feat: apply new agent naming standards
Expanding abbreviations to remove ambiguity, simplifying agent names to reduce repetition. ref: N25B-257
This commit is contained in:
172
src/control_backend/agents/perception/vad_agent.py
Normal file
172
src/control_backend/agents/perception/vad_agent.py
Normal file
@@ -0,0 +1,172 @@
|
||||
import numpy as np
|
||||
import torch
|
||||
import zmq
|
||||
import zmq.asyncio as azmq
|
||||
from spade.behaviour import CyclicBehaviour
|
||||
|
||||
from control_backend.agents import BaseAgent
|
||||
from control_backend.core.config import settings
|
||||
|
||||
from .transcription_agent.transcription_agent import TranscriptionAgent
|
||||
|
||||
|
||||
class SocketPoller[T]:
|
||||
"""
|
||||
Convenience class for polling a socket for data with a timeout, persisting a zmq.Poller for
|
||||
multiple usages.
|
||||
"""
|
||||
|
||||
def __init__(self, socket: azmq.Socket, timeout_ms: int = 100):
|
||||
"""
|
||||
:param socket: The socket to poll and get data from.
|
||||
:param timeout_ms: A timeout in milliseconds to wait for data.
|
||||
"""
|
||||
self.socket = socket
|
||||
self.poller = zmq.Poller()
|
||||
self.poller.register(self.socket, zmq.POLLIN)
|
||||
self.timeout_ms = timeout_ms
|
||||
|
||||
async def poll(self, timeout_ms: int | None = None) -> T | None:
|
||||
"""
|
||||
Get data from the socket, or None if the timeout is reached.
|
||||
|
||||
:param timeout_ms: If given, the timeout. Otherwise, `self.timeout_ms` is used.
|
||||
:return: Data from the socket or None.
|
||||
"""
|
||||
timeout_ms = timeout_ms or self.timeout_ms
|
||||
socks = dict(self.poller.poll(timeout_ms))
|
||||
if socks.get(self.socket) == zmq.POLLIN:
|
||||
return await self.socket.recv()
|
||||
return None
|
||||
|
||||
|
||||
class StreamingBehaviour(CyclicBehaviour):
|
||||
def __init__(self, audio_in_socket: azmq.Socket, audio_out_socket: azmq.Socket):
|
||||
super().__init__()
|
||||
self.audio_in_poller = SocketPoller[bytes](audio_in_socket)
|
||||
self.model, _ = torch.hub.load(
|
||||
repo_or_dir="snakers4/silero-vad", model="silero_vad", force_reload=False
|
||||
)
|
||||
self.audio_out_socket = audio_out_socket
|
||||
|
||||
self.audio_buffer = np.array([], dtype=np.float32)
|
||||
self.i_since_speech = 100 # Used to allow small pauses in speech
|
||||
self._ready = False
|
||||
|
||||
async def reset(self):
|
||||
"""Clears the ZeroMQ queue and tells this behavior to start."""
|
||||
discarded = 0
|
||||
while await self.audio_in_poller.poll(1) is not None:
|
||||
discarded += 1
|
||||
self.agent.logger.info(f"Discarded {discarded} audio packets before starting.")
|
||||
self._ready = True
|
||||
|
||||
async def run(self) -> None:
|
||||
if not self._ready:
|
||||
return
|
||||
|
||||
data = await self.audio_in_poller.poll()
|
||||
if data is None:
|
||||
if len(self.audio_buffer) > 0:
|
||||
self.agent.logger.debug(
|
||||
"No audio data received. Discarding buffer until new data arrives."
|
||||
)
|
||||
self.audio_buffer = np.array([], dtype=np.float32)
|
||||
self.i_since_speech = 100
|
||||
return
|
||||
|
||||
# copy otherwise Torch will be sad that it's immutable
|
||||
chunk = np.frombuffer(data, dtype=np.float32).copy()
|
||||
prob = self.model(torch.from_numpy(chunk), 16000).item()
|
||||
|
||||
if prob > 0.5:
|
||||
if self.i_since_speech > 3:
|
||||
self.agent.logger.debug("Speech started.")
