506 lines
16 KiB
Python
506 lines
16 KiB
Python
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""
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macOS环境模拟测试工具
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在非macOS环境下模拟Apple Silicon环境进行测试
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运行方式:
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python backend/tests/simulate_macos.py --help
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python backend/tests/simulate_macos.py --device mps
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python backend/tests/simulate_macos.py --apple-silicon
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python backend/tests/simulate_macos.py --full-simulation
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"""
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import argparse
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import importlib
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import os
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import platform
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import sys
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from unittest.mock import patch
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import numpy as np
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class MacOSSimulator:
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"""macOS环境模拟器"""
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def __init__(self):
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self.original_platform_system = platform.system
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self.original_platform_machine = platform.machine
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self.patches = []
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def simulate_apple_silicon(self):
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"""模拟Apple Silicon环境"""
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print("\n" + "="*70)
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print("模拟 Apple Silicon 环境")
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print("="*70)
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# 模拟Darwin系统和arm64架构
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self.patches.append(patch('platform.system', return_value='Darwin'))
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self.patches.append(patch('platform.machine', return_value='arm64'))
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for p in self.patches:
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p.start()
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print("✓ 平台: Darwin (macOS)")
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print("✓ 架构: arm64 (Apple Silicon)")
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def simulate_mps_device(self):
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"""模拟MPS设备可用"""
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print("\n" + "="*70)
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print("模拟 MPS 设备")
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print("="*70)
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# 创建模拟的torch.backends.mps
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mock_mps = type('MockMPS', (), {
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'is_available': lambda: True,
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'is_built': lambda: True,
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'empty_cache': lambda: None
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})()
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mock_backends = type('MockBackends', (), {
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'mps': mock_mps
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})()
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# 模拟torch模块
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mock_torch = type('MockTorch', (), {
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'backends': mock_backends,
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'mps': mock_mps,
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'randn': lambda *args, **kwargs: np.random.randn(*args),
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'mm': lambda a, b: np.dot(a, b),
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'empty_cache': lambda: None
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})()
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self.patches.append(patch('torch', mock_torch))
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self.patches.append(patch('torch.backends.mps.is_available', return_value=True))
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self.patches.append(patch('torch.backends.mps.is_built', return_value=True))
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for p in self.patches[-3:]:
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p.start()
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print("✓ MPS 可用: True")
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print("✓ MPS 已编译: True")
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def simulate_cuda_device(self):
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"""模拟CUDA设备可用"""
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print("\n" + "="*70)
