Add CUDA acceleration (requires onnxruntime-gpu)

This commit is contained in:
Michael Hansen 2022-04-07 16:54:48 -04:00
commit e56b4579a6
14 changed files with 432 additions and 141 deletions

View file

@ -17,67 +17,70 @@
import asyncio
import logging
import tempfile
import threading
from queue import Queue
import hypercorn
from mimic3_tts import Mimic3Settings, Mimic3TextToSpeechSystem
from .app import get_app
from .args import get_args
from .synthesis import do_synthesis_proc
_LOGGER = logging.getLogger(__name__)
# -----------------------------------------------------------------------------
args = get_args()
if args.debug:
logging.basicConfig(level=logging.DEBUG)
def main():
args = get_args()
# Override epitran
logging.getLogger().setLevel(logging.DEBUG)
else:
logging.basicConfig(level=logging.INFO)
if args.debug:
logging.basicConfig(level=logging.DEBUG)
# Override epitran
logging.getLogger().setLevel(logging.INFO)
# Override epitran
logging.getLogger().setLevel(logging.DEBUG)
else:
logging.basicConfig(level=logging.INFO)
# Override epitran
logging.getLogger().setLevel(logging.INFO)
_LOGGER.debug(args)
_LOGGER.debug(args)
# Run Web Server
_LOGGER.info("Starting web server")
request_queue = Queue()
threads = [
threading.Thread(
target=do_synthesis_proc, args=(args, request_queue), daemon=True
)
for _ in range(args.num_threads)
]
for thread in threads:
thread.start()
hyp_config = hypercorn.config.Config()
hyp_config.bind = [f"{args.host}:{args.port}"]
try:
with tempfile.TemporaryDirectory(prefix="mimic3") as temp_dir:
app = get_app(args, request_queue, temp_dir)
asyncio.run(hypercorn.asyncio.serve(app, hyp_config))
finally:
# Drain queue
while not request_queue.empty():
request_queue.get()
# Stop request threads
for _ in range(args.num_threads):
request_queue.put(None)
for thread in threads:
thread.join()
# -----------------------------------------------------------------------------
# Load Mimic 3
# -----------------------------------------------------------------------------
# TODO: args.voices_dir
mimic3 = Mimic3TextToSpeechSystem(
Mimic3Settings(
voice=args.voice,
speaker=args.speaker,
length_scale=args.length_scale,
noise_scale=args.noise_scale,
noise_w=args.noise_w,
)
)
if args.preload_voice:
# Ensure voices are preloaded
for voice_key in args.preload_voice:
_LOGGER.debug("Preloading voice: %s", voice_key)
mimic3.preload_voice(voice_key)
# -----------------------------------------------------------------------------
# Run Web Server
# -----------------------------------------------------------------------------
_LOGGER.info("Starting web server")
hyp_config = hypercorn.config.Config()
hyp_config.bind = [f"{args.host}:{args.port}"]
with mimic3, tempfile.TemporaryDirectory(prefix="mimic3") as temp_dir:
app = get_app(args, mimic3, temp_dir)
asyncio.run(hypercorn.asyncio.serve(app, hyp_config))
if __name__ == "__main__":
main()