test_streaming_demo.py
20 KB
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
# AIfeng/2025-07-07 17:11:09
# 流式语音识别演示应用测试
# 测试StreamingRecognitionDemo类的核心功能和集成能力
import sys
import os
import json
import pytest
import tempfile
from unittest.mock import Mock, patch, MagicMock
from typing import Dict, Any
# 添加项目根目录到路径
sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
from streaming_demo import StreamingRecognitionDemo
from streaming.optimization.optimization_manager import OptimizationMode
class TestStreamingRecognitionDemo:
"""流式语音识别演示应用测试类"""
def setup_method(self):
"""测试前置设置"""
self.test_config = {
"streaming_vad": {
"sample_rate": 16000,
"chunk_size": 1024,
"volume_threshold": 0.03,
"silence_duration": 1.0,
"min_speech_duration": 0.3,
"max_speech_duration": 15.0,
"partial_result_interval": 2.0
},
"streaming_recognition": {
"confidence_threshold": 0.6,
"max_session_duration": 30.0,
"result_merge_window": 1.0
},
"streaming_recorder": {
"audio": {
"rate": 16000,
"chunk": 1024,
"channels": 1
}
}
}
def test_demo_initialization_with_valid_config(self):
"""测试使用有效配置初始化演示应用"""
# 创建临时配置文件
with tempfile.NamedTemporaryFile(mode='w', suffix='.json', delete=False) as f:
json.dump(self.test_config, f)
config_path = f.name
try:
demo = StreamingRecognitionDemo(config_path)
# 验证初始化状态
assert demo.config == self.test_config
assert demo.recorder is None
assert demo.asr_client is None
assert demo.is_running is False
assert demo.selected_device_index is None
assert demo.session_results == {}
assert demo.current_optimization_mode == OptimizationMode.BALANCED
# 验证统计信息初始化
expected_stats = {
'sessions_created': 0,
'partial_results': 0,
'final_results': 0,
'total_speech_duration': 0.0,
'start_time': None,
'optimization_metrics': {}
}
assert demo.stats == expected_stats
finally:
os.unlink(config_path)
def test_demo_initialization_with_missing_config(self):
"""测试配置文件不存在时的初始化"""
demo = StreamingRecognitionDemo("non_existent_config.json")
# 应该使用默认配置
assert demo.config is not None
assert "streaming_vad" in demo.config
assert "streaming_recognition" in demo.config
assert "streaming_recorder" in demo.config
# 验证默认配置的关键参数
vad_config = demo.config["streaming_vad"]
assert vad_config["sample_rate"] == 16000
assert vad_config["volume_threshold"] == 0.03
def test_demo_initialization_with_invalid_json(self):
"""测试无效JSON配置文件的处理"""
# 创建无效JSON文件
with tempfile.NamedTemporaryFile(mode='w', suffix='.json', delete=False) as f:
f.write("invalid json content {")
config_path = f.name
try:
demo = StreamingRecognitionDemo(config_path)
# 应该回退到默认配置
assert demo.config is not None
assert "streaming_vad" in demo.config
finally:
os.unlink(config_path)
@patch('streaming_demo.FunASRSync')
def test_setup_asr_client_success(self, mock_funasr):
"""测试ASR客户端设置成功"""
mock_asr_instance = Mock()
mock_funasr.return_value = mock_asr_instance
demo = StreamingRecognitionDemo()
result = demo._setup_asr_client()
assert result is True
assert demo.asr_client == mock_asr_instance
mock_funasr.assert_called_once_with(username="streaming_demo")
@patch('streaming_demo.FunASRSync')
def test_setup_asr_client_failure(self, mock_funasr):
"""测试ASR客户端设置失败"""
mock_funasr.side_effect = Exception("ASR initialization failed")
demo = StreamingRecognitionDemo()
result = demo._setup_asr_client()
assert result is False
assert demo.asr_client is None
@patch('streaming_demo.StreamingRecorder')
def test_setup_recorder_success(self, mock_recorder_class):
"""测试录音器设置成功"""
mock_recorder = Mock()
mock_recorder_class.return_value = mock_recorder
