File size: 22,946 Bytes
c5ed230
 
 
b0f5083
 
d94ccbe
fb5542c
c5ed230
 
 
14e19a5
 
c5ed230
 
 
 
 
 
 
b5830b6
 
c5ed230
d94ccbe
 
 
 
 
c5ed230
d94ccbe
14e19a5
c5ed230
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
bc81db4
b5830b6
d94ccbe
dc13618
 
 
 
bc81db4
 
c5ed230
 
 
 
 
 
 
 
 
 
 
 
 
14e19a5
c5ed230
87ec8e7
 
14e19a5
87ec8e7
14e19a5
 
 
 
 
 
 
 
 
 
 
c5ed230
b0f5083
c5ed230
 
b0f5083
 
 
c5ed230
 
b0f5083
c5ed230
 
 
b0f5083
c5ed230
 
 
b0f5083
c5ed230
 
5854014
b0f5083
14e19a5
b0f5083
c5ed230
 
5854014
c5ed230
 
 
b5830b6
 
 
 
c5ed230
 
b5830b6
 
 
 
 
 
 
 
 
ea294dc
b5830b6
14e19a5
b5830b6
 
 
 
 
 
14e19a5
b5830b6
b0f5083
14e19a5
 
b0f5083
14e19a5
 
 
b5830b6
c5ed230
 
 
 
 
 
 
 
 
 
 
 
 
b5830b6
c5ed230
b0f5083
c5ed230
 
b0f5083
 
c5ed230
 
 
 
 
b0f5083
c5ed230
 
 
b0f5083
c5ed230
 
 
b5830b6
 
 
 
 
 
c5ed230
 
14e19a5
c5ed230
b0f5083
14e19a5
b5830b6
b0f5083
14e19a5
 
 
b5830b6
 
 
 
 
 
 
 
c5ed230
 
 
 
 
 
 
14e19a5
c5ed230
87ec8e7
 
14e19a5
87ec8e7
14e19a5
 
 
 
 
 
 
 
 
 
 
 
c5ed230
b0f5083
c5ed230
 
b0f5083
c5ed230
b0f5083
c5ed230
 
b0f5083
c5ed230
 
 
b0f5083
c5ed230
 
 
b0f5083
c5ed230
 
5854014
b0f5083
14e19a5
b0f5083
c5ed230
 
5854014
c5ed230
 
 
b5830b6
 
 
 
c5ed230
 
b5830b6
 
 
 
 
 
 
 
 
 
ea294dc
c5ed230
14e19a5
c5ed230
b0f5083
14e19a5
b5830b6
b0f5083
14e19a5
 
 
b5830b6
 
 
 
 
 
 
 
c5ed230
 
 
 
 
 
 
 
 
 
 
 
b5830b6
c5ed230
 
 
 
b5830b6
c5ed230
 
 
 
b5830b6
 
 
 
c5ed230
 
14e19a5
c5ed230
14e19a5
 
b5830b6
 
14e19a5
 
 
b5830b6
 
 
 
 
 
 
 
c5ed230
 
 
 
14e19a5
c5ed230
87ec8e7
 
14e19a5
87ec8e7
14e19a5
 
 
c5ed230
 
 
 
 
d94ccbe
c5ed230
 
 
b5830b6
b0f5083
b5830b6
14e19a5
 
b5830b6
 
14e19a5
 
c5ed230
d94ccbe
c5ed230
 
 
dc13618
c5ed230
 
 
 
b5830b6
c5ed230
 
 
 
 
 
 
 
14e19a5
b5830b6
14e19a5
 
b5830b6
 
 
 
14e19a5
c5ed230
 
dc13618
 
 
 
 
14e19a5
dc13618
 
 
14e19a5
dc13618
14e19a5
 
 
 
 
 
 
 
 
 
 
dc13618
b0f5083
dc13618
 
14e19a5
b0f5083
 
dc13618
 
b0f5083
dc13618
 
 
b0f5083
dc13618
 
 
b0f5083
dc13618
 
 
b0f5083
14e19a5
b0f5083
dc13618
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14e19a5
dc13618
b0f5083
14e19a5
 
b0f5083
14e19a5
 
 
dc13618
 
 
c5ed230
 
 
 
