added readme file
Browse files
README.md
ADDED
@@ -0,0 +1,284 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
tags:
|
3 |
+
- espnet
|
4 |
+
- audio
|
5 |
+
- text-to-speech
|
6 |
+
language: en
|
7 |
+
datasets:
|
8 |
+
- ryanspeech
|
9 |
+
license: cc-by-nc-4.0
|
10 |
+
widget:
|
11 |
+
- text: "This seems a very pleasant place, and I think I shall enjoy myself very much."
|
12 |
+
---
|
13 |
+
## RyanSpeech model (based on ESPnet2)
|
14 |
+
|
15 |
+
### `espnet/english_male_ryanspeech_tacotron`
|
16 |
+
This model was trained by Rohola Zandie using ryanspeech recipe in [espnet](https://github.com/espnet/espnet/).
|
17 |
+
|
18 |
+
|
19 |
+
## Download the dataset
|
20 |
+
You can download RyanSpeech dataset from [here](https://www.kaggle.com/datasets/roholazandie/ryanspeech) or here.
|
21 |
+
|
22 |
+
## TTS config
|
23 |
+
|
24 |
+
<details><summary>expand</summary>
|
25 |
+
|
26 |
+
```
|
27 |
+
config: conf/train.yaml
|
28 |
+
print_config: false
|
29 |
+
log_level: INFO
|
30 |
+
dry_run: false
|
31 |
+
iterator_type: sequence
|
32 |
+
output_dir: exp/tts_train_raw_phn_tacotron_g2p_en_no_space
|
33 |
+
ngpu: 1
|
34 |
+
seed: 0
|
35 |
+
num_workers: 1
|
36 |
+
num_att_plot: 3
|
37 |
+
dist_backend: nccl
|
38 |
+
dist_init_method: env://
|
39 |
+
dist_world_size: null
|
40 |
+
dist_rank: null
|
41 |
+
local_rank: 0
|
42 |
+
dist_master_addr: null
|
43 |
+
dist_master_port: null
|
44 |
+
dist_launcher: null
|
45 |
+
multiprocessing_distributed: false
|
46 |
+
cudnn_enabled: true
|
47 |
+
cudnn_benchmark: false
|
48 |
+
cudnn_deterministic: true
|
49 |
+
collect_stats: false
|
50 |
+
write_collected_feats: false
|
51 |
+
max_epoch: 200
|
52 |
+
patience: null
|
53 |
+
val_scheduler_criterion:
|
54 |
+
- valid
|
55 |
+
- loss
|
56 |
+
early_stopping_criterion:
|
57 |
+
- valid
|
58 |
+
- loss
|
59 |
+
- min
|
60 |
+
best_model_criterion:
|
61 |
+
- - valid
|
62 |
+
- loss
|
63 |
+
- min
|
64 |
+
- - train
|
65 |
+
- loss
|
66 |
+
- min
|
67 |
+
keep_nbest_models: 5
|
68 |
+
grad_clip: 1.0
|
69 |
+
grad_clip_type: 2.0
|
70 |
+
grad_noise: false
|
71 |
+
accum_grad: 1
|
72 |
+
no_forward_run: false
|
73 |
+
resume: true
|
74 |
+
train_dtype: float32
|
75 |
+
use_amp: false
|
76 |
+
log_interval: null
|
77 |
+
pretrain_path: []
|
78 |
+
pretrain_key: []
|
79 |
+
num_iters_per_epoch: 500
|
80 |
+
batch_size: 20
|
81 |
+
valid_batch_size: null
|
82 |
+
batch_bins: 5120000
|
83 |
+
valid_batch_bins: null
|
84 |
+
train_shape_file:
|
85 |
