Spaces:
Runtime error
Runtime error
Upload vocoder_preprocess.py with huggingface_hub
Browse files- vocoder_preprocess.py +59 -0
vocoder_preprocess.py
ADDED
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from synthesizer.synthesize import run_synthesis
|
2 |
+
from synthesizer.hparams import hparams
|
3 |
+
from utils.argutils import print_args
|
4 |
+
import argparse
|
5 |
+
import os
|
6 |
+
|
7 |
+
|
8 |
+
if __name__ == "__main__":
|
9 |
+
class MyFormatter(argparse.ArgumentDefaultsHelpFormatter, argparse.RawDescriptionHelpFormatter):
|
10 |
+
pass
|
11 |
+
|
12 |
+
parser = argparse.ArgumentParser(
|
13 |
+
description="Creates ground-truth aligned (GTA) spectrograms from the vocoder.",
|
14 |
+
formatter_class=MyFormatter
|
15 |
+
)
|
16 |
+
parser.add_argument("datasets_root", type=str, help=\
|
17 |
+
"Path to the directory containing your SV2TTS directory. If you specify both --in_dir and "
|
18 |
+
"--out_dir, this argument won't be used.")
|
19 |
+
parser.add_argument("--model_dir", type=str,
|
20 |
+
default="synthesizer/saved_models/pretrained/", help=\
|
21 |
+
"Path to the pretrained model directory.")
|
22 |
+
parser.add_argument("-i", "--in_dir", type=str, default=argparse.SUPPRESS, help= \
|
23 |
+
"Path to the synthesizer directory that contains the mel spectrograms, the wavs and the "
|
24 |
+
"embeds. Defaults to <datasets_root>/SV2TTS/synthesizer/.")
|
25 |
+
parser.add_argument("-o", "--out_dir", type=str, default=argparse.SUPPRESS, help= \
|
26 |
+
"Path to the output vocoder directory that will contain the ground truth aligned mel "
|
27 |
+
"spectrograms. Defaults to <datasets_root>/SV2TTS/vocoder/.")
|
28 |
+
parser.add_argument("--hparams", default="",
|
29 |
+
help="Hyperparameter overrides as a comma-separated list of name=value "
|
30 |
+
"pairs")
|
31 |
+
parser.add_argument("--no_trim", action="store_true", help=\
|
32 |
+
"Preprocess audio without trimming silences (not recommended).")
|
33 |
+
parser.add_argument("--cpu", action="store_true", help=\
|
34 |
+
"If True, processing is done on CPU, even when a GPU is available.")
|
35 |
+
args = parser.parse_args()
|
36 |
+
print_args(args, parser)
|
37 |
+
modified_hp = hparams.parse(args.hparams)
|
38 |
+
|
39 |
+
if not hasattr(args, "in_dir"):
|
40 |
+
args.in_dir = os.path.join(args.datasets_root, "SV2TTS", "synthesizer")
|
41 |
+
if not hasattr(args, "out_dir"):
|
42 |
+
args.out_dir = os.path.join(args.datasets_root, "SV2TTS", "vocoder")
|
43 |
+
|
44 |
+
if args.cpu:
|
45 |
+
# Hide GPUs from Pytorch to force CPU processing
|
46 |
+
os.environ["CUDA_VISIBLE_DEVICES"] = "-1"
|
47 |
+
|
48 |
+
# Verify webrtcvad is available
|
49 |
+
if not args.no_trim:
|
50 |
+
try:
|
51 |
+
import webrtcvad
|
52 |
+
except:
|
53 |
+
raise ModuleNotFoundError("Package 'webrtcvad' not found. This package enables "
|
54 |
+
"noise removal and is recommended. Please install and try again. If installation fails, "
|
55 |
+
"use --no_trim to disable this error message.")
|
56 |
+
del args.no_trim
|
57 |
+
|
58 |
+
run_synthesis(args.in_dir, args.out_dir, args.model_dir, modified_hp)
|
59 |
+
|