14e19a5
c5ed230
87ec8e7
 
14e19a5
87ec8e7
14e19a5
 
b0f5083
14e19a5
c5ed230
 
 
 
b0f5083
 
c5ed230
 
b0f5083
 
c5ed230
 
 
 
 
 
 
 
b0f5083
 
c5ed230
 
b0f5083
 
c5ed230
 
 
 
 
 
 
 
 
 
 
 
b5830b6
 
c5ed230
 
 
 
 
 
 
 
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
import os
import time
import uuid

from contants import ModelType
from logger import logger
from flask import Flask, request, send_file, jsonify, make_response, render_template
from werkzeug.utils import secure_filename
from flask_apscheduler import APScheduler
from functools import wraps
from utils.data_utils import save_audio, clean_folder, check_is_none
from utils.load_model import load_model
from io import BytesIO

app = Flask(__name__)
app.config.from_pyfile("config.py")

scheduler = APScheduler()
scheduler.init_app(app)
if app.config.get("CLEAN_INTERVAL_SECONDS", 3600) > 0:
    scheduler.start()

for path in (app.config['LOGS_PATH'], app.config['UPLOAD_FOLDER'], app.config['CACHE_PATH']):
    try:
        os.makedirs(path, exist_ok=True)
    except Exception as e:
        logger.error(f"Unable to create directory {path}: {str(e)}")

# load model
tts = load_model(app.config["MODEL_LIST"])


def require_api_key(func):
    @wraps(func)
    def check_api_key(*args, **kwargs):
        if not app.config.get('API_KEY_ENABLED', False):
            return func(*args, **kwargs)
        else:
            api_key = request.args.get('api_key') or request.headers.get('X-API-KEY')
            if api_key and api_key == app.config['API_KEY']:
                return func(*args, **kwargs)
            else:
                return make_response(jsonify({"status": "error", "message": "Invalid API Key"}), 401)

    return check_api_key


@app.route('/', methods=["GET", "POST"])
def index():
    kwargs = {
        "speakers": tts.voice_speakers,
        "speakers_count": tts.speakers_count,
        "vits_speakers_count": tts.vits_speakers_count,
        "w2v2_speakers_count": tts.w2v2_speakers_count,
        "w2v2_emotion_count": tts.w2v2_emotion_count,
        "bert_vits2_speakers_count": tts.bert_vits2_speakers_count
    }
    return render_template("index.html", **kwargs)


@app.route('/voice/speakers', methods=["GET", "POST"])
def voice_speakers_api():
    return jsonify(tts.voice_speakers)


@app.route('/voice', methods=["GET", "POST"])
@app.route('/voice/vits', methods=["GET", "POST"])
@require_api_key
def voice_vits_api():
    try:
        if request.method == "GET":
            request_data = request.args
        elif request.method == "POST":
            content_type = request.headers.get('Content-Type')
            if content_type == 'application/json':
                request_data = request.get_json()
            else:
                request_data = request.form

        text = request_data.get("text", "")
        id = int(request_data.get("id", app.config.get("ID", 0)))
        format = request_data.get("format", app.config.get("FORMAT", "wav"))
        lang = request_data.get("lang", app.config.get("LANG", "auto")).lower()
        length = float(request_data.get("length", app.config.get("LENGTH", 1)))
        noise = float(request_data.get("noise", app.config.get("NOISE", 0.667)))
        noisew = float(request_data.get("noisew", app.config.get("NOISEW", 0.8)))
        max = int(request_data.get("max", app.config.get("MAX", 50)))
        use_streaming = request_data.get('streaming', False, type=bool)
    except Exception as e:
        logger.error(f"[{ModelType.VITS.value}] {e}")
        return make_response("parameter error", 400)