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print("模拟 CUDA 设备")
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print("="*70)
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mock_cuda = type('MockCUDA', (), {
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'is_available': lambda: True,
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'device_count': lambda: 1,
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'get_device_properties': lambda n: type('Props', (), {'total_memory': 8*1024*1024*1024})(),
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'empty_cache': lambda: None
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})()
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self.patches.append(patch('torch.cuda', mock_cuda))
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self.patches.append(patch('torch.cuda.is_available', return_value=True))
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for p in self.patches[-2:]:
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p.start()
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print("✓ CUDA 可用: True")
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print("✓ GPU 数量: 1")
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print("✓ 显存: 8 GB")
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def cleanup(self):
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"""清理所有补丁"""
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for p in self.patches:
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p.stop()
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self.patches.clear()
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print("\n✓ 已清理模拟环境")
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def test_device_detection_on_apple_silicon():
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"""测试Apple Silicon设备检测"""
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print("\n测试1: Apple Silicon 设备检测")
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print("-"*70)
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simulator = MacOSSimulator()
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try:
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simulator.simulate_apple_silicon()
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simulator.simulate_mps_device()
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# 设置环境变量
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os.environ['TTS_ASR_DEVICE'] = 'auto'
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os.environ['TTS_ASR_MODEL_SIZE'] = 'auto'
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# 重新导入模块以应用模拟
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if 'backend.tts_asr' in sys.modules:
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del sys.modules['backend.tts_asr']
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from backend.tts_asr import (
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_is_apple_silicon,
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_detect_device_capabilities,
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_get_recommended_model_size
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)
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# 测试Apple Silicon检测
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assert _is_apple_silicon(), "应该检测到Apple Silicon"
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print("✓ Apple Silicon 检测: 通过")
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# 测试设备能力检测
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caps = _detect_device_capabilities()
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print(f"✓ 设备: {caps.device}")
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print(f"✓ MPS 可用: {caps.mps_available}")
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print(f"✓ 推荐模型大小: {caps.recommended_model_size}")
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# 测试模型大小推荐
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recommended_size = _get_recommended_model_size()
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assert recommended_size in ['small', 'tiny', 'base'], \
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f"Apple Silicon应推荐小模型，但推荐了 {recommended_size}"
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print(f"✓ 推荐模型大小: {recommended_size}")
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print("\n✓ 测试通过")
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return True
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except Exception as e:
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print(f"\n✗ 测试失败: {e}")
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import traceback
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traceback.print_exc()
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return False
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finally:
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simulator.cleanup()
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def test_memory_management():
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"""测试内存管理"""
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print("\n测试2: 内存管理")
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print("-"*70)
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simulator = MacOSSimulator()