+
- exp/tts_stats_raw_phn_tacotron_g2p_en_no_space/train/text_shape.phn
|
86 |
+
- exp/tts_stats_raw_phn_tacotron_g2p_en_no_space/train/speech_shape
|
87 |
+
valid_shape_file:
|
88 |
+
- exp/tts_stats_raw_phn_tacotron_g2p_en_no_space/valid/text_shape.phn
|
89 |
+
- exp/tts_stats_raw_phn_tacotron_g2p_en_no_space/valid/speech_shape
|
90 |
+
batch_type: numel
|
91 |
+
valid_batch_type: null
|
92 |
+
fold_length:
|
93 |
+
- 150
|
94 |
+
- 204800
|
95 |
+
sort_in_batch: descending
|
96 |
+
sort_batch: descending
|
97 |
+
multiple_iterator: false
|
98 |
+
chunk_length: 500
|
99 |
+
chunk_shift_ratio: 0.5
|
100 |
+
num_cache_chunks: 1024
|
101 |
+
train_data_path_and_name_and_type:
|
102 |
+
- - dump/raw/tr_no_dev/text
|
103 |
+
- text
|
104 |
+
- text
|
105 |
+
- - dump/raw/tr_no_dev/wav.scp
|
106 |
+
- speech
|
107 |
+
- sound
|
108 |
+
valid_data_path_and_name_and_type:
|
109 |
+
- - dump/raw/dev/text
|
110 |
+
- text
|
111 |
+
- text
|
112 |
+
- - dump/raw/dev/wav.scp
|
113 |
+
- speech
|
114 |
+
- sound
|
115 |
+
allow_variable_data_keys: false
|
116 |
+
max_cache_size: 0.0
|
117 |
+
max_cache_fd: 32
|
118 |
+
valid_max_cache_size: null
|
119 |
+
optim: adam
|
120 |
+
optim_conf:
|
121 |
+
lr: 0.001
|
122 |
+
eps: 1.0e-06
|
123 |
+
weight_decay: 0.0
|
124 |
+
scheduler: null
|
125 |
+
scheduler_conf: {}
|
126 |
+
token_list:
|
127 |
+
- <blank>
|
128 |
+
- <unk>
|
129 |
+
- AH0
|
130 |
+
- T
|
131 |
+
- N
|
132 |
+
- S
|
133 |
+
- R
|
134 |
+
- D
|
135 |
+
- L
|
136 |
+
- K
|
137 |
+
- IH1
|
138 |
+
- M
|
139 |
+
- EH1
|
140 |
+
- Z
|
141 |
+
- DH
|
142 |
+
- UW1
|
143 |
+
- AE1
|
144 |
+
- IH0
|
145 |
+
- AY1
|
146 |
+
- AH1
|
147 |
+
- W
|
148 |
+
- .
|
149 |
+
- P
|
150 |
+
- F
|
151 |
+
- IY1
|
152 |
+
- V
|
153 |
+
- ER0
|
154 |
+
- AA1
|
155 |
+
- B
|
156 |
+
- AO1
|
157 |
+
- HH
|
158 |
+
- EY1
|
159 |
+
- IY0
|
160 |
+
- ','
|
161 |
+
- Y
|
162 |
+
- NG
|
163 |
+
- OW1
|
164 |
+
- G
|
165 |
+
- AW1
|
166 |
+
- TH
|
167 |
+
- SH
|
168 |
+
- UH1
|
169 |
+
- '?'
|
170 |
+
- ER1
|
171 |
+
- JH
|
172 |
+
- CH
|
173 |
+
- OW0
|
174 |
+
- OW2
|
175 |
+
- EH2
|
176 |
+
- IH2
|
177 |
+
- EY2
|
178 |
+
- AA2
|
179 |
+
- AE2
|
180 |
+
- AY2
|
181 |
+
- ''''
|
182 |
+
- OY1
|
183 |
+
- UW0
|
184 |
+
- '!'
|
185 |
+
- AO2
|
186 |
+
- EH0
|
187 |
+
- ZH
|
188 |
+
- AH2
|
189 |
+
- AE0
|
190 |
+
- UW2
|
191 |
+
- AA0
|
192 |
+
- AY0
|
193 |
+
- IY2
|
194 |
+
- AW2
|
195 |
+
- AO0
|
196 |
+
- EY0
|
197 |
+
- ER2
|
198 |
+
- UH2
|
199 |
+
- '...'
