test: complete VAD unit and integration tests

Including an integration test with real voice audio.

ref: N25B-213
This commit is contained in:
Twirre Meulenbelt
2025-10-23 21:17:41 +02:00
parent ca5e59d029
commit d47074d091
10 changed files with 312 additions and 22 deletions

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@@ -0,0 +1,46 @@
from unittest.mock import AsyncMock, MagicMock
import pytest
import zmq
from control_backend.agents.vad_agent import SocketPoller
@pytest.fixture
def socket():
return AsyncMock()
@pytest.mark.asyncio
async def test_socket_poller_with_data(socket, mocker):
socket_data = b"test"
socket.recv.return_value = socket_data
mock_poller: MagicMock = mocker.patch("control_backend.agents.vad_agent.zmq.Poller")
mock_poller.return_value.poll.return_value = [(socket, zmq.POLLIN)]
poller = SocketPoller(socket)
# Calling `poll` twice to be able to check that the poller is reused
await poller.poll()
data = await poller.poll()
assert data == socket_data
# Ensure that the poller was reused
mock_poller.assert_called_once_with()
mock_poller.return_value.register.assert_called_once_with(socket, zmq.POLLIN)
assert socket.recv.call_count == 2
@pytest.mark.asyncio
async def test_socket_poller_no_data(socket, mocker):
mock_poller: MagicMock = mocker.patch("control_backend.agents.vad_agent.zmq.Poller")
mock_poller.return_value.poll.return_value = []
poller = SocketPoller(socket)
data = await poller.poll()
assert data is None
socket.recv.assert_not_called()

View File

@@ -21,11 +21,13 @@ def streaming(audio_in_socket, audio_out_socket):
return Streaming(audio_in_socket, audio_out_socket)
@pytest.mark.asyncio
async def test_voice_activity_detected(audio_in_socket, audio_out_socket, streaming):
# After three chunks of audio with speech probability of 1.0, then four chunks of audio with
# speech probability of 0.0, it should send a message over the audio out socket
probabilities = [1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0]
async def simulate_streaming_with_probabilities(streaming, probabilities: list[float]):
"""
Simulates a streaming scenario with given VAD model probabilities for testing purposes.
:param streaming: The streaming component to be tested.
:param probabilities: A list of probabilities representing the outputs of the VAD model.
"""
model_item = MagicMock()
model_item.item.side_effect = probabilities
streaming.model = MagicMock()
@@ -38,8 +40,53 @@ async def test_voice_activity_detected(audio_in_socket, audio_out_socket, stream
for _ in probabilities:
await streaming.run()
@pytest.mark.asyncio
async def test_voice_activity_detected(audio_in_socket, audio_out_socket, streaming):
"""
Test a scenario where there is voice activity detected between silences.
:return:
"""
speech_chunk_count = 5
probabilities = [0.0]*5 + [1.0]*speech_chunk_count + [0.0]*5
await simulate_streaming_with_probabilities(streaming, probabilities)
audio_out_socket.send.assert_called_once()
data = audio_out_socket.send.call_args[0][0]
assert isinstance(data, bytes)
# each sample has 512 frames of 4 bytes, expecting 5 chunks (3 with speech, 2 as padding)
assert len(data) == 512*4*5
# each sample has 512 frames of 4 bytes, expecting 7 chunks (5 with speech, 2 as padding)
assert len(data) == 512*4*(speech_chunk_count+2)
@pytest.mark.asyncio
async def test_voice_activity_short_pause(audio_in_socket, audio_out_socket, streaming):
"""
Test a scenario where there is a short pause between speech, checking whether it ignores the
short pause.
"""
speech_chunk_count = 5
probabilities = [0.0]*5 + [1.0]*speech_chunk_count + [0.0] + [1.0]*speech_chunk_count + [0.0]*5
await simulate_streaming_with_probabilities(streaming, probabilities)
audio_out_socket.send.assert_called_once()
data = audio_out_socket.send.call_args[0][0]
assert isinstance(data, bytes)
# Expecting 13 chunks (2*5 with speech, 1 pause between, 2 as padding)
assert len(data) == 512*4*(speech_chunk_count*2+1+2)
@pytest.mark.asyncio
async def test_no_data(audio_in_socket, audio_out_socket, streaming):
"""
Test a scenario where there is no data received. This should not cause errors.
"""
audio_in_poller = AsyncMock()
audio_in_poller.poll.return_value = None
streaming.audio_in_poller = audio_in_poller
assert streaming.i_since_data == 0
await streaming.run()
audio_out_socket.send.assert_not_called()
assert streaming.i_since_data == 1