    logger.info(
        f"[{ModelType.VITS.value}] id:{id} format:{format} lang:{lang} length:{length} noise:{noise} noisew:{noisew}")
    logger.info(f"[{ModelType.VITS.value}] len:{len(text)} text:{text}")

    if check_is_none(text):
        logger.info(f"[{ModelType.VITS.value}] text is empty")
        return make_response(jsonify({"status": "error", "message": "text is empty"}), 400)

    if check_is_none(id):
        logger.info(f"[{ModelType.VITS.value}] speaker id is empty")
        return make_response(jsonify({"status": "error", "message": "speaker id is empty"}), 400)

    if id < 0 or id >= tts.vits_speakers_count:
        logger.info(f"[{ModelType.VITS.value}] speaker id {id} does not exist")
        return make_response(jsonify({"status": "error", "message": f"id {id} does not exist"}), 400)

    # 校验模型是否支持输入的语言
    speaker_lang = tts.voice_speakers[ModelType.VITS.value][id].get('lang')
    if lang not in ["auto", "mix"] and len(speaker_lang) != 1 and lang not in speaker_lang:
        logger.info(f"[{ModelType.VITS.value}] lang \"{lang}\" is not in {speaker_lang}")
        return make_response(jsonify({"status": "error", "message": f"lang '{lang}' is not in {speaker_lang}"}), 400)

    # 如果配置文件中设置了LANGUAGE_AUTOMATIC_DETECT则强制将speaker_lang设置为LANGUAGE_AUTOMATIC_DETECT
    if app.config.get("LANGUAGE_AUTOMATIC_DETECT", []) != []:
        speaker_lang = app.config.get("LANGUAGE_AUTOMATIC_DETECT")

    if use_streaming and format.upper() != "MP3":
        format = "mp3"
        logger.warning("Streaming response only supports MP3 format.")

    fname = f"{str(uuid.uuid1())}.{format}"
    file_type = f"audio/{format}"
    task = {"text": text,
            "id": id,
            "format": format,
            "length": length,
            "noise": noise,
            "noisew": noisew,
            "max": max,
            "lang": lang,
            "speaker_lang": speaker_lang}

    if use_streaming:
        audio = tts.stream_vits_infer(task)
        response = make_response(audio)
        response.headers['Content-Disposition'] = f'attachment; filename={fname}'
        response.headers['Content-Type'] = file_type
        return response
    else:
        t1 = time.time()
        audio = tts.vits_infer(task)
        t2 = time.time()
        logger.info(f"[{ModelType.VITS.value}] finish in {(t2 - t1):.2f}s")

        if app.config.get("SAVE_AUDIO", False):
            logger.debug(f"[{ModelType.VITS.value}] {fname}")
            path = os.path.join(app.config.get('CACHE_PATH'), fname)
            save_audio(audio.getvalue(), path)

        return send_file(path_or_file=audio, mimetype=file_type, download_name=fname)


@app.route('/voice/hubert-vits', methods=["POST"])
@require_api_key
def voice_hubert_api():
    if request.method == "POST":
        try:
            voice = request.files['upload']
            id = int(request.form.get("id"))
            format = request.form.get("format", app.config.get("LANG", "auto"))
            length = float(request.form.get("length", app.config.get("LENGTH", 1)))
            noise = float(request.form.get("noise", app.config.get("NOISE", 0.667)))
            noisew = float(request.form.get("noisew", app.config.get("NOISEW", 0.8)))
            use_streaming = request.form.get('streaming', False, type=bool)
        except Exception as e:
            logger.error(f"[{ModelType.HUBERT_VITS.value}] {e}")
            return make_response("parameter error", 400)

    logger.info(
        f"[{ModelType.HUBERT_VITS.value}] id:{id} format:{format} length:{length} noise:{noise} noisew:{noisew}")

    fname = secure_filename(str(uuid.uuid1()) + "." + voice.filename.split(".")[1])
    voice.save(os.path.join(app.config['UPLOAD_FOLDER'], fname))

    if check_is_none(id):
        logger.info(f"[{ModelType.HUBERT_VITS.value}] speaker id is empty")
        return make_response(jsonify({"status": "error", "message": "speaker id is empty"}), 400)