demo = StreamingRecognitionDemo()
result = demo._setup_recorder()
assert result is True
assert demo.recorder == mock_recorder
# 验证录音器初始化参数
mock_recorder_class.assert_called_once()
call_kwargs = mock_recorder_class.call_args[1]
assert call_kwargs['chunk'] == 1024
assert call_kwargs['rate'] == 16000
assert call_kwargs['channels'] == 1
assert call_kwargs['username'] == "streaming_demo"
# 验证回调函数设置
assert mock_recorder.on_partial_result == demo._on_partial_result
assert mock_recorder.on_final_result == demo._on_final_result
assert mock_recorder.on_session_complete == demo._on_session_complete
assert mock_recorder.on_status_update == demo._on_status_update
@patch('streaming_demo.StreamingRecorder')
def test_setup_recorder_failure(self, mock_recorder_class):
"""测试录音器设置失败"""
mock_recorder_class.side_effect = Exception("Recorder initialization failed")
demo = StreamingRecognitionDemo()
result = demo._setup_recorder()
assert result is False
assert demo.recorder is None
def test_partial_result_callback(self):
"""测试部分识别结果回调"""
demo = StreamingRecognitionDemo()
session_id = "test_session_001"
text = "测试文本"
confidence = 0.85
# 调用回调函数
demo._on_partial_result(session_id, text, confidence)
# 验证统计更新
assert demo.stats['partial_results'] == 1
# 验证会话结果记录
assert session_id in demo.session_results
session_data = demo.session_results[session_id]
assert 'partial_results' in session_data
assert 'final_result' in session_data
assert 'start_time' in session_data
# 验证部分结果记录
partial_results = session_data['partial_results']
assert len(partial_results) == 1
assert partial_results[0]['text'] == text
assert partial_results[0]['confidence'] == confidence
assert 'timestamp' in partial_results[0]
def test_final_result_callback(self):
"""测试最终识别结果回调"""
demo = StreamingRecognitionDemo()
session_id = "test_session_002"
text = "最终测试文本"
confidence = 0.92
# 先创建会话(模拟部分结果)
demo._on_partial_result(session_id, "部分文本", 0.8)
# 调用最终结果回调
demo._on_final_result(session_id, text, confidence)
# 验证统计更新
assert demo.stats['final_results'] == 1
# 验证最终结果记录
session_data = demo.session_results[session_id]
final_result = session_data['final_result']
assert final_result['text'] == text
assert final_result['confidence'] == confidence
assert 'timestamp' in final_result
def test_session_complete_callback(self):
"""测试会话完成回调"""
demo = StreamingRecognitionDemo()
session_id = "test_session_003"
final_text = "完整的会话文本"
# 先创建会话
demo._on_partial_result(session_id, "部分文本", 0.8)
# 等待一小段时间确保时间差
import time
time.sleep(0.01)
# 调用会话完成回调
demo._on_session_complete(session_id, final_text)
# 验证语音时长统计更新
assert demo.stats['total_speech_duration'] > 0
def test_status_update_callback_vad_status(self):
"""测试VAD状态更新回调"""
demo = StreamingRecognitionDemo()
status = {
'type': 'vad_status',
'is_speaking': True,
'volume': 0.05
}
# 调用状态更新回调(不应该抛出异常)
demo._on_status_update(status)
# 验证_last_vad_update属性被设置
assert hasattr(demo, '_last_vad_update')
def test_status_update_callback_optimization_metrics(self):
"""测试优化指标状态更新回调"""
demo = StreamingRecognitionDemo()
session_id = "test_session_004"
metrics = {
'total_latency_ms': 150.5,
'accuracy_score': 0.88
}
status = {
'type': 'optimization_metrics',
'session_id': session_id,
'metrics': metrics
}
# 调用状态更新回调
demo._on_status_update(status)
# 验证优化指标记录
assert session_id in demo.stats['optimization_metrics']
assert demo.stats['optimization_metrics'][session_id] == metrics
def test_status_update_callback_optimization_error(self):
"""测试优化错误状态更新回调"""
demo = StreamingRecognitionDemo()
status = {