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try:
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simulator.simulate_apple_silicon()
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simulator.simulate_mps_device()
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# 模拟系统内存
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import psutil
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original_virtual_memory = psutil.virtual_memory
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def mock_virtual_memory():
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mock_mem = type('MockMemory', (), {
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'total': 16 * 1024 * 1024 * 1024 # 16GB
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})()
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return mock_mem
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self.patches.append(patch('psutil.virtual_memory', mock_virtual_memory))
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from backend.tts_asr import _get_system_memory_mb, TTS_ASR_MPS_MEMORY_LIMIT_MB
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mem_mb = _get_system_memory_mb()
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print(f"✓ 系统内存: {mem_mb} MB")
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# 计算预期的MPS内存限制（60%）
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expected_limit = int(mem_mb * 0.6)
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print(f"✓ 预期MPS限制: {expected_limit} MB (60%)")
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print(f"✓ 配置MPS限制: {TTS_ASR_MPS_MEMORY_LIMIT_MB} MB")
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print("\n✓ 测试通过")
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return True
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except Exception as e:
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print(f"\n✗ 测试失败: {e}")
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import traceback
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traceback.print_exc()
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return False
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finally:
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simulator.cleanup()
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def test_model_size_selection():
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"""测试模型大小选择"""
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print("\n测试3: 模型大小选择")
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print("-"*70)
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test_cases = [
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('auto', 'Apple Silicon默认'),
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('tiny', '最小模型'),
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('small', '推荐模型'),
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('medium', '中等模型'),
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('large', '大模型'),
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('turbo', 'turbo模型'),
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]
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from backend.tts_asr import WHISPER_MODEL_SIZES, _get_recommended_model_size
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for size, desc in test_cases:
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os.environ['TTS_ASR_MODEL_SIZE'] = size
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# 重新加载模块
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if 'backend.tts_asr' in sys.modules:
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del sys.modules['backend.tts_asr']
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from backend.tts_asr import _get_recommended_model_size
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if size == 'auto':
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# 自动选择
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recommended = _get_recommended_model_size()
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print(f"✓ {desc}: {recommended}")
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else:
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# 显式选择
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os.environ['TTS_ASR_MODEL_SIZE'] = size
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result = _get_recommended_model_size()
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assert result == size, f"应该返回 {size}，但返回了 {result}"
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print(f"✓ {desc}: {size} -> {WHISPER_MODEL_SIZES[size]}")
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print("\n✓ 测试通过")
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return True
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def test_audio_processing():
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"""测试音频处理"""
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print("\n测试4: 音频处理")
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print("-"*70)
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from backend.tts_asr import (
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_validate_audio_data,
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_resample_audio_robust
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)
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# 测试音频验证
