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Handle multiple languages #39

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Aug 30, 2023
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5 changes: 3 additions & 2 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -2,9 +2,10 @@ venv
*.wav
.vscode
__pycache__
model.pt
*.pt
dist
*egg-info
build
sessions
samples
samples
langs.json
17 changes: 14 additions & 3 deletions silero_api_server/server.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,7 +3,7 @@
import os
from fastapi import FastAPI, Response, HTTPException, Request
from fastapi.middleware.cors import CORSMiddleware
from fastapi.responses import FileResponse
from fastapi.responses import FileResponse, JSONResponse
from fastapi.staticfiles import StaticFiles
from pydantic import BaseModel
import uvicorn
Expand Down Expand Up @@ -48,6 +48,8 @@ class SampleText(BaseModel):
class SessionPayload(BaseModel):
path: Optional[str]

class Language(BaseModel):
id: str
@app.get("/tts/speakers")
def speakers(request: Request):
voices = [
Expand Down Expand Up @@ -75,18 +77,27 @@ def generate(voice: Voice):

@app.get("/tts/sample")
def play_sample(speaker: str):
return FileResponse(f"{SAMPLE_PATH}/{speaker}.wav")
return FileResponse(f"{SAMPLE_PATH}/{speaker}.wav",status_code=200)

@app.post("/tts/generate-samples")
def generate_samples(sample_text: Optional[str] = ""):
tts_service.update_sample_text(sample_text)
tts_service.generate_samples()
return Response("Generated samples",status_code=200)

@app.post("/tts/init_session")
@app.post("/tts/session")
def init_session(sessionPayload: SessionPayload):
tts_service.init_sessions_path(sessionPayload.path)
return Response(f"Session path created at {sessionPayload.path}")

@app.get("/tts/language")
def get_languages():
return JSONResponse(list(tts_service.langs.keys()),status_code=200)

@app.post("/tts/language")
def set_language(language: Language):
tts_service.load_model(language.id)
return Response(status_code=200)

if __name__ == "__main__":
uvicorn.run(app,host="0.0.0.0",port=8001)
72 changes: 58 additions & 14 deletions silero_api_server/tts.py
Original file line number Diff line number Diff line change
@@ -1,56 +1,71 @@
# V3
import os, time
import shutil
import requests
import torch
import torch.package
import torchaudio
from hashlib import md5
from loguru import logger
from pydub import AudioSegment
from pathlib import Path
import json

class SileroTtsService:
"""
Generate TTS wav files using Silero
"""
def __init__(self, sample_path) -> None:
def __init__(self, sample_path, lang="v3_en.pt") -> None:
self.sample_text = "The fallowed fallen swindle auspacious goats in portable power stations."
self.sample_path = Path(sample_path)
self.sessions_path = None

# Silero works fine on CPU
self.device = torch.device('cpu')
torch.set_num_threads(4)
torchaudio.set_audio_backend("soundfile")

# Make sure we have the model
self.local_file = Path('model.pt')
if not Path.is_file(self.local_file):
logger.warning(f"First run, downloading Silero model. This could take some time...")
torch.hub.download_url_to_file('https://models.silero.ai/models/tts/en/v3_en.pt',
self.local_file)
logger.info(f"Model download completed.")


# Make sure we have the sample path
if not self.sample_path.exists():
self.sample_path.mkdir()

self.model = torch.package.PackageImporter(self.local_file).load_pickle("tts_models", "model")
self.model.to(self.device)
self.sample_path.mkdir()

self.sample_rate = 48000
logger.info(f"TTS Service loaded successfully")

# Prevent generation failure due to too long input
self.max_char_length = 600

# Get language model URLs
self.langs = self.list_languages()

# Load model
self.load_model(lang)

def init_sessions_path(self, sessions_path="sessions"):
self.sessions_path = Path(sessions_path)
if not self.sessions_path.exists():
self.sessions_path.mkdir()

def load_model(self, lang_model="v3_en.pt"):
# Download the model. Default to en.
if lang_model not in self.langs:
raise Exception(f"{lang_model} not in {list(self.langs.values())}")

model_url = self.langs[lang_model]
self.model_file = Path(lang_model)

if not Path.is_file(self.model_file):
logger.warning(f"Downloading Silero {lang_model} model...")
torch.hub.download_url_to_file(model_url,
self.model_file)
logger.info(f"Model download completed.")

self.model = torch.package.PackageImporter(self.model_file).load_pickle("tts_models", "model")
self.model.to(self.device)

def generate(self, speaker, text, session=""):
if len(text) > self.max_char_length:
# Handle long text input
text_chunks = self.split_text(text)
combined_wav = AudioSegment.empty()

Expand Down Expand Up @@ -124,3 +139,32 @@ def update_sample_text(self,text: str):
self.sample_text = text
logger.info(f"Sample text updated to {self.sample_text}")

def list_languages(self):
'Grab all v3 model links from https://models.silero.ai/models/tts'
lang_file = Path('langs.json')
if lang_file.exists():
with lang_file.open('r') as fh:
logger.info('Loading cached language index')
return json.load(fh)
logger.info('Loading remote language index')
lang_base_url = 'https://models.silero.ai/models/tts'
lang_urls = {}

# Parse initial web directory for languages
response = requests.get(lang_base_url)
langs = [lang.split('/')[0] for lang in response.text.split('<a href="')][1:]

# Enter each web directory and grab v3 model file links
for lang in langs:
response = requests.get(f"{lang_base_url}/{lang}")
if not response.ok:
raise f"Failed to get languages: {response.status_code}"
lang_files = [f.split('"')[0] for f in response.text.split('<a href="')][1:]

# If a valid v3 file, add to list
for lang_file in lang_files:
if lang_file.startswith('v3'):
lang_urls[lang_file]=f"{lang_base_url}/{lang}/{lang_file}"
with open('langs.json','w') as fh:
json.dump(lang_urls,fh)
return lang_urls
15 changes: 15 additions & 0 deletions test/silero_test.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,15 @@
import unittest
from silero_api_server.tts import SileroTtsService

class SileroApiServerTest(unittest.TestCase):
def test_list_languages(self):
svc = SileroTtsService('samples')
lang = svc.list_languages()
self.assertIn('https://models.silero.ai/models/tts/es/v3_es.pt',lang.values())

def test_init_model(self):
svc = SileroTtsService('samples')
lang = svc.list_languages()
svc.load_model(list(lang.keys())[0])
model_file = svc.model_file
self.assertTrue(model_file.exists())