSelfHost,
                )
            case "xinference_stt":
                from .sources.xinference_stt_provider import (
                    ProviderXinferenceSTT as ProviderXinferenceSTT,
                )
            case "openai_tts_api":
                from .sources.openai_tts_api_source import (
                    ProviderOpenAITTSAPI as ProviderOpenAITTSAPI,
                )
            case "genie_tts":
                from .sources.genie_tts import (
                    GenieTTSProvider as GenieTTSProvider,
                )
            case "edge_tts":
                from .sources.edge_tts_source import (
                    ProviderEdgeTTS as ProviderEdgeTTS,
                )
            case "gsv_tts_selfhost":
                from .sources.gsv_selfhosted_source import (
                    ProviderGSVTTS as ProviderGSVTTS,
                )
            case "gsvi_tts_api":
                from .sources.gsvi_tts_source import (
                    ProviderGSVITTS as ProviderGSVITTS,
                )
            case "fishaudio_tts_api":
                from .sources.fishaudio_tts_api_source import (
                    ProviderFishAudioTTSAPI as ProviderFishAudioTTSAPI,
                )
            case "dashscope_tts":
                from .sources.dashscope_tts import (
                    ProviderDashscopeTTSAPI as ProviderDashscopeTTSAPI,
                )
            case "azure_tts":
                from .sources.azure_tts_source import (
                    AzureTTSProvider as AzureTTSProvider,
                )
            case "minimax_tts_api":
                from .sources.minimax_tts_api_source import (
                    ProviderMiniMaxTTSAPI as ProviderMiniMaxTTSAPI,
                )
            case "volcengine_tts":
                from .sources.volcengine_tts import (
                    ProviderVolcengineTTS as ProviderVolcengineTTS,
                )
            case "gemini_tts":
                from .sources.gemini_tts_source import (
                    ProviderGeminiTTSAPI as ProviderGeminiTTSAPI,
                )
            case "openai_embedding":
                from .sources.openai_embedding_source import (
                    OpenAIEmbeddingProvider as OpenAIEmbeddingProvider,
                )
            case "gemini_embedding":
                from .sources.gemini_embedding_source import (
                    GeminiEmbeddingProvider as GeminiEmbeddingProvider,
                )
            case "vllm_rerank":
                from .sources.vllm_rerank_source import (
                    VLLMRerankProvider as VLLMRerankProvider,
                )
            case "xinference_rerank":
                from .sources.xinference_rerank_source import (
                    XinferenceRerankProvider as XinferenceRerankProvider,
                )
            case "bailian_rerank":
                from .sources.bailian_rerank_source import (
                    BailianRerankProvider as BailianRerankProvider,
                )

    def get_merged_provider_config(self, provider_config: dict) -> dict:
        """获取 provider 配置和 provider_source 配置合并后的结果

        Returns:
            dict: 合并后的 provider 配置,key 为 provider id,value 为合并后的配置字典
        """
        pc = copy.deepcopy(provider_config)
        provider_source_id = pc.get("provider_source_id", "")
        if provider_source_id:
            provider_source = None
            for ps in self.provider_sources_config:
                if ps.get("id") == provider_source_id:
                    provider_source = ps
                    break

            if provider_source:
                # 合并配置,provider 的配置优先级更高
                merged_config = {**provider_source, **pc}
                # 保持 id 为 provider 的 id,而不是 source 的 id
                merged_config["id"] = pc["id"]
                pc = merged_config
        return pc

    def _resolve_env_key_list(self, provider_config: dict) -> dict:
        keys = provider_config.get("key", [])
        if not isinstance(keys, list):
            return provider_config
        resolved_keys = []
        for idx, key in enumerate(keys):
            if isinstance(key, str) and key.startswith("$"):
                env_key = key[1:]
                if env_key.startswith("{") and env_key.endswith("}"):
                    env_key = env_key[1:-1]
                if env_key:
                    env_val = os.getenv(env_key)
                    if env_val is None:
                        provider_id = provider_config.get("id")
                        logger.warning(
                            f"Provider {provider_id} 配置项 key[{idx}] 使用环境变量 {env_key} 但未设置。",
                        )
                        resolved_keys.append("")
                    else:
                        resolved_keys.append(env_val)
                else:
                    resolved_keys.append(key)
            else:
                resolved_keys.append(key)
        provider_config["key"] = resolved_keys
        return provider_config