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test_cases = [
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(b'', False, "空数据"),
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(b'short', False, "太短"),
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(b'RIFF' + b'\x00' * 40, True, "有效WAV头"),
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]
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for data, expected, desc in test_cases:
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result = _validate_audio_data(data)
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assert result == expected, f"{desc}: 预期 {expected}，得到 {result}"
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print(f"✓ 音频验证 ({desc}): {'通过' if result == expected else '失败'}")
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# 测试重采样
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audio_16k = np.sin(np.linspace(0, 2*np.pi, 16000)).astype(np.float32)
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# 16k -> 48k
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audio_48k = _resample_audio_robust(audio_16k, 16000, 48000)
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assert len(audio_48k) == 48000, f"48kHz音频长度错误: {len(audio_48k)}"
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print(f"✓ 重采样 (16k -> 48k): 长度 {len(audio_16k)} -> {len(audio_48k)}")
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# 48k -> 16k
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audio_back = _resample_audio_robust(audio_48k, 48000, 16000)
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assert len(audio_back) == 16000, f"16kHz音频长度错误: {len(audio_back)}"
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print(f"✓ 重采样 (48k -> 16k): 长度 {len(audio_48k)} -> {len(audio_back)}")
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print("\n✓ 测试通过")
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return True
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def test_environment_variables():
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"""测试环境变量"""
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print("\n测试5: 环境变量配置")
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print("-"*70)
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# 清理环境变量
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env_vars = [
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'TTS_ASR_DEVICE', 'TTS_ASR_MODEL_SIZE', 'TTS_ASR_QUANTIZE',
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'TTS_ASR_OFFLINE_MODE', 'TTS_ASR_WARMUP', 'TTS_ASR_WARMUP_TIMEOUT',
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'TTS_ASR_IDLE_TIMEOUT', 'TTS_ASR_MPS_MEMORY_LIMIT_MB'
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]
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original_values = {}
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for var in env_vars:
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original_values[var] = os.environ.get(var)
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if var in os.environ:
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del os.environ[var]
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try:
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# 测试默认值
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from backend.tts_asr import (
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TTS_ASR_DEVICE, TTS_ASR_MODEL_SIZE, TTS_ASR_QUANTIZE,
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TTS_ASR_OFFLINE_MODE, TTS_ASR_WARMUP, TTS_ASR_WARMUP_TIMEOUT,
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TTS_ASR_IDLE_TIMEOUT, TTS_ASR_MPS_MEMORY_LIMIT_MB
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)
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defaults = {
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'TTS_ASR_DEVICE': 'auto',
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'TTS_ASR_MODEL_SIZE': 'auto',
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'TTS_ASR_QUANTIZE': False,
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'TTS_ASR_OFFLINE_MODE': False,
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'TTS_ASR_WARMUP': True,
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'TTS_ASR_WARMUP_TIMEOUT': 120,
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'TTS_ASR_IDLE_TIMEOUT': 0,
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'TTS_ASR_MPS_MEMORY_LIMIT_MB': 8192,
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}
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for var, expected in defaults.items():
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actual = locals()[var]
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assert actual == expected, f"{var}: 预期 {expected}，得到 {actual}"
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print(f"✓ {var} = {actual}")
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# 测试自定义值
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print("\n自定义配置测试:")
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os.environ['TTS_ASR_MODEL_SIZE'] = 'small'
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os.environ['TTS_ASR_QUANTIZE'] = 'true'
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os.environ['TTS_ASR_OFFLINE_MODE'] = 'true'
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|