|
||||
self.audio_buffer = np.append(self.audio_buffer, chunk)
|
||||
self.i_since_speech = 0
|
||||
return
|
||||
self.i_since_speech += 1
|
||||
|
||||
# prob < 0.5, so speech maybe ended. Wait a bit more before to be more certain
|
||||
if self.i_since_speech <= 3:
|
||||
self.audio_buffer = np.append(self.audio_buffer, chunk)
|
||||
return
|
||||
|
||||
# Speech probably ended. Make sure we have a usable amount of data.
|
||||
if len(self.audio_buffer) >= 3 * len(chunk):
|
||||
self.agent.logger.debug("Speech ended.")
|
||||
await self.audio_out_socket.send(self.audio_buffer[: -2 * len(chunk)].tobytes())
|
||||
|
||||
# At this point, we know that the speech has ended.
|
||||
# Prepend the last chunk that had no speech, for a more fluent boundary
|
||||
self.audio_buffer = chunk
|
||||
|
||||
|
||||
class VADAgent(BaseAgent):
|
||||
"""
|
||||
An agent which listens to an audio stream, does Voice Activity Detection (VAD), and sends
|
||||
fragments with detected speech to other agents over ZeroMQ.
|
||||
"""
|
||||
|
||||
def __init__(self, audio_in_address: str, audio_in_bind: bool):
|
||||
jid = settings.agent_settings.vad_name + "@" + settings.agent_settings.host
|
||||
super().__init__(jid, settings.agent_settings.vad_name)
|
||||
|
||||
self.audio_in_address = audio_in_address
|
||||
self.audio_in_bind = audio_in_bind
|
||||
|
||||
self.audio_in_socket: azmq.Socket | None = None
|
||||
self.audio_out_socket: azmq.Socket | None = None
|
||||
|
||||
self.streaming_behaviour: StreamingBehaviour | None = None
|
||||
|
||||
async def stop(self):
|
||||
"""
|
||||
Stop listening to audio, stop publishing audio, close sockets.
|
||||
"""
|
||||
if self.audio_in_socket is not None:
|
||||
self.audio_in_socket.close()
|
||||
self.audio_in_socket = None
|
||||
if self.audio_out_socket is not None:
|
||||
self.audio_out_socket.close()
|
||||
self.audio_out_socket = None
|
||||
return await super().stop()
|
||||
|
||||
def _connect_audio_in_socket(self):
|
||||
self.audio_in_socket = azmq.Context.instance().socket(zmq.SUB)
|
||||
self.audio_in_socket.setsockopt_string(zmq.SUBSCRIBE, "")
|
||||
if self.audio_in_bind:
|
||||
self.audio_in_socket.bind(self.audio_in_address)
|
||||
else:
|
||||
self.audio_in_socket.connect(self.audio_in_address)
|
||||
self.audio_in_poller = SocketPoller[bytes](self.audio_in_socket)
|
||||
|
||||
def _connect_audio_out_socket(self) -> int | None:
|
||||
"""Returns the port bound, or None if binding failed."""
|
||||
try:
|
||||
self.audio_out_socket = azmq.Context.instance().socket(zmq.PUB)
|
||||
return self.audio_out_socket.bind_to_random_port("tcp://*", max_tries=100)
|
||||
except zmq.ZMQBindError:
|
||||
self.logger.error("Failed to bind an audio output socket after 100 tries.")
|
||||
self.audio_out_socket = None
|
||||
return None
|
||||
|
||||
async def setup(self):
|
||||
self.logger.info("Setting up %s", self.jid)
|
||||
|
||||
self._connect_audio_in_socket()
|
||||
|
||||
audio_out_port = self._connect_audio_out_socket()
|
||||
if audio_out_port is None:
|
||||
await self.stop()
|
||||
return
|
||||
audio_out_address = f"tcp://localhost:{audio_out_port}"
|
||||
|
||||
self.streaming_behaviour = StreamingBehaviour(self.audio_in_socket, self.audio_out_socket)
|
||||
self.add_behaviour(self.streaming_behaviour)
|
||||
|
||||
# Start agents dependent on the output audio fragments here
|
||||
transcriber = TranscriptionAgent(audio_out_address)
|
||||
await transcriber.start()
|
||||
|
||||
self.logger.info("Finished setting up %s", self.jid)
|
||||
Reference in New Issue
Block a user