    if id < 0 or id >= tts.hubert_speakers_count:
        logger.info(f"[{ModelType.HUBERT_VITS.value}] speaker id {id} does not exist")
        return make_response(jsonify({"status": "error", "message": f"id {id} does not exist"}), 400)

    file_type = f"audio/{format}"
    task = {"id": id,
            "format": format,
            "length": length,
            "noise": noise,
            "noisew": noisew,
            "audio_path": os.path.join(app.config['UPLOAD_FOLDER'], fname)}

    t1 = time.time()
    audio = tts.hubert_vits_infer(task)
    t2 = time.time()
    logger.info(f"[{ModelType.HUBERT_VITS.value}] finish in {(t2 - t1):.2f}s")

    if app.config.get("SAVE_AUDIO", False):
        logger.debug(f"[{ModelType.HUBERT_VITS.value}] {fname}")
        path = os.path.join(app.config.get('CACHE_PATH'), fname)
        save_audio(audio.getvalue(), path)

    if use_streaming:
        audio = tts.generate_audio_chunks(audio)
        response = make_response(audio)
        response.headers['Content-Disposition'] = f'attachment; filename={fname}'
        response.headers['Content-Type'] = file_type
        return response
    else:
        return send_file(path_or_file=audio, mimetype=file_type, download_name=fname)


@app.route('/voice/w2v2-vits', methods=["GET", "POST"])
@require_api_key
def voice_w2v2_api():
    try:
        if request.method == "GET":
            request_data = request.args
        elif request.method == "POST":
            content_type = request.headers.get('Content-Type')
            if content_type == 'application/json':
                request_data = request.get_json()
            else:
                request_data = request.form

        text = request_data.get("text", "")
        id = int(request_data.get("id", app.config.get("ID", 0)))
        format = request_data.get("format", app.config.get("FORMAT", "wav"))
        lang = request_data.get("lang", app.config.get("LANG", "auto")).lower()
        length = float(request_data.get("length", app.config.get("LENGTH", 1)))
        noise = float(request_data.get("noise", app.config.get("NOISE", 0.667)))
        noisew = float(request_data.get("noisew", app.config.get("NOISEW", 0.8)))
        max = int(request_data.get("max", app.config.get("MAX", 50)))
        emotion = int(request_data.get("emotion", app.config.get("EMOTION", 0)))
        use_streaming = request_data.get('streaming', False, type=bool)
    except Exception as e:
        logger.error(f"[{ModelType.W2V2_VITS.value}] {e}")
        return make_response(f"parameter error", 400)

    logger.info(f"[{ModelType.W2V2_VITS.value}] id:{id} format:{format} lang:{lang} "
                f"length:{length} noise:{noise} noisew:{noisew} emotion:{emotion}")
    logger.info(f"[{ModelType.W2V2_VITS.value}] len:{len(text)} text:{text}")

    if check_is_none(text):
        logger.info(f"[{ModelType.W2V2_VITS.value}] text is empty")
        return make_response(jsonify({"status": "error", "message": "text is empty"}), 400)

    if check_is_none(id):
        logger.info(f"[{ModelType.W2V2_VITS.value}] speaker id is empty")
        return make_response(jsonify({"status": "error", "message": "speaker id is empty"}), 400)

    if id < 0 or id >= tts.w2v2_speakers_count:
        logger.info(f"[{ModelType.W2V2_VITS.value}] speaker id {id} does not exist")
        return make_response(jsonify({"status": "error", "message": f"id {id} does not exist"}), 400)

    # 校验模型是否支持输入的语言
    speaker_lang = tts.voice_speakers[ModelType.W2V2_VITS.value][id].get('lang')
    if lang not in ["auto", "mix"] and len(speaker_lang) != 1 and lang not in speaker_lang:
        logger.info(f"[{ModelType.W2V2_VITS.value}] lang \"{lang}\" is not in {speaker_lang}")
        return make_response(jsonify({"status": "error", "message": f"lang '{lang}' is not in {speaker_lang}"}), 400)