|
os.environ['TTS_ASR_MPS_MEMORY_LIMIT_MB'] = '4096'
|
|||
|
|
|
|||
|
|
# 重新加载
|
|||
|
|
if 'backend.tts_asr' in sys.modules:
|
|||
|
|
del sys.modules['backend.tts_asr']
|
|||
|
|
|
|||
|
|
from backend.tts_asr import (
|
|||
|
|
TTS_ASR_MODEL_SIZE, TTS_ASR_QUANTIZE,
|
|||
|
|
TTS_ASR_OFFLINE_MODE, TTS_ASR_MPS_MEMORY_LIMIT_MB
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
assert TTS_ASR_MODEL_SIZE == 'small'
|
|||
|
|
assert TTS_ASR_QUANTIZE == True
|
|||
|
|
assert TTS_ASR_OFFLINE_MODE == True
|
|||
|
|
assert TTS_ASR_MPS_MEMORY_LIMIT_MB == 4096
|
|||
|
|
|
|||
|
|
print(f"✓ TTS_ASR_MODEL_SIZE = {TTS_ASR_MODEL_SIZE}")
|
|||
|
|
print(f"✓ TTS_ASR_QUANTIZE = {TTS_ASR_QUANTIZE}")
|
|||
|
|
print(f"✓ TTS_ASR_OFFLINE_MODE = {TTS_ASR_OFFLINE_MODE}")
|
|||
|
|
print(f"✓ TTS_ASR_MPS_MEMORY_LIMIT_MB = {TTS_ASR_MPS_MEMORY_LIMIT_MB}")
|
|||
|
|
|
|||
|
|
print("\n✓ 测试通过")
|
|||
|
|
return True
|
|||
|
|
|
|||
|
|
finally:
|
|||
|
|
# 恢复原始值
|
|||
|
|
for var, value in original_values.items():
|
|||
|
|
if value is not None:
|
|||
|
|
os.environ[var] = value
|
|||
|
|
elif var in os.environ:
|
|||
|
|
del os.environ[var]
|
|||
|
|
|
|||
|
|
|
|||
|
|
def run_full_simulation():
|
|||
|
|
"""运行完整模拟测试"""
|
|||
|
|
print("\n" + "="*70)
|
|||
|
|
print("完整macOS环境模拟测试")
|
|||
|
|
print("="*70)
|
|||
|
|
|
|||
|
|
results = []
|
|||
|
|
|
|||
|
|
# 运行所有测试
|
|||
|
|
results.append(("设备检测", test_device_detection_on_apple_silicon()))
|
|||
|
|
results.append(("内存管理", test_memory_management()))
|
|||
|
|
results.append(("模型选择", test_model_size_selection()))
|
|||
|
|
results.append(("音频处理", test_audio_processing()))
|
|||
|
|
results.append(("环境变量", test_environment_variables()))
|
|||
|
|
|
|||
|
|
# 汇总结果
|
|||
|
|
print("\n" + "="*70)
|
|||
|
|
print("测试结果汇总")
|
|||
|
|
print("="*70)
|
|||
|
|
|
|||
|
|
for name, passed in results:
|
|||
|
|
status = "✓ 通过" if passed else "✗ 失败"
|
|||
|
|
print(f"{name}: {status}")
|
|||
|
|
|
|||
|
|
total = len(results)
|
|||
|
|
passed = sum(1 for _, p in results if p)
|
|||
|
|
|
|||
|
|
print("\n" + "-"*70)
|
|||
|
|
print(f"总计: {passed}/{total} 测试通过")
|
|||
|
|
print("="*70)
|
|||
|
|
|
|||
|
|
return all(p for _, p in results)
|
|||
|
|
|
|||
|
|
|
|||
|
|
def main():
|
|||
|
|
parser = argparse.ArgumentParser(
|
|||
|
|
description='macOS环境模拟测试工具',
|
|||
|
|
formatter_class=argparse.RawDescriptionHelpFormatter,
|
|||
|
|
epilog="""
|
|||
|
|
示例:
|
|||
|
|
# 运行完整模拟测试
|
|||
|
|
python backend/tests/simulate_macos.py --full-simulation
|
|||
|
|
|
|||
|
|
# 仅模拟Apple Silicon环境
|
|||
|
|
python backend/tests/simulate_macos.py --apple-silicon
|
|||
|
|
|
|||
|
|
# 仅模拟MPS设备
|
|||
|
|
python backend/tests/simulate_macos.py --device mps
|
|||
|
|
|
|||
|
|
# 仅模拟CUDA设备
|
|||
|
|
python backend/tests/simulate_macos.py --device cuda
|
|||
|
|
"""
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
parser.add_argument(
|
|||
|
|
'--full-simulation',
|
|||
|
|
action='store_true',
|
|||
|
|
help='运行完整模拟测试'
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
parser.add_argument(
|
|||
|
|
'--apple-silicon',
|
|||
|
|
action='store_true',
|
|||
|
|
help='模拟Apple Silicon环境'
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
parser.add_argument(
|
|||
|
|
'--device',
|
|||
|
|
choices=['mps', 'cuda'],
|
|||
|
|
help='模拟特定设备'
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
parser.add_argument(
|
|||
|
|
'--test',
|
|||
|
|
choices=['device', 'memory', 'model', 'audio', 'env'],
|
|||
|
|
help='运行特定测试'
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
args = parser.parse_args()
|
|||
|
|
|
|||
|
|
# 确保可以导入backend模块
|
|||
|
|
sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', '..'))
|
|||
|
|
|
|||
|
|
if args.full_simulation:
|
|||
|
|
success = run_full_simulation()
|
|||
|
|
sys.exit(0 if success else 1)
|
|||
|
|
|
|||
|
|
if args.apple_silicon:
|
|||
|
|
simulator = MacOSSimulator()
|
|||
|
|
try:
|
|||
|
|
simulator.simulate_apple_silicon()
|
|||
|
|
simulator.simulate_mps_device()
|
|||
|
|
|
|||
|
|
print("\n环境已模拟，按Ctrl+D退出")
|
|||
|
|
print("在Python环境中可以使用:")
|
|||
|
|
print(" from backend.tts_asr import _is_apple_silicon")
|
|||
|
|
print(" print(_is_apple_silicon()) # 应该返回 True")
|
|||
|
|
|
|||
|
|
# 进入交互模式
|
|||
|
|
import code
|
|||
|
|
code.interact(local=locals())
|
|||
|
|
finally:
|
|||
|
|
simulator.cleanup()
|
|||
|
|
|
|||
|
|
if args.device:
|
|||
|
|
simulator = MacOSSimulator()
|
|||
|
|
try:
|
|||
|
|
if args.device == 'mps':
|
|||
|
|
simulator.simulate_mps_device()
|
|||
|
|
elif args.device == 'cuda':
|
|||
|
|
simulator.simulate_cuda_device()
|
|||
|
|
|
|||
|
|
print("\n设备已模拟")
|
|||
|
|
import code
|
|||
|
|
code.interact(local=locals())
|
|||
|
|
finally:
|
|||
|
|
simulator.cleanup()
|
|||
|
|
|
|||
|
|
if args.test:
|
|||
|
|
test_func = {
|
|||
|
|
'device': test_device_detection_on_apple_silicon,
|
|||
|
|
'memory': test_memory_management,
|
|||
|
|
'model': test_model_size_selection,
|
|||
|
|
'audio': test_audio_processing,
|
|||
|
|
'env': test_environment_variables,
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
success = test_func[args.test]()
|
|||
|
|
sys.exit(0 if success else 1)
|
|||
|
|
|
|||
|
|
# 默认运行完整测试
|
|||
|
|
if not any([args.full_simulation, args.apple_silicon, args.device, args.test]):
|
|||
|
|
parser.print_help()
|
|||
|
|
|
|||
|
|
|
|||
|
|
if __name__ == '__main__':
|
|||
|
|
main()
|