mirror of
https://github.com/mudler/LocalAI.git
synced 2025-05-20 10:35:01 +00:00
feat: create bash library to handle install/run/test of python backends (#2286)
* feat: create bash library to handle install/run/test of python backends Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * chore: minor cleanup Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: remove incorrect LIMIT_TARGETS from parler-tts Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * fix: update runUnitests to handle running tests from a custom test file Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> * chore: document runUnittests Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com> --------- Signed-off-by: Chris Jowett <421501+cryptk@users.noreply.github.com>
This commit is contained in:
parent
7f4febd6c2
commit
e2de8a88f7
106 changed files with 425 additions and 1606 deletions
125
backend/python/parler-tts/backend.py
Normal file
125
backend/python/parler-tts/backend.py
Normal file
|
@ -0,0 +1,125 @@
|
|||
#!/usr/bin/env python3
|
||||
"""
|
||||
Extra gRPC server for MusicgenForConditionalGeneration models.
|
||||
"""
|
||||
from concurrent import futures
|
||||
|
||||
import argparse
|
||||
import signal
|
||||
import sys
|
||||
import os
|
||||
|
||||
import time
|
||||
import backend_pb2
|
||||
import backend_pb2_grpc
|
||||
|
||||
import grpc
|
||||
|
||||
from scipy.io.wavfile import write as write_wav
|
||||
|
||||
from parler_tts import ParlerTTSForConditionalGeneration
|
||||
from transformers import AutoTokenizer
|
||||
import soundfile as sf
|
||||
import torch
|
||||
|
||||
_ONE_DAY_IN_SECONDS = 60 * 60 * 24
|
||||
|
||||
# If MAX_WORKERS are specified in the environment use it, otherwise default to 1
|
||||
MAX_WORKERS = int(os.environ.get('PYTHON_GRPC_MAX_WORKERS', '1'))
|
||||
|
||||
# Implement the BackendServicer class with the service methods
|
||||
class BackendServicer(backend_pb2_grpc.BackendServicer):
|
||||
"""
|
||||
A gRPC servicer for the backend service.
|
||||
|
||||
This class implements the gRPC methods for the backend service, including Health, LoadModel, and Embedding.
|
||||
"""
|
||||
def Health(self, request, context):
|
||||
"""
|
||||
A gRPC method that returns the health status of the backend service.
|
||||
|
||||
Args:
|
||||
request: A HealthRequest object that contains the request parameters.
|
||||
context: A grpc.ServicerContext object that provides information about the RPC.
|
||||
|
||||
Returns:
|
||||
A Reply object that contains the health status of the backend service.
|
||||
"""
|
||||
return backend_pb2.Reply(message=bytes("OK", 'utf-8'))
|
||||
|
||||
def LoadModel(self, request, context):
|
||||
"""
|
||||
A gRPC method that loads a model into memory.
|
||||
|
||||
Args:
|
||||
request: A LoadModelRequest object that contains the request parameters.
|
||||
context: A grpc.ServicerContext object that provides information about the RPC.
|
||||
|
||||
Returns:
|
||||
A Result object that contains the result of the LoadModel operation.
|
||||
"""
|
||||
model_name = request.Model
|
||||
device = "cuda:0" if torch.cuda.is_available() else "cpu"
|
||||
try:
|
||||
self.model = ParlerTTSForConditionalGeneration.from_pretrained(model_name).to(device)
|
||||
self.tokenizer = AutoTokenizer.from_pretrained(model_name)
|
||||
except Exception as err:
|
||||
return backend_pb2.Result(success=False, message=f"Unexpected {err=}, {type(err)=}")
|
||||
|
||||
return backend_pb2.Result(message="Model loaded successfully", success=True)
|
||||
|
||||
def TTS(self, request, context):
|
||||
model_name = request.model
|
||||
voice = request.voice
|
||||
if voice == "":
|
||||
voice = "A female speaker with a slightly low-pitched voice delivers her words quite expressively, in a very confined sounding environment with clear audio quality. She speaks very fast."
|
||||
if model_name == "":
|
||||
return backend_pb2.Result(success=False, message="request.model is required")
|
||||
try:
|
||||
device = "cuda:0" if torch.cuda.is_available() else "cpu"
|
||||
input_ids = self.tokenizer(voice, return_tensors="pt").input_ids.to(device)
|
||||
prompt_input_ids = self.tokenizer(request.text, return_tensors="pt").input_ids.to(device)
|
||||
|
||||
generation = self.model.generate(input_ids=input_ids, prompt_input_ids=prompt_input_ids)
|
||||
audio_arr = generation.cpu().numpy().squeeze()
|
||||
print("[parler-tts] TTS generated!", file=sys.stderr)
|
||||
sf.write(request.dst, audio_arr, self.model.config.sampling_rate)
|
||||
print("[parler-tts] TTS saved to", request.dst, file=sys.stderr)
|
||||
print("[parler-tts] TTS for", file=sys.stderr)
|
||||
print(request, file=sys.stderr)
|
||||
except Exception as err:
|
||||
return backend_pb2.Result(success=False, message=f"Unexpected {err=}, {type(err)=}")
|
||||
return backend_pb2.Result(success=True)
|
||||
|
||||
|
||||
def serve(address):
|
||||
server = grpc.server(futures.ThreadPoolExecutor(max_workers=MAX_WORKERS))
|
||||
backend_pb2_grpc.add_BackendServicer_to_server(BackendServicer(), server)
|
||||
server.add_insecure_port(address)
|
||||
server.start()
|
||||
print("[parler-tts] Server started. Listening on: " + address, file=sys.stderr)
|
||||
|
||||
# Define the signal handler function
|
||||
def signal_handler(sig, frame):
|
||||
print("[parler-tts] Received termination signal. Shutting down...")
|
||||
server.stop(0)
|
||||
sys.exit(0)
|
||||
|
||||
# Set the signal handlers for SIGINT and SIGTERM
|
||||
signal.signal(signal.SIGINT, signal_handler)
|
||||
signal.signal(signal.SIGTERM, signal_handler)
|
||||
|
||||
try:
|
||||
while True:
|
||||
time.sleep(_ONE_DAY_IN_SECONDS)
|
||||
except KeyboardInterrupt:
|
||||
server.stop(0)
|
||||
|
||||
if __name__ == "__main__":
|
||||
parser = argparse.ArgumentParser(description="Run the gRPC server.")
|
||||
parser.add_argument(
|
||||
"--addr", default="localhost:50051", help="The address to bind the server to."
|
||||
)
|
||||
args = parser.parse_args()
|
||||
print(f"[parler-tts] startup: {args}", file=sys.stderr)
|
||||
serve(args.addr)
|
Loading…
Add table
Add a link
Reference in a new issue