Adjust VAD seconds better for microVAD (#123942)

homeassistant/components/assist_pipeline/vad.py

@@ -6,13 +6,11 @@ from collections.abc import Callable, Iterable
 from dataclasses import dataclass
 from enum import StrEnum
 import logging
-from typing import Final
+
+from .const import SAMPLE_CHANNELS, SAMPLE_RATE, SAMPLE_WIDTH
 
 _LOGGER = logging.getLogger(__name__)
 
-_SAMPLE_RATE: Final = 16000  # Hz
-_SAMPLE_WIDTH: Final = 2  # bytes
-
 
 class VadSensitivity(StrEnum):
     """How quickly the end of a voice command is detected."""
@@ -26,12 +24,12 @@ class VadSensitivity(StrEnum):
         """Return seconds of silence for sensitivity level."""
         sensitivity = VadSensitivity(sensitivity)
         if sensitivity == VadSensitivity.RELAXED:
-            return 2.0
+            return 1.25
 
         if sensitivity == VadSensitivity.AGGRESSIVE:
-            return 0.5
+            return 0.25
 
-        return 1.0
+        return 0.7
 
 
 class AudioBuffer:
@@ -80,7 +78,7 @@ class VoiceCommandSegmenter:
     speech_seconds: float = 0.3
     """Seconds of speech before voice command has started."""
 
-    silence_seconds: float = 1.0
+    silence_seconds: float = 0.7
     """Seconds of silence after voice command has ended."""
 
     timeout_seconds: float = 15.0
@@ -92,6 +90,9 @@ class VoiceCommandSegmenter:
     in_command: bool = False
     """True if inside voice command."""
 
+    timed_out: bool = False
+    """True a timeout occurred during voice command."""
+
     _speech_seconds_left: float = 0.0
     """Seconds left before considering voice command as started."""
 
@@ -121,6 +122,9 @@ class VoiceCommandSegmenter:
 
         Returns False when command is done.
         """
+        if self.timed_out:
+            self.timed_out = False
+
         self._timeout_seconds_left -= chunk_seconds
         if self._timeout_seconds_left <= 0:
             _LOGGER.warning(
@@ -128,6 +132,7 @@ class VoiceCommandSegmenter:
                 self.timeout_seconds,
             )
             self.reset()
+            self.timed_out = True
             return False
 
         if not self.in_command:
@@ -179,7 +184,9 @@ class VoiceCommandSegmenter:
         """
         if vad_samples_per_chunk is None:
             # No chunking
-            chunk_seconds = (len(chunk) // _SAMPLE_WIDTH) / _SAMPLE_RATE
+            chunk_seconds = (
+                len(chunk) // (SAMPLE_WIDTH * SAMPLE_CHANNELS)
+            ) / SAMPLE_RATE
             is_speech = vad_is_speech(chunk)
             return self.process(chunk_seconds, is_speech)
 
@@ -187,8 +194,8 @@ class VoiceCommandSegmenter:
             raise ValueError("leftover_chunk_buffer is required when vad uses chunking")
 
         # With chunking
-        seconds_per_chunk = vad_samples_per_chunk / _SAMPLE_RATE
-        bytes_per_chunk = vad_samples_per_chunk * _SAMPLE_WIDTH
+        seconds_per_chunk = vad_samples_per_chunk / SAMPLE_RATE
+        bytes_per_chunk = vad_samples_per_chunk * (SAMPLE_WIDTH * SAMPLE_CHANNELS)
         for vad_chunk in chunk_samples(chunk, bytes_per_chunk, leftover_chunk_buffer):
             is_speech = vad_is_speech(vad_chunk)
             if not self.process(seconds_per_chunk, is_speech):

tests/components/assist_pipeline/test_vad.py

@@ -17,15 +17,12 @@ def test_silence() -> None:
 
     # True return value indicates voice command has not finished
     assert segmenter.process(_ONE_SECOND * 3, False)
+    assert not segmenter.in_command
 
 
 def test_speech() -> None:
     """Test that silence + speech + silence triggers a voice command."""
 