|
200 |
+
- AW0
|
201 |
+
- UH0
|
202 |
+
- OY2
|
203 |
+
- <sos/eos>
|
204 |
+
odim: null
|
205 |
+
model_conf: {}
|
206 |
+
use_preprocessor: true
|
207 |
+
token_type: phn
|
208 |
+
bpemodel: null
|
209 |
+
non_linguistic_symbols: null
|
210 |
+
cleaner: tacotron
|
211 |
+
g2p: g2p_en_no_space
|
212 |
+
feats_extract: fbank
|
213 |
+
feats_extract_conf:
|
214 |
+
fs: 22050
|
215 |
+
fmin: 80
|
216 |
+
fmax: 7600
|
217 |
+
n_mels: 80
|
218 |
+
hop_length: 256
|
219 |
+
n_fft: 1024
|
220 |
+
win_length: null
|
221 |
+
normalize: global_mvn
|
222 |
+
normalize_conf:
|
223 |
+
stats_file: exp/tts_stats_raw_phn_tacotron_g2p_en_no_space/train/feats_stats.npz
|
224 |
+
tts: tacotron2
|
225 |
+
tts_conf:
|
226 |
+
embed_dim: 512
|
227 |
+
elayers: 1
|
228 |
+
eunits: 512
|
229 |
+
econv_layers: 3
|
230 |
+
econv_chans: 512
|
231 |
+
econv_filts: 5
|
232 |
+
atype: location
|
233 |
+
adim: 512
|
234 |
+
aconv_chans: 32
|
235 |
+
aconv_filts: 15
|
236 |
+
cumulate_att_w: true
|
237 |
+
dlayers: 2
|
238 |
+
dunits: 1024
|
239 |
+
prenet_layers: 2
|
240 |
+
prenet_units: 256
|
241 |
+
postnet_layers: 5
|
242 |
+
postnet_chans: 512
|
243 |
+
postnet_filts: 5
|
244 |
+
output_activation: null
|
245 |
+
use_batch_norm: true
|
246 |
+
use_concate: true
|
247 |
+
use_residual: false
|
248 |
+
dropout_rate: 0.5
|
249 |
+
zoneout_rate: 0.1
|
250 |
+
reduction_factor: 1
|
251 |
+
spk_embed_dim: null
|
252 |
+
use_masking: true
|
253 |
+
bce_pos_weight: 5.0
|
254 |
+
use_guided_attn_loss: true
|
255 |
+
guided_attn_loss_sigma: 0.4
|
256 |
+
guided_attn_loss_lambda: 1.0
|
257 |
+
pitch_extract: null
|
258 |
+
pitch_extract_conf: {}
|
259 |
+
pitch_normalize: null
|
260 |
+
pitch_normalize_conf: {}
|
261 |
+
energy_extract: null
|
262 |
+
energy_extract_conf: {}
|
263 |
+
energy_normalize: null
|
264 |
+
energy_normalize_conf: {}
|
265 |
+
required:
|
266 |
+
- output_dir
|
267 |
+
- token_list
|
268 |
+
distributed: false
|
269 |
+
|
270 |
+
```
|
271 |
+
|
272 |
+
</details>
|
273 |
+
|
274 |
+
|
275 |
+
### Citing RyanSpeech
|
276 |
+
|
277 |
+
```BibTex
|
278 |
+
@inproceedings{Zandie2021RyanSpeechAC,
|
279 |
+
title={RyanSpeech: A Corpus for Conversational Text-to-Speech Synthesis},
|
280 |
+
author={Rohola Zandie and Mohammad H. Mahoor and Julia Madsen and Eshrat S. Emamian},
|
281 |
+
booktitle={Interspeech},
|
282 |
+
year={2021}
|
283 |
+
}
|
284 |
+
```
|