    # 如果配置文件中设置了LANGUAGE_AUTOMATIC_DETECT则强制将speaker_lang设置为LANGUAGE_AUTOMATIC_DETECT
    if app.config.get("LANGUAGE_AUTOMATIC_DETECT", []) != []:
        speaker_lang = app.config.get("LANGUAGE_AUTOMATIC_DETECT")

    if use_streaming and format.upper() != "MP3":
        format = "mp3"
        logger.warning("Streaming response only supports MP3 format.")

    fname = f"{str(uuid.uuid1())}.{format}"
    file_type = f"audio/{format}"
    task = {"text": text,
            "id": id,
            "format": format,
            "length": length,
            "noise": noise,
            "noisew": noisew,
            "max": max,
            "lang": lang,
            "emotion": emotion,
            "speaker_lang": speaker_lang}

    t1 = time.time()
    audio = tts.w2v2_vits_infer(task)
    t2 = time.time()
    logger.info(f"[{ModelType.W2V2_VITS.value}] finish in {(t2 - t1):.2f}s")

    if app.config.get("SAVE_AUDIO", False):
        logger.debug(f"[{ModelType.W2V2_VITS.value}] {fname}")
        path = os.path.join(app.config.get('CACHE_PATH'), fname)
        save_audio(audio.getvalue(), path)

    if use_streaming:
        audio = tts.generate_audio_chunks(audio)
        response = make_response(audio)
        response.headers['Content-Disposition'] = f'attachment; filename={fname}'
        response.headers['Content-Type'] = file_type
        return response
    else:
        return send_file(path_or_file=audio, mimetype=file_type, download_name=fname)


@app.route('/voice/conversion', methods=["POST"])
@app.route('/voice/vits/conversion', methods=["POST"])
@require_api_key
def vits_voice_conversion_api():
    if request.method == "POST":
        try:
            voice = request.files['upload']
            original_id = int(request.form["original_id"])
            target_id = int(request.form["target_id"])
            format = request.form.get("format", voice.filename.split(".")[1])
            use_streaming = request.form.get('streaming', False, type=bool)
        except Exception as e:
            logger.error(f"[vits_voice_convertsion] {e}")
            return make_response("parameter error", 400)

        logger.info(f"[vits_voice_convertsion] orginal_id:{original_id} target_id:{target_id}")
        fname = secure_filename(str(uuid.uuid1()) + "." + voice.filename.split(".")[1])
        audio_path = os.path.join(app.config['UPLOAD_FOLDER'], fname)
        voice.save(audio_path)
        file_type = f"audio/{format}"
        task = {"audio_path": audio_path,
                "original_id": original_id,
                "target_id": target_id,
                "format": format}

        t1 = time.time()
        audio = tts.vits_voice_conversion(task)
        t2 = time.time()
        logger.info(f"[Voice conversion] finish in {(t2 - t1):.2f}s")

        if app.config.get("SAVE_AUDIO", False):
            logger.debug(f"[Voice conversion] {fname}")
            path = os.path.join(app.config.get('CACHE_PATH'), fname)
            save_audio(audio.getvalue(), path)

        if use_streaming:
            audio = tts.generate_audio_chunks(audio)
            response = make_response(audio)
            response.headers['Content-Disposition'] = f'attachment; filename={fname}'
            response.headers['Content-Type'] = file_type
            return response
        else:
            return send_file(path_or_file=audio, mimetype=file_type, download_name=fname)


