L0SG commited on
Commit
ec3f86c
1 Parent(s): 16aa6b6

unload model after inference

Browse files
Files changed (1) hide show
  1. app.py +9 -3
app.py CHANGED
@@ -57,6 +57,7 @@ def inference_gradio(input, model_choice): # input is audio waveform in [T, cha
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  @spaces.GPU(duration=120)
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  def inference_model(audio_input, h, model):
 
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  model.to(device)
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  def get_mel(x):
@@ -69,12 +70,17 @@ def inference_model(audio_input, h, model):
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  y_g_hat = model(spec_gt)
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- audio_gen = y_g_hat.squeeze()
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  spec_gen = get_mel(audio_gen.unsqueeze(0))
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  audio_gen = audio_gen * MAX_WAV_VALUE
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- audio_gen = audio_gen.cpu().numpy().astype('int16')
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- return audio_gen, spec_gen[0].cpu()
 
 
 
 
 
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  css = """
 
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  @spaces.GPU(duration=120)
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  def inference_model(audio_input, h, model):
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+ # load model to device
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  model.to(device)
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  def get_mel(x):
 
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  y_g_hat = model(spec_gt)
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+ audio_gen = y_g_hat.squeeze().cpu()
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  spec_gen = get_mel(audio_gen.unsqueeze(0))
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  audio_gen = audio_gen * MAX_WAV_VALUE
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+ audio_gen = audio_gen.numpy().astype('int16')
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+ # unload to cpu
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+ model.to('cpu')
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+ # delete gpu tensor
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+ del spec_gt, y_g_hat
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+
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+ return audio_gen, spec_gen[0]
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  css = """