testing
Browse files
app.py
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| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
# import csv
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| 3 |
+
import typing
|
| 4 |
+
import wave
|
| 5 |
+
import subprocess
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| 6 |
+
import tempfile
|
| 7 |
+
from pathlib import Path
|
| 8 |
+
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| 9 |
+
import gradio as gr
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| 10 |
+
# from typing import Tuple, Dict
|
| 11 |
+
# import pandas as pd
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| 12 |
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import socket
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| 13 |
+
# import yaml
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| 14 |
+
# from os.path import exists
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| 15 |
+
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| 16 |
+
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| 17 |
+
# def read_config(file) -> Dict:
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| 18 |
+
# with open(file, 'r') as f:
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| 19 |
+
# return yaml.safe_load(f)
|
| 20 |
+
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| 21 |
+
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| 22 |
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# def write_config(file, config_data):
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| 23 |
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# with open(file, 'w') as yaml_file:
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| 24 |
+
# yaml.dump(config_data, yaml_file, default_flow_style=False)
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| 25 |
+
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| 26 |
+
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| 27 |
+
# def load_data(filename: str) -> pd.DataFrame:
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| 28 |
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# text_df = pd.read_csv(filename, header=None, names=['wav', 'text'], sep='|', on_bad_lines='skip')
|
| 29 |
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# print(text_df.head(4))
|
| 30 |
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# return text_df
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| 31 |
+
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| 32 |
+
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| 33 |
+
# def validate_index(index: int) -> int:
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| 34 |
+
# max_index = Globals['max_index']
|
| 35 |
+
# if index > max_index:
|
| 36 |
+
# index = max_index
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| 37 |
+
# if index < 0:
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| 38 |
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# index = 0
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| 39 |
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# return index
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| 40 |
+
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| 41 |
+
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| 42 |
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def process_text(text: str) -> typing.List:
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| 43 |
+
text2 = text.lower().split('\n')
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| 44 |
+
# mucella_001|500|Nartıme zı pşıj-themate gore yaağ. A pşıjım zerécew ştığexer pşı Jećej. A pşıjım yıe yiĺ šıfxem lıyew arixırer afemış'ejew ḣuğe.|ady-lt
|
| 45 |
+
index = 0
|
| 46 |
+
text3 = []
|
| 47 |
+
for line in text2:
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| 48 |
+
line = line.strip()
|
| 49 |
+
if line == '':
|
| 50 |
+
print('-D- Skipping an empty line')
|
| 51 |
+
continue
|
| 52 |
+
print(f'-D- Processing line: {line}')
|
| 53 |
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line = f'mucella_{index:04d}|500|{line}|ady-lt'
|
| 54 |
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index = index + 1
|
| 55 |
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text3.append(line)