    async def load_provider(self, provider_config: dict) -> None:
        # 如果 provider_source_id 存在且不为空,则从 provider_sources 中找到对应的配置并合并
        provider_config = self.get_merged_provider_config(provider_config)

        if provider_config.get("provider_type", "") == "chat_completion":
            provider_config = self._resolve_env_key_list(provider_config)

        if not provider_config["enable"]:
            logger.info(f"Provider {provider_config['id']} is disabled, skipping")
            return
        if provider_config.get("provider_type", "") == "agent_runner":
            return

        logger.info(
            f"载入 {provider_config['type']}({provider_config['id']}) 服务提供商 ...",
        )

        # 动态导入
        try:
            self.dynamic_import_provider(provider_config["type"])
        except (ImportError, ModuleNotFoundError) as e:
            logger.critical(
                f"加载 {provider_config['type']}({provider_config['id']}) 提供商适配器失败:{e}。可能是因为有未安装的依赖。",
                exc_info=True,
            )
            return
        except Exception as e:
            logger.critical(
                f"加载 {provider_config['type']}({provider_config['id']}) 提供商适配器失败:{e}。未知原因",
                exc_info=True,
            )
            return

        if provider_config["type"] not in provider_cls_map:
            logger.error(
                f"未找到适用于 {provider_config['type']}({provider_config['id']}) 的提供商适配器,请检查是否已经安装或者名称填写错误。已跳过。",
                exc_info=True,
            )
            return

        provider_metadata = provider_cls_map[provider_config["type"]]
        try:
            # 按任务实例化提供商
            cls_type = provider_metadata.cls_type
            if not cls_type:
                logger.error(f"无法找到 {provider_metadata.type} 的类")
                return

            provider_metadata.id = provider_config["id"]

            match provider_metadata.provider_type:
                case ProviderType.SPEECH_TO_TEXT:
                    # STT 任务
                    if not issubclass(cls_type, STTProvider):
                        raise TypeError(
                            f"Provider class {cls_type} is not a subclass of STTProvider"
                        )
                    inst = cls_type(provider_config, self.provider_settings)

                    if isinstance(inst, HasInitialize):
                        await inst.initialize()

                    self.stt_provider_insts.append(inst)
                    if (
                        self.provider_stt_settings.get("provider_id")
                        == provider_config["id"]
                    ):
                        self.curr_stt_provider_inst = inst
                        logger.info(
                            f"已选择 {provider_config['type']}({provider_config['id']}) 作为当前语音转文本提供商适配器。",
                        )
                    if not self.curr_stt_provider_inst:
                        self.curr_stt_provider_inst = inst

                case ProviderType.TEXT_TO_SPEECH:
                    # TTS 任务
                    if not issubclass(cls_type, TTSProvider):
                        raise TypeError(
                            f"Provider class {cls_type} is not a subclass of TTSProvider"
                        )
                    inst = cls_type(provider_config, self.provider_settings)

                    if isinstance(inst, HasInitialize):
                        await inst.initialize()

                    self.tts_provider_insts.append(inst)
                    if (
                        self.provider_settings.get("provider_id")
                        == provider_config["id"]
                    ):
                        self.curr_tts_provider_inst = inst
                        logger.info(
                            f"已选择 {provider_config['type']}({provider_config['id']}) 作为当前文本转语音提供商适配器。",
                        )
                    if not self.curr_tts_provider_inst:
                        self.curr_tts_provider_inst = inst

                case ProviderType.CHAT_COMPLETION:
                    # 文本生成任务
                    if not issubclass(cls_type, Provider):
                        raise TypeError(
                            f"Provider class {cls_type} is not a subclass of Provider"
                        )
                    inst = cls_type(
                        provider_config,
                        self.provider_settings,
                    )