-    def is_speech(chunk):
-        """Anything non-zero is speech."""
-        return sum(chunk) > 0
-
     segmenter = VoiceCommandSegmenter()
 
     # silence
@@ -33,10 +30,12 @@ def test_speech() -> None:
 
     # "speech"
     assert segmenter.process(_ONE_SECOND, True)
+    assert segmenter.in_command
 
     # silence
     # False return value indicates voice command is finished
     assert not segmenter.process(_ONE_SECOND, False)
+    assert not segmenter.in_command
 
 
 def test_audio_buffer() -> None:
@@ -105,3 +104,105 @@ def test_chunk_samples_leftover() -> None:
 
     assert len(chunks) == 1
     assert leftover_chunk_buffer.bytes() == bytes([5, 6])
+
+
+def test_silence_seconds() -> None:
+    """Test end of voice command silence seconds."""
+
+    segmenter = VoiceCommandSegmenter(silence_seconds=1.0)
+
+    # silence
+    assert segmenter.process(_ONE_SECOND, False)
+    assert not segmenter.in_command
+
+    # "speech"
+    assert segmenter.process(_ONE_SECOND, True)
+    assert segmenter.in_command
+
+    # not enough silence to end
+    assert segmenter.process(_ONE_SECOND * 0.5, False)
+    assert segmenter.in_command
+
+    # exactly enough silence now
+    assert not segmenter.process(_ONE_SECOND * 0.5, False)
+    assert not segmenter.in_command
+
+
+def test_silence_reset() -> None:
+    """Test that speech resets end of voice command detection."""
+
+    segmenter = VoiceCommandSegmenter(silence_seconds=1.0, reset_seconds=0.5)
+
+    # silence
+    assert segmenter.process(_ONE_SECOND, False)
+    assert not segmenter.in_command
+
+    # "speech"
+    assert segmenter.process(_ONE_SECOND, True)
+    assert segmenter.in_command
+
+    # not enough silence to end
+    assert segmenter.process(_ONE_SECOND * 0.5, False)
+    assert segmenter.in_command
+
+    # speech should reset silence detection
+    assert segmenter.process(_ONE_SECOND * 0.5, True)
+    assert segmenter.in_command
+
+    # not enough silence to end
+    assert segmenter.process(_ONE_SECOND * 0.5, False)
+    assert segmenter.in_command
+
+    # exactly enough silence now
+    assert not segmenter.process(_ONE_SECOND * 0.5, False)
+    assert not segmenter.in_command
+
+
+def test_speech_reset() -> None:
+    """Test that silence resets start of voice command detection."""
+
+    segmenter = VoiceCommandSegmenter(
+        silence_seconds=1.0, reset_seconds=0.5, speech_seconds=1.0
+    )
+
+    # silence
+    assert segmenter.process(_ONE_SECOND, False)
+    assert not segmenter.in_command
+
+    # not enough speech to start voice command
+    assert segmenter.process(_ONE_SECOND * 0.5, True)
+    assert not segmenter.in_command
+
+    # silence should reset speech detection
+    assert segmenter.process(_ONE_SECOND, False)
+    assert not segmenter.in_command
+
+    # not enough speech to start voice command
+    assert segmenter.process(_ONE_SECOND * 0.5, True)
+    assert not segmenter.in_command
+
+    # exactly enough speech now
+    assert segmenter.process(_ONE_SECOND * 0.5, True)
+    assert segmenter.in_command
+
+
+def test_timeout() -> None:
+    """Test that voice command detection times out."""
+
+    segmenter = VoiceCommandSegmenter(timeout_seconds=1.0)
+
+    # not enough to time out
+    assert not segmenter.timed_out
+    assert segmenter.process(_ONE_SECOND * 0.5, False)
+    assert not segmenter.timed_out
+
+    # enough to time out
+    assert not segmenter.process(_ONE_SECOND * 0.5, True)
+    assert segmenter.timed_out
+
+    # flag resets with more audio
+    assert segmenter.process(_ONE_SECOND * 0.5, True)
+    assert not segmenter.timed_out
+
+    assert not segmenter.process(_ONE_SECOND * 0.5, False)
+    assert segmenter.timed_out