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| 56 |
+
print(f'-D- process_text() text\n-D- before:\n{text}\n-D- after:\n{text3}')
|
| 57 |
+
return text3
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| 58 |
+
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| 59 |
+
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| 60 |
+
# def get_item_data(index: int) -> Tuple[int, str, str, str]:
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| 61 |
+
# index = validate_index(index)
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| 62 |
+
# df = Globals['text_df']
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| 63 |
+
# text = df.at[index, 'text']
|
| 64 |
+
# if not isinstance(text, str):
|
| 65 |
+
# text = ''
|
| 66 |
+
# # Limit text to 'max_characters'
|
| 67 |
+
# # if len(text) > Globals['max_characters']:
|
| 68 |
+
# # text = text[0:Globals['max_characters']]
|
| 69 |
+
# audio_tag = df.at[index, 'wav']
|
| 70 |
+
# audio_file = None
|
| 71 |
+
# if isinstance(audio_tag, str):
|
| 72 |
+
# audio_file = Globals['audio_dir'] + '/' + audio_tag + '.wav'
|
| 73 |
+
# save_index(index)
|
| 74 |
+
# return index, text, audio_tag, audio_file
|
| 75 |
+
|
| 76 |
+
|
| 77 |
+
# Globals = {
|
| 78 |
+
# 'input_csv': '',
|
| 79 |
+
# 'output_csv': '',
|
| 80 |
+
# 'audio_dir': '',
|
| 81 |
+
# 'session_config_file': '',
|
| 82 |
+
# 'text_df': pd.DataFrame(),
|
| 83 |
+
# 'max_index': 0
|
| 84 |
+
# }
|
| 85 |
+
# config_file = '/home/haroon/PycharmProjects/gradio_creating_web_apis/mucella_metadata.cfg'
|
| 86 |
+
|
| 87 |
+
# python eval.py --model-dir=/home/haroon/git_repos/few-shot-transformer-tts/Models/Mucella --log-dir=/home/haroon/git_repos/few-shot-transformer-tts/Models/Mucella/synthesize/kamzegur1 --data-dir=/home/haroon/git_repos/few-shot-transformer-tts/Samples/ --eval_meta=/home/haroon/git_repos/few-shot-transformer-tts/Samples/kamzegur1.txt --start_step=2580000 --no_wait=True
|
| 88 |
+
|
| 89 |
+
Globals = {
|
| 90 |
+
'python_interpreter': '/home/haroon/python_virtual_envs/few_shot_tts/bin/python3',
|
| 91 |
+
'code_repository_dir': '/home/haroon/git_repos/few-shot-transformer-tts',
|
| 92 |
+
'model_dir': '/home/haroon/git_repos/few-shot-transformer-tts/Models/Mucella',
|
| 93 |
+
'start_step': 2580000,
|
| 94 |
+
'log_dir': '/tmp/few-shot-transformer-tts-server/log',
|
| 95 |
+
'data_dir': '/tmp/few-shot-transformer-tts-server/text',
|
| 96 |
+
'default_text': ' Maḣe keume sépĺı! \n \n Harun Şewgen \n',
|
| 97 |
+
'outfile': ''
|
| 98 |
+
}
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
# def incr_index(current_index: int) -> int:
|
| 102 |
+
# current_index = current_index + 1
|
| 103 |
+
# current_index = validate_index(current_index)
|
| 104 |
+
# return current_index
|
| 105 |
+
|
| 106 |
+
|
| 107 |
+
# def decr_index(current_index: int) -> int:
|
| 108 |
+
# current_index = current_index - 1
|
| 109 |
+
# current_index = validate_index(current_index)
|
| 110 |
+
# return current_index
|
| 111 |
+
|
| 112 |
+
|
| 113 |
+
def concat_wavs(processed_text: str) -> str:
|
| 114 |
+
temp_wav_name = f'adiga_{next(tempfile._get_candidate_names())}'
|
| 115 |
+
# outfile = f"{Globals['log_dir']}/output.wav"
|
| 116 |
+
outfile = f"{Globals['log_dir']}/{temp_wav_name}.wav"
|
| 117 |
+
print(f'-D- Concatenating to a single wav file: {outfile}')
|
| 118 |
+
# /tmp/few-shot-transformer-tts-server/log/eval_2580000/mucella_0000.wav
|
| 119 |
+
data = []
|
| 120 |
+
for line in processed_text:
|
| 121 |
+
print(f'-D- concat_wavs() line before split: {line}')
|
| 122 |
+
wav_file, _, _, _ = line.split('|')
|
| 123 |
+
wav_file = f"{Globals['log_dir']}/eval_{Globals['start_step']}/{wav_file}.wav"
|
| 124 |
+
print(f'-D- wav_file: {wav_file}')
|
| 125 |
+
w = wave.open(wav_file, 'rb')
|
| 126 |
+
data.append([w.getparams(), w.readframes(w.getnframes())])
|
| 127 |
+
w.close()
|
| 128 |
+
output = wave.open(outfile, 'wb')
|
| 129 |
+
output.setparams(data[0][0])
|
| 130 |
+
for i in range(len(data)):
|
| 131 |
+
output.writeframes(data[i][1])
|
| 132 |
+
output.close()
|
| 133 |
+
return outfile
|
| 134 |
+
|
| 135 |
+
|
| 136 |
+
def speak(text: str) -> str:
|
| 137 |
+
Globals['outfile'] = ''
|
| 138 |
+
print('-I- Generating speech ...')