                    if isinstance(inst, HasInitialize):
                        await inst.initialize()

                    self.provider_insts.append(inst)
                    if (
                        self.provider_settings.get("default_provider_id")
                        == provider_config["id"]
                    ):
                        self.curr_provider_inst = inst
                        logger.info(
                            f"已选择 {provider_config['type']}({provider_config['id']}) 作为当前提供商适配器。",
                        )
                    if not self.curr_provider_inst:
                        self.curr_provider_inst = inst

                case ProviderType.EMBEDDING:
                    if not issubclass(cls_type, EmbeddingProvider):
                        raise TypeError(
                            f"Provider class {cls_type} is not a subclass of EmbeddingProvider"
                        )
                    inst = cls_type(provider_config, self.provider_settings)
                    if isinstance(inst, HasInitialize):
                        await inst.initialize()
                    self.embedding_provider_insts.append(inst)
                case ProviderType.RERANK:
                    if not issubclass(cls_type, RerankProvider):
                        raise TypeError(
                            f"Provider class {cls_type} is not a subclass of RerankProvider"
                        )
                    inst = cls_type(provider_config, self.provider_settings)
                    if isinstance(inst, HasInitialize):
                        await inst.initialize()
                    self.rerank_provider_insts.append(inst)
                case _:
                    # 未知供应商抛出异常,确保inst初始化
                    # Should be unreachable
                    raise Exception(
                        f"未知的提供商类型:{provider_metadata.provider_type}"
                    )

            self.inst_map[provider_config["id"]] = inst
        except Exception as e:
            logger.error(
                f"实例化 {provider_config['type']}({provider_config['id']}) 提供商适配器失败:{e}",
            )
            raise Exception(
                f"实例化 {provider_config['type']}({provider_config['id']}) 提供商适配器失败:{e}",
            )

    async def reload(self, provider_config: dict) -> None:
        async with self.reload_lock:
            await self.terminate_provider(provider_config["id"])
            if provider_config["enable"]:
                await self.load_provider(provider_config)

            # 和配置文件保持同步
            self.providers_config = astrbot_config["provider"]
            self.provider_sources_config = astrbot_config.get("provider_sources", [])
            config_ids = [provider["id"] for provider in self.providers_config]
            logger.info(f"providers in user's config: {config_ids}")
            for key in list(self.inst_map.keys()):
                if key not in config_ids:
                    await self.terminate_provider(key)

            if len(self.provider_insts) == 0:
                self.curr_provider_inst = None
            elif self.curr_provider_inst is None and len(self.provider_insts) > 0:
                self.curr_provider_inst = self.provider_insts[0]
                logger.info(
                    f"自动选择 {self.curr_provider_inst.meta().id} 作为当前提供商适配器。",
                )

            if len(self.stt_provider_insts) == 0:
                self.curr_stt_provider_inst = None
            elif (
                self.curr_stt_provider_inst is None and len(self.stt_provider_insts) > 0
            ):
                self.curr_stt_provider_inst = self.stt_provider_insts[0]
                logger.info(
                    f"自动选择 {self.curr_stt_provider_inst.meta().id} 作为当前语音转文本提供商适配器。",
                )

            if len(self.tts_provider_insts) == 0:
                self.curr_tts_provider_inst = None
            elif (
                self.curr_tts_provider_inst is None and len(self.tts_provider_insts) > 0
            ):
                self.curr_tts_provider_inst = self.tts_provider_insts[0]
                logger.info(
                    f"自动选择 {self.curr_tts_provider_inst.meta().id} 作为当前文本转语音提供商适配器。",
                )

    def get_insts(self):
        return self.provider_insts

    async def terminate_provider(self, provider_id: str) -> None:
        if provider_id in self.inst_map:
            logger.info(
                f"终止 {provider_id} 提供商适配器({len(self.provider_insts)}, {len(self.stt_provider_insts)}, {len(self.tts_provider_insts)}) ...",
            )

