下面的代码是从干净的信号创建嘈杂的音频信号的代码,但当我运行它时,我的内存已满,Spyder 冻结了。我的整个音频数据文件有2G。如何在运行代码或 for 循环结束时清理内存?
for i in range(len(path_wav)):
clean_file.append(path_wav[i])
clean_wav.append(wave.open(clean_file[i], "r"))
clean_amp.append(cal_amp(clean_wav[i]))
clean_rms.append(cal_rms(clean_amp[i]))
divided_noise_amp.append(np.resize(noise_amp,len(clean_amp[i])))
noise_rms.append(cal_rms(divided_noise_amp[i]))
adjusted_noise_rms.append(cal_adjusted_rms(clean_rms[i], snr))
adjusted_noise_amp.append(divided_noise_amp[i] * (adjusted_noise_rms[i] / noise_rms[i]))
mixed_amp.append((clean_amp[i] + adjusted_noise_amp[i]))
save_waveform(path_wav_out[i] , clean_wav[i].getparams(), mixed_amp[i])
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另外,我将 for 循环中断为多个小循环,但在运行第一个循环后,内存对于另一个循环来说不是空的。
for i in range(0,int(len(path_wav)/10)):
clean_file.append(path_wav[i])
clean_wav.append(wave.open(clean_file[i], "r"))
clean_amp.append(cal_amp(clean_wav[i]))
clean_rms.append(cal_rms(clean_amp[i]))
divided_noise_amp.append(np.resize(noise_amp,len(clean_amp[i])))
noise_rms.append(cal_rms(divided_noise_amp[i]))
adjusted_noise_rms.append(cal_adjusted_rms(clean_rms[i], snr))
adjusted_noise_amp.append(divided_noise_amp[i] * (adjusted_noise_rms[i] / noise_rms[i]))
mixed_amp.append((clean_amp[i] + adjusted_noise_amp[i]))
save_waveform(path_wav_out[i] , clean_wav[i].getparams(), mixed_amp[i])
for i in range(int(len(path_wav)/10),int(2*len(path_wav)/10)):
clean_file.append(path_wav[i])
clean_wav.append(wave.open(clean_file[i], "r"))
clean_amp.append(cal_amp(clean_wav[i]))
clean_rms.append(cal_rms(clean_amp[i]))
divided_noise_amp.append(np.resize(noise_amp,len(clean_amp[i])))
noise_rms.append(cal_rms(divided_noise_amp[i]))
adjusted_noise_rms.append(cal_adjusted_rms(clean_rms[i], snr))
adjusted_noise_amp.append(divided_noise_amp[i] * (adjusted_noise_rms[i] / noise_rms[i]))
mixed_amp.append((clean_amp[i] + adjusted_noise_amp[i]))
save_waveform(path_wav_out[i] , …Run Code Online (Sandbox Code Playgroud)