|
| 139 |
+
print(f'-D- speak() text: {text}')
|
| 140 |
+
processed_text = process_text(text)
|
| 141 |
+
# Save text to a temporary file
|
| 142 |
+
text_file = f"{Globals['data_dir']}/text.txt"
|
| 143 |
+
with open(text_file, 'w') as f:
|
| 144 |
+
for line in processed_text:
|
| 145 |
+
f.write(f'{line}\n')
|
| 146 |
+
f.close()
|
| 147 |
+
|
| 148 |
+
# Prepare speech synthesis command:
|
| 149 |
+
# python eval.py --model-dir=/home/haroon/git_repos/few-shot-transformer-tts/Models/Mucella --log-dir=/home/haroon/git_repos/few-shot-transformer-tts/Models/Mucella/synthesize/kamzegur1 --data-dir=/home/haroon/git_repos/few-shot-transformer-tts/Samples/ --eval_meta=/home/haroon/git_repos/few-shot-transformer-tts/Samples/kamzegur1.txt --start_step=2580000 --no_wait=True
|
| 150 |
+
cmd = f"{Globals['python_interpreter']} {Globals['code_repository_dir']}/eval.py --model-dir={Globals['model_dir']} --log-dir={Globals['log_dir']} --data-dir={Globals['data_dir']} --eval_meta={text_file} --start_step={Globals['start_step']} --no_wait=True".split()
|
| 151 |
+
print(f'-D- Speech synthesis command:\n{cmd}')
|
| 152 |
+
subprocess.run(cmd)
|
| 153 |
+
print(f'-D- Finished synthesizing speech.')
|
| 154 |
+
outfile = concat_wavs(processed_text)
|
| 155 |
+
Globals['outfile'] = outfile
|
| 156 |
+
return outfile, outfile
|
| 157 |
+
|
| 158 |
+
|
| 159 |
+
def download() -> str:
|
| 160 |
+
outfile = Globals['outfile']
|
| 161 |
+
if outfile != '' and Path(outfile).is_file():
|
| 162 |
+
print(f'-I- Downloading {outfile}')
|
| 163 |
+
return outfile
|
| 164 |
+
return None
|
| 165 |
+
|
| 166 |
+
|
| 167 |
+
# def handle_text_editing(index: int, text: str) -> dict:
|
| 168 |
+
# index = int(index)
|
| 169 |
+
# index = validate_index(index)
|
| 170 |
+
# new_text = text
|
| 171 |
+
# if "\n" in new_text:
|
| 172 |
+
# if index == Globals['max_index']:
|
| 173 |
+
# print("-W- Can't split text since there are no audio tags left. Please add more audio tags.")
|
| 174 |
+
# return gr.update(value=new_text)
|
| 175 |
+
# [new_text1, new_text2] = new_text.split("\n", 1)
|
| 176 |
+
# orig_text = Globals['text_df'].iat[index, 1]
|
| 177 |
+
# orig_text2_index = orig_text.find(new_text2)
|
| 178 |
+
# if orig_text2_index == -1:
|
| 179 |
+
# # If text after the new line has been modified then just take the whole original text of this item to the
|
| 180 |
+
# # next item (not easy way to figure out how to cut the original text).
|
| 181 |
+
# new_text2 = orig_text
|
| 182 |
+
# else:
|
| 183 |
+
# new_text2 = orig_text[orig_text2_index:]
|
| 184 |
+
# next_item_orig_text = Globals['text_df'].iat[index + 1, 1]
|
| 185 |
+
# if not isinstance(next_item_orig_text, str):
|
| 186 |
+
# next_item_orig_text = ''
|
| 187 |
+
# new_text2 = new_text2 + ' ' + next_item_orig_text
|
| 188 |
+
# save_text(index, new_text1)
|
| 189 |
+
# save_text(index + 1, new_text2)
|
| 190 |
+
# return gr.update(value=new_text1)
|
| 191 |
+
# save_text(index, new_text)
|
| 192 |
+
# return gr.update(value=new_text)
|
| 193 |
+
|
| 194 |
+
|
| 195 |
+
# def update_output_file(output_file: str):
|
| 196 |
+
# Globals['output_csv'] = output_file
|
| 197 |
+
|
| 198 |
+
|
| 199 |
+
# def save_text(index: int, text: str):
|
| 200 |
+
# index = int(index)
|
| 201 |
+
# index = validate_index(index)
|
| 202 |
+
# Globals['text_df'].iat[index, 1] = text
|
| 203 |
+
# Globals['text_df'].to_csv(Globals['output_csv'], index=False, sep='|', header=False, quoting=csv.QUOTE_NONE)
|
| 204 |
+
|
| 205 |
+
|
| 206 |
+
# def save_index(index: int):
|
| 207 |
+
# index = validate_index(index)
|
| 208 |
+
# session_config_data = {'current_index': int(index)}
|
| 209 |
+