@app.route('/voice/ssml', methods=["POST"])
@require_api_key
def ssml_api():
    try:
        content_type = request.headers.get('Content-Type')
        if content_type == 'application/json':
            request_data = request.get_json()
        else:
            request_data = request.form

        ssml = request_data.get("ssml")
    except Exception as e:
        logger.info(f"[ssml] {e}")
        return make_response(jsonify({"status": "error", "message": f"parameter error"}), 400)

    logger.debug(ssml)
    voice_tasks, format = tts.parse_ssml(ssml)
    fname = f"{str(uuid.uuid1())}.{format}"
    file_type = f"audio/{format}"

    t1 = time.time()
    audio = tts.process_ssml_infer_task(voice_tasks, format)
    t2 = time.time()
    logger.info(f"[ssml] finish in {(t2 - t1):.2f}s")

    if app.config.get("SAVE_AUDIO", False):
        logger.debug(f"[ssml] {fname}")
        path = os.path.join(app.config.get('CACHE_PATH'), fname)
        save_audio(audio.getvalue(), path)

    return send_file(path_or_file=audio, mimetype=file_type, download_name=fname)


@app.route('/voice/dimension-emotion', methods=["POST"])
@require_api_key
def dimensional_emotion():
    if request.method == "POST":
        try:
            audio = request.files['upload']
            use_streaming = request.form.get('streaming', False, type=bool)
        except Exception as e:
            logger.error(f"[dimensional_emotion] {e}")
            return make_response("parameter error", 400)

    content = BytesIO(audio.read())

    file_type = "application/octet-stream; charset=ascii"
    fname = os.path.splitext(audio.filename)[0] + ".npy"
    emotion_npy = tts.get_dimensional_emotion_npy(content)
    if use_streaming:
        emotion_npy = tts.generate_audio_chunks(emotion_npy)
        response = make_response(emotion_npy)
        response.headers['Content-Disposition'] = f'attachment; filename={fname}'
        response.headers['Content-Type'] = file_type
        return response
    else:
        return send_file(path_or_file=emotion_npy, mimetype=file_type, download_name=fname)


@app.route('/voice/bert-vits2', methods=["GET", "POST"])
@require_api_key
def voice_bert_vits2_api():
    try:
        if request.method == "GET":
            request_data = request.args
        elif request.method == "POST":
            content_type = request.headers.get('Content-Type')
            if content_type == 'application/json':
                request_data = request.get_json()
            else:
                request_data = request.form

        text = request_data.get("text", "")
        id = int(request_data.get("id", app.config.get("ID", 0)))
        format = request_data.get("format", app.config.get("FORMAT", "wav"))
        lang = request_data.get("lang", "auto").lower()
        length = float(request_data.get("length", app.config.get("LENGTH", 1)))
        noise = float(request_data.get("noise", app.config.get("NOISE", 0.667)))
        noisew = float(request_data.get("noisew", app.config.get("NOISEW", 0.8)))
        sdp_ratio = float(request_data.get("sdp_ratio", app.config.get("SDP_RATIO", 0.2)))
        max = int(request_data.get("max", app.config.get("MAX", 50)))
    except Exception as e:
        logger.error(f"[{ModelType.BERT_VITS2.value}] {e}")
        return make_response("parameter error", 400)

    logger.info(
        f"[{ModelType.BERT_VITS2.value}] id:{id} format:{format} lang:{lang} length:{length} noise:{noise} noisew:{noisew} sdp_ratio:{sdp_ratio}")
    logger.info(f"[{ModelType.BERT_VITS2.value}] len:{len(text)} text:{text}")

    if check_is_none(text):
        logger.info(f"[{ModelType.BERT_VITS2.value}] text is empty")
        return make_response(jsonify({"status": "error", "message": "text is empty"}), 400)

    if check_is_none(id):
        logger.info(f"[{ModelType.BERT_VITS2.value}] speaker id is empty")
        return make_response(jsonify({"status": "error", "message": "speaker id is empty"}), 400)

    if id < 0 or id >= tts.bert_vits2_speakers_count:
        logger.info(f"[{ModelType.BERT_VITS2.value}] speaker id {id} does not exist")
        return make_response(jsonify({"status": "error", "message": f"id {id} does not exist"}), 400)

    # 校验模型是否支持输入的语言
    speaker_lang = tts.voice_speakers[ModelType.BERT_VITS2.value][id].get('lang')
    if lang not in ["auto", "mix"] and len(speaker_lang) != 1 and lang not in speaker_lang:
        logger.info(f"[{ModelType.BERT_VITS2.value}] lang \"{lang}\" is not in {speaker_lang}")
        return make_response(jsonify({"status": "error", "message": f"lang '{lang}' is not in {speaker_lang}"}), 400)