'type': 'optimization_error',
'session_id': 'test_session_005',
'error_type': 'processing_timeout',
'message': 'Processing timeout occurred'
}
# 调用状态更新回调(不应该抛出异常)
demo._on_status_update(status)
def test_status_update_callback_mode_changed(self):
"""测试优化模式变更状态更新回调"""
demo = StreamingRecognitionDemo()
status = {
'type': 'optimization_mode_changed',
'mode': 'PERFORMANCE'
}
# 调用状态更新回调(不应该抛出异常)
demo._on_status_update(status)
@patch('streaming_demo.StreamingRecorder')
def test_list_audio_devices(self, mock_recorder_class):
"""测试音频设备列表功能"""
# 模拟设备列表
mock_devices = [
{'index': 0, 'name': 'Default Device', 'channels': 2, 'sample_rate': 44100},
{'index': 1, 'name': 'USB Microphone', 'channels': 1, 'sample_rate': 16000}
]
mock_recorder = Mock()
mock_recorder.list_audio_devices.return_value = mock_devices
mock_recorder_class.return_value = mock_recorder
demo = StreamingRecognitionDemo()
# 调用设备列表功能(不应该抛出异常)
demo._list_audio_devices()
# 验证临时录音器被创建和调用
mock_recorder_class.assert_called_once()
mock_recorder.list_audio_devices.assert_called_once()
@patch('streaming_demo.StreamingRecorder')
def test_list_audio_devices_failure(self, mock_recorder_class):
"""测试音频设备列表功能失败"""
mock_recorder_class.side_effect = Exception("Device enumeration failed")
demo = StreamingRecognitionDemo()
# 调用设备列表功能(不应该抛出异常)
demo._list_audio_devices()
def test_switch_optimization_mode(self):
"""测试优化模式切换功能"""
demo = StreamingRecognitionDemo()
# 验证初始模式
assert demo.current_optimization_mode == OptimizationMode.BALANCED
# 模拟用户输入(这里只测试模式设置逻辑)
new_mode = OptimizationMode.SPEED_FIRST
demo.current_optimization_mode = new_mode
assert demo.current_optimization_mode == OptimizationMode.SPEED_FIRST
@patch('streaming_demo.StreamingRecorder')
def test_switch_optimization_mode_with_recorder(self, mock_recorder_class):
"""测试有录音器时的优化模式切换"""
mock_recorder = Mock()
mock_optimization_manager = Mock()
mock_recorder.optimization_manager = mock_optimization_manager
mock_recorder_class.return_value = mock_recorder
demo = StreamingRecognitionDemo()
demo._setup_recorder()
# 切换模式
new_mode = OptimizationMode.ACCURACY_FIRST
demo.current_optimization_mode = new_mode
# 如果有录音器,应该调用优化管理器的设置方法
if hasattr(demo.recorder, 'optimization_manager'):
demo.recorder.optimization_manager.set_optimization_mode(new_mode)
mock_optimization_manager.set_optimization_mode.assert_called_once_with(new_mode)
def test_cleanup_without_components(self):
"""测试没有组件时的清理"""
demo = StreamingRecognitionDemo()
# 调用清理(不应该抛出异常)
demo._cleanup()
assert demo.is_running is False
def test_cleanup_with_components(self):
"""测试有组件时的清理"""
demo = StreamingRecognitionDemo()
# 模拟组件
mock_recorder = Mock()
mock_recorder.is_recording.return_value = True
demo.recorder = mock_recorder
mock_asr_client = Mock()
demo.asr_client = mock_asr_client
# 调用清理
demo._cleanup()
# 验证清理调用
mock_recorder.stop_recording.assert_called_once()
mock_asr_client.end.assert_called_once()
assert demo.is_running is False
def test_cleanup_with_asr_client_error(self):
"""测试ASR客户端清理时出错"""
demo = StreamingRecognitionDemo()
# 模拟ASR客户端清理出错
mock_asr_client = Mock()
mock_asr_client.end.side_effect = Exception("Cleanup error")
demo.asr_client = mock_asr_client
# 调用清理(不应该抛出异常)
demo._cleanup()
assert demo.is_running is False
def test_get_default_config(self):
"""测试默认配置获取"""
demo = StreamingRecognitionDemo()
default_config = demo._get_default_config()
# 验证默认配置结构
assert "streaming_vad" in default_config
assert "streaming_recognition" in default_config
assert "streaming_recorder" in default_config
