add_meta_data.py
2.6 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
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
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
#!/usr/bin/env python3
# Copyright 2025 Xiaomi Corp. (authors: Fangjun Kuang)
import argparse
import json
from typing import Any, Dict
import onnx
from iso639 import Lang
def get_args():
# For en_GB-semaine-medium
# --name semaine
# --kind medium
# --lang en_GB
parser = argparse.ArgumentParser(
formatter_class=argparse.ArgumentDefaultsHelpFormatter
)
parser.add_argument(
"--name",
type=str,
required=True,
)
parser.add_argument(
"--kind",
type=str,
required=True,
)
parser.add_argument(
"--lang",
type=str,
required=True,
)
return parser.parse_args()
def add_meta_data(filename: str, meta_data: Dict[str, Any]):
"""Add meta data to an ONNX model. It is changed in-place.
Args:
filename:
Filename of the ONNX model to be changed.
meta_data:
Key-value pairs.
"""
model = onnx.load(filename)
while len(model.metadata_props):
model.metadata_props.pop()
for key, value in meta_data.items():
meta = model.metadata_props.add()
meta.key = key
meta.value = str(value)
onnx.save(model, filename)
def load_config(filename):
with open(filename, "r") as file:
config = json.load(file)
return config
def generate_tokens(config):
id_map = config["phoneme_id_map"]
with open("tokens.txt", "w", encoding="utf-8") as f:
for s, i in id_map.items():
f.write(f"{s} {i[0]}\n")
print("Generated tokens.txt")
# for en_US-lessac-medium.onnx
# export LANG=en_US
# export TYPE=lessac
# export NAME=medium
def main():
args = get_args()
print(args)
lang = args.lang
lang_iso = Lang(lang.split("_")[0])
print(lang, lang_iso)
kind = args.kind
name = args.name
# en_GB-alan-low.onnx.json
config = load_config(f"{lang}-{name}-{kind}.onnx.json")
print("generate tokens")
generate_tokens(config)
sample_rate = config["audio"]["sample_rate"]
if sample_rate == 22500:
print("Change sample rate from 22500 to 22050")
sample_rate = 22050
print("add model metadata")
meta_data = {
"model_type": "vits",
"comment": "piper", # must be piper for models from piper
"language": lang_iso.name,
"voice": config["espeak"]["voice"], # e.g., en-us
"has_espeak": 1,
"n_speakers": config["num_speakers"],
"sample_rate": sample_rate,
}
print(meta_data)
add_meta_data(f"{lang}-{name}-{kind}.onnx", meta_data)
main()