    # 如果配置文件中设置了LANGUAGE_AUTOMATIC_DETECT则强制将speaker_lang设置为LANGUAGE_AUTOMATIC_DETECT
    if app.config.get("LANGUAGE_AUTOMATIC_DETECT", []) != []:
        speaker_lang = app.config.get("LANGUAGE_AUTOMATIC_DETECT")

    fname = f"{str(uuid.uuid1())}.{format}"
    file_type = f"audio/{format}"
    task = {"text": text,
            "id": id,
            "format": format,
            "length": length,
            "noise": noise,
            "noisew": noisew,
            "sdp_ratio": sdp_ratio,
            "max": max,
            "lang": lang,
            "speaker_lang": speaker_lang}

    t1 = time.time()
    audio = tts.bert_vits2_infer(task)
    t2 = time.time()
    logger.info(f"[{ModelType.BERT_VITS2.value}] finish in {(t2 - t1):.2f}s")

    if app.config.get("SAVE_AUDIO", False):
        logger.debug(f"[{ModelType.BERT_VITS2.value}] {fname}")
        path = os.path.join(app.config.get('CACHE_PATH'), fname)
        save_audio(audio.getvalue(), path)

    return send_file(path_or_file=audio, mimetype=file_type, download_name=fname)


@app.route('/voice/check', methods=["GET", "POST"])
def check():
    try:
        if request.method == "GET":
            request_data = request.args
        elif request.method == "POST":
            content_type = request.headers.get('Content-Type')
            if content_type == 'application/json':
                request_data = request.get_json()
            else:
                request_data = request.form

        model_type_str = request_data.get("model_type", request_data.get("model")).upper()
        id = int(request_data.get("id"))
    except Exception as e:
        logger.info(f"[check] {e}")
        return make_response(jsonify({"status": "error", "message": "parameter error"}), 400)

    if check_is_none(model_type_str):
        logger.info(f"[check] model {model_type_str} is empty")
        return make_response(jsonify({"status": "error", "message": "model is empty"}), 400)

    if model_type_str not in ModelType._value2member_map_:
        res = make_response(jsonify({"status": "error", "message": f"model {model_type_str} does not exist"}))
        res.status = 404
        logger.info(f"[check] speaker id {id} error")
        return res

    if check_is_none(id):
        logger.info(f"[check] speaker id is empty")
        return make_response(jsonify({"status": "error", "message": "speaker id is empty"}), 400)

    model_type = ModelType(model_type_str)
    speaker_list = tts.voice_speakers[model_type.value]

    if len(speaker_list) == 0:
        logger.info(f"[check] {model_type_str} not loaded")
        return make_response(jsonify({"status": "error", "message": f"{model_type_str} not loaded"}), 400)

    if id < 0 or id >= len(speaker_list):
        logger.info(f"[check] speaker id {id} does not exist")
        return make_response(jsonify({"status": "error", "message": f"id {id} does not exist"}), 400)
    name = str(speaker_list[id]["name"])
    lang = speaker_list[id]["lang"]
    logger.info(f"[check] check id:{id} name:{name} lang:{lang}")

    return make_response(jsonify({"status": "success", "id": id, "name": name, "lang": lang}), 200)


# regular cleaning
@scheduler.task('interval', id='clean_task', seconds=app.config.get("CLEAN_INTERVAL_SECONDS", 3600),
                misfire_grace_time=900)
def clean_task():
    clean_folder(app.config["UPLOAD_FOLDER"])
    clean_folder(app.config["CACHE_PATH"])


if __name__ == '__main__':
    app.run(host='0.0.0.0', port=app.config.get("PORT", 23456), debug=app.config.get("DEBUG", False))  # 对外开放
    # app.run(host='127.0.0.1', port=app.config.get("PORT",23456), debug=True)  # 本地运行、调试