# write_config(Globals['session_config_file'], session_config_data)
|
| 210 |
+
|
| 211 |
+
|
| 212 |
+
def main():
|
| 213 |
+
global Globals
|
| 214 |
+
# # Read main config file
|
| 215 |
+
# config_data = {}
|
| 216 |
+
# if exists(config_file):
|
| 217 |
+
# config_data = read_config(config_file)
|
| 218 |
+
# if config_data is not None:
|
| 219 |
+
# Globals.update(config_data)
|
| 220 |
+
# # Read config file which was written by an earlier session of the app
|
| 221 |
+
# Globals['session_config_file'] = config_file + '.session'
|
| 222 |
+
# session_config_data = None
|
| 223 |
+
# if exists(Globals['session_config_file']):
|
| 224 |
+
# session_config_data = read_config(Globals['session_config_file'])
|
| 225 |
+
# if session_config_data is not None:
|
| 226 |
+
# Globals.update(session_config_data)
|
| 227 |
+
|
| 228 |
+
# Globals['output_csv'] = Globals['input_csv'] + '.new'
|
| 229 |
+
# Globals['text_df'] = load_data(Globals['input_csv'])
|
| 230 |
+
# Globals['max_index'] = Globals['text_df'].shape[0] - 1
|
| 231 |
+
# default_index = 0
|
| 232 |
+
# if 'current_index' in Globals:
|
| 233 |
+
# default_index = Globals['current_index']
|
| 234 |
+
# default_index = validate_index(default_index)
|
| 235 |
+
# _, default_text, default_audio_tag, default_audio_file = get_item_data(default_index)
|
| 236 |
+
# print(f'-D- default_text: {default_text}, default_wav: {default_audio_file}')
|
| 237 |
+
|
| 238 |
+
# Close port(s) in case it's still open from previous session
|
| 239 |
+
gr.close_all()
|
| 240 |
+
with gr.Blocks() as app:
|
| 241 |
+
# output_file_elem = gr.Text(label='Output File', value=Globals['output_csv'], interactive=True, max_lines=1)
|
| 242 |
+
# index_elem = gr.Number(label='Index', value=default_index)
|
| 243 |
+
text_elem = gr.Text(show_label=False, value=Globals['default_text'], interactive=True, max_lines=5)
|
| 244 |
+
# audio_tag_elem = gr.Text(label='Audio Tag', value=default_audio_tag, interactive=False)
|
| 245 |
+
# audio_file_elem = gr.Audio(show_label=False, value='')
|
| 246 |
+
speak_btn = gr.Button('Speak')
|
| 247 |
+
# with gr.Row():
|
| 248 |
+
# speak_btn = gr.Button('Speak')
|
| 249 |
+
# download_btn = gr.Button("Download")
|
| 250 |
+
# audio_file_elem = gr.Audio(show_label=False)
|
| 251 |
+
# file_elem = gr.File(visible=True)
|
| 252 |
+
# file_elem.change(fn=download, inputs=[download_btn], outputs=[])
|
| 253 |
+
|
| 254 |
+
# index_elem.change(fn=get_item_data, inputs=[index_elem], outputs=[index_elem, text_elem, audio_tag_elem, audio_file_elem])
|
| 255 |
+
# prev_btn.click(fn=decr_index, inputs=[index_elem], outputs=[index_elem])
|
| 256 |
+
# next_btn.click(fn=incr_index, inputs=[index_elem], outputs=[index_elem])
|
| 257 |
+
speak_btn.click(fn=speak, inputs=[text_elem], outputs=[gr.Audio(show_label=False), gr.File()])
|
| 258 |
+
# download_btn.click(fn=download, inputs=[], outputs=[gr.File()])
|
| 259 |
+
# text_elem.change(fn=handle_text_editing, inputs=[index_elem, text_elem], outputs=[text_elem])
|
| 260 |
+
# output_file_elem.change(fn=update_output_file, inputs=[output_file_elem], outputs=[])
|
| 261 |
+
|
| 262 |
+
hostname = (([ip for ip in socket.gethostbyname_ex(socket.gethostname())[2]if not ip.startswith("127.")] or [[(s.connect(("8.8.8.8", 53)), s.getsockname()[0], s.close()) for s in [socket.socket(socket.AF_INET, socket.SOCK_DGRAM)]][0][1]]) + ["no IP found"])[0]
|
| 263 |
+
print(f'-D- Hostname: {hostname}')
|
| 264 |
+
# app.launch(server_name=hostname, server_port=6012, share=True)
|
| 265 |
+
app.launch(server_name=hostname, share=True)
|
| 266 |
+
exit(0)
|
| 267 |
+
|
| 268 |
+
|
| 269 |
+
if __name__ == '__main__':
|
| 270 |
+
main()
|