Spaces:
Running
Running
Will commited on
Commit ·
3b84cc8
1
Parent(s): 85c50e2
Handle audio_path being None
Browse files
app.py
CHANGED
|
@@ -23,42 +23,45 @@ def denoise(model_name: str, audio_path: str) -> str:
|
|
| 23 |
if torch.cuda.is_available():
|
| 24 |
model = model.cuda()
|
| 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 |
iface = gr.Interface(
|
|
|
|
| 23 |
if torch.cuda.is_available():
|
| 24 |
model = model.cuda()
|
| 25 |
|
| 26 |
+
if audio_path:
|
| 27 |
+
stream_reader = torchaudio.io.StreamReader(audio_path)
|
| 28 |
+
stream_reader.add_basic_audio_stream(
|
| 29 |
+
frames_per_chunk=model.config.max_length,
|
| 30 |
+
sample_rate=model.config.sample_rate,
|
| 31 |
+
num_channels=1,
|
| 32 |
+
)
|
| 33 |
|
| 34 |
+
stream_writer = torchaudio.io.StreamWriter("denoised.wav")
|
| 35 |
+
stream_writer.add_audio_stream(
|
| 36 |
+
sample_rate=model.config.sample_rate, num_channels=1
|
| 37 |
+
)
|
| 38 |
|
| 39 |
+
chunk_size = model.config.max_length
|
| 40 |
|
| 41 |
+
with stream_writer.open():
|
| 42 |
+
for (audio_chunk,) in tqdm(stream_reader.stream()):
|
| 43 |
+
if audio_chunk is None:
|
| 44 |
+
break
|
| 45 |
|
| 46 |
+
audio_chunk = audio_chunk.permute(1, 0)
|
| 47 |
+
original_chunk_size = audio_chunk.size(-1)
|
| 48 |
|
| 49 |
+
if audio_chunk.size(-1) < chunk_size:
|
| 50 |
+
padding = chunk_size - audio_chunk.size(-1)
|
| 51 |
+
audio_chunk = torch.nn.functional.pad(audio_chunk, (0, padding))
|
| 52 |
|
| 53 |
+
if torch.cuda.is_available():
|
| 54 |
+
audio_chunk = audio_chunk.cuda()
|
| 55 |
|
| 56 |
+
with torch.no_grad():
|
| 57 |
+
denoised_chunk = model(audio_chunk[None]).audio
|
| 58 |
+
denoised_chunk = denoised_chunk[..., :original_chunk_size]
|
| 59 |
|
| 60 |
+
stream_writer.write_audio_chunk(
|
| 61 |
+
0, denoised_chunk.squeeze(0).permute(1, 0).cpu()
|
| 62 |
+
)
|
| 63 |
|
| 64 |
+
return "denoised.wav"
|
| 65 |
|
| 66 |
|
| 67 |
iface = gr.Interface(
|