            if self.inst_map[provider_id] in self.provider_insts:
                prov_inst = self.inst_map[provider_id]
                if isinstance(prov_inst, Provider):
                    self.provider_insts.remove(prov_inst)
            if self.inst_map[provider_id] in self.stt_provider_insts:
                prov_inst = self.inst_map[provider_id]
                if isinstance(prov_inst, STTProvider):
                    self.stt_provider_insts.remove(prov_inst)
            if self.inst_map[provider_id] in self.tts_provider_insts:
                prov_inst = self.inst_map[provider_id]
                if isinstance(prov_inst, TTSProvider):
                    self.tts_provider_insts.remove(prov_inst)

            if self.inst_map[provider_id] == self.curr_provider_inst:
                self.curr_provider_inst = None
            if self.inst_map[provider_id] == self.curr_stt_provider_inst:
                self.curr_stt_provider_inst = None
            if self.inst_map[provider_id] == self.curr_tts_provider_inst:
                self.curr_tts_provider_inst = None

            if getattr(self.inst_map[provider_id], "terminate", None):
                await self.inst_map[provider_id].terminate()  # type: ignore

            logger.info(
                f"{provider_id} 提供商适配器已终止({len(self.provider_insts)}, {len(self.stt_provider_insts)}, {len(self.tts_provider_insts)})",
            )
            del self.inst_map[provider_id]

    async def delete_provider(
        self, provider_id: str | None = None, provider_source_id: str | None = None
    ) -> None:
        """Delete provider and/or provider source from config and terminate the instances. Config will be saved after deletion."""
        async with self.resource_lock:
            # delete from config
            target_prov_ids = []
            if provider_id:
                target_prov_ids.append(provider_id)
            else:
                for prov in self.providers_config:
                    if prov.get("provider_source_id") == provider_source_id:
                        target_prov_ids.append(prov.get("id"))
            config = self.acm.default_conf
            for tpid in target_prov_ids:
                await self.terminate_provider(tpid)
                config["provider"] = [
                    prov for prov in config["provider"] if prov.get("id") != tpid
                ]
            config.save_config()
            logger.info(f"Provider {target_prov_ids} 已从配置中删除。")

    async def update_provider(self, origin_provider_id: str, new_config: dict) -> None:
        """Update provider config and reload the instance. Config will be saved after update."""
        async with self.resource_lock:
            npid = new_config.get("id", None)
            if not npid:
                raise ValueError("New provider config must have an 'id' field")
            config = self.acm.default_conf
            for provider in config["provider"]:
                if (
                    provider.get("id", None) == npid
                    and provider.get("id", None) != origin_provider_id
                ):
                    raise ValueError(f"Provider ID {npid} already exists")
            # update config
            for idx, provider in enumerate(config["provider"]):
                if provider.get("id", None) == origin_provider_id:
                    config["provider"][idx] = new_config
                    break
            else:
                raise ValueError(f"Provider ID {origin_provider_id} not found")
            config.save_config()
            # reload instance
            await self.reload(new_config)

    async def create_provider(self, new_config: dict) -> None:
        """Add new provider config and load the instance. Config will be saved after addition."""
        async with self.resource_lock:
            npid = new_config.get("id", None)
            if not npid:
                raise ValueError("New provider config must have an 'id' field")
            config = self.acm.default_conf
            for provider in config["provider"]:
                if provider.get("id", None) == npid:
                    raise ValueError(f"Provider ID {npid} already exists")
            # add to config
            config["provider"].append(new_config)
            config.save_config()
            # load instance
            await self.load_provider(new_config)

    async def terminate(self) -> None:
        if self._mcp_init_task and not self._mcp_init_task.done():
            self._mcp_init_task.cancel()
            try:
                await self._mcp_init_task
            except asyncio.CancelledError:
                pass

        for provider_inst in self.provider_insts:
            if hasattr(provider_inst, "terminate"):
                await provider_inst.terminate()  # type: ignore
        try:
            await self.llm_tools.disable_mcp_server()
        except Exception:
            logger.error("Error while disabling MCP servers", exc_info=True)