# 验证关键配置项
vad_config = default_config["streaming_vad"]
assert vad_config["sample_rate"] == 16000
assert vad_config["chunk_size"] == 1024
assert vad_config["volume_threshold"] == 0.03
recognition_config = default_config["streaming_recognition"]
assert recognition_config["confidence_threshold"] == 0.6
assert recognition_config["max_session_duration"] == 30.0
audio_config = default_config["streaming_recorder"]["audio"]
assert audio_config["rate"] == 16000
assert audio_config["chunk"] == 1024
assert audio_config["channels"] == 1
class TestStreamingDemoIntegration:
"""流式语音识别演示应用集成测试"""
@patch('streaming_demo.FunASRSync')
@patch('streaming_demo.StreamingRecorder')
def test_demo_initialization_integration(self, mock_recorder_class, mock_funasr):
"""测试演示应用完整初始化流程"""
# 模拟成功的组件初始化
mock_asr_instance = Mock()
mock_funasr.return_value = mock_asr_instance
mock_recorder = Mock()
mock_recorder_class.return_value = mock_recorder
demo = StreamingRecognitionDemo()
# 测试ASR客户端设置
asr_result = demo._setup_asr_client()
assert asr_result is True
assert demo.asr_client == mock_asr_instance
# 测试录音器设置
recorder_result = demo._setup_recorder()
assert recorder_result is True
assert demo.recorder == mock_recorder
# 验证回调函数设置
assert mock_recorder.on_partial_result == demo._on_partial_result
assert mock_recorder.on_final_result == demo._on_final_result
assert mock_recorder.on_session_complete == demo._on_session_complete
assert mock_recorder.on_status_update == demo._on_status_update
def test_demo_callback_workflow(self):
"""测试演示应用回调工作流程"""
demo = StreamingRecognitionDemo()
session_id = "integration_test_session"
# 模拟完整的识别流程
# 1. 部分结果
demo._on_partial_result(session_id, "你好", 0.7)
demo._on_partial_result(session_id, "你好世界", 0.8)
# 2. 最终结果
demo._on_final_result(session_id, "你好世界!", 0.9)
# 等待一小段时间确保时间差
import time
time.sleep(0.01)
# 3. 会话完成
demo._on_session_complete(session_id, "你好世界!")
# 验证统计信息
assert demo.stats['partial_results'] == 2
assert demo.stats['final_results'] == 1
assert demo.stats['total_speech_duration'] > 0
# 验证会话数据
assert session_id in demo.session_results
session_data = demo.session_results[session_id]
assert len(session_data['partial_results']) == 2
assert session_data['final_result']['text'] == "你好世界!"
assert session_data['final_result']['confidence'] == 0.9
def test_demo_optimization_metrics_workflow(self):
"""测试演示应用优化指标工作流程"""
demo = StreamingRecognitionDemo()
# 模拟多个会话的优化指标
sessions_metrics = {
"session_001": {
'total_latency_ms': 120.5,
'accuracy_score': 0.85
},
"session_002": {
'total_latency_ms': 95.2,
'accuracy_score': 0.92
},
"session_003": {
'total_latency_ms': 180.1,
'accuracy_score': 0.78
}
}
# 模拟优化指标状态更新
for session_id, metrics in sessions_metrics.items():
status = {
'type': 'optimization_metrics',
'session_id': session_id,
'metrics': metrics
}
demo._on_status_update(status)
# 验证优化指标记录
assert len(demo.stats['optimization_metrics']) == 3
for session_id, expected_metrics in sessions_metrics.items():
assert session_id in demo.stats['optimization_metrics']
assert demo.stats['optimization_metrics'][session_id] == expected_metrics
# 验证平均指标计算(模拟_print_status中的逻辑)
total_latency = sum(m['total_latency_ms'] for m in sessions_metrics.values())
total_accuracy = sum(m['accuracy_score'] for m in sessions_metrics.values())
count = len(sessions_metrics)
avg_latency = total_latency / count
avg_accuracy = total_accuracy / count
assert abs(avg_latency - 131.93) < 0.1 # 约131.93ms
assert abs(avg_accuracy - 0.85) < 0.01 # 约0.85
if __name__ == "__main__":
pytest.main([__file__, "-v"])