Improve transcription accuracy with overlapping audio chunks
Changes: 1. Changed UI text from "Recording" to "Transcribing" for clarity 2. Implemented overlapping audio chunks to prevent word cutoff Audio Overlap Feature: - Added overlap_duration parameter (default: 0.5 seconds) - Audio chunks now overlap by 0.5s to capture words at boundaries - Prevents missed words when chunks are processed separately - Configurable via audio.overlap_duration in config.yaml How it works: - Each 3-second chunk includes 0.5s from the previous chunk - Buffer advances by (chunk_size - overlap_size) instead of full chunk - Ensures words at chunk boundaries are captured in at least one chunk - No duplicate transcription due to Whisper's context handling Example with 3s chunks and 0.5s overlap: Chunk 1: [0.0s - 3.0s] Chunk 2: [2.5s - 5.5s] <- 0.5s overlap Chunk 3: [5.0s - 8.0s] <- 0.5s overlap Files modified: - client/audio_capture.py: Implemented overlapping buffer logic - config/default_config.yaml: Added overlap_duration setting - gui/main_window_qt.py: Updated UI text, passed overlap param - main_cli.py: Passed overlap param 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
@@ -15,6 +15,7 @@ class AudioCapture:
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self,
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self,
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sample_rate: int = 16000,
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sample_rate: int = 16000,
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chunk_duration: float = 3.0,
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chunk_duration: float = 3.0,
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overlap_duration: float = 0.5,
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device: Optional[int] = None
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device: Optional[int] = None
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):
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):
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"""
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"""
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@@ -23,12 +24,15 @@ class AudioCapture:
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Args:
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Args:
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sample_rate: Target audio sample rate in Hz (16000 for Whisper)
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sample_rate: Target audio sample rate in Hz (16000 for Whisper)
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chunk_duration: Duration of each audio chunk in seconds
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chunk_duration: Duration of each audio chunk in seconds
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overlap_duration: Duration of overlap between chunks in seconds (prevents word cutoff)
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device: Input device index, or None for default
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device: Input device index, or None for default
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"""
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"""
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self.target_sample_rate = sample_rate
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self.target_sample_rate = sample_rate
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self.chunk_duration = chunk_duration
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self.chunk_duration = chunk_duration
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self.overlap_duration = overlap_duration
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self.device = device
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self.device = device
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self.chunk_size = int(sample_rate * chunk_duration)
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self.chunk_size = int(sample_rate * chunk_duration)
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self.overlap_size = int(sample_rate * overlap_duration)
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# Hardware sample rate (will be auto-detected)
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# Hardware sample rate (will be auto-detected)
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self.hardware_sample_rate = None
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self.hardware_sample_rate = None
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@@ -156,8 +160,10 @@ class AudioCapture:
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"""Recording loop that runs in a separate thread."""
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"""Recording loop that runs in a separate thread."""
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buffer = np.array([], dtype=np.float32)
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buffer = np.array([], dtype=np.float32)
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# Calculate hardware chunk size
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# Calculate hardware chunk and overlap sizes
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hardware_chunk_size = int(self.hardware_sample_rate * self.chunk_duration)
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hardware_chunk_size = int(self.hardware_sample_rate * self.chunk_duration)
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hardware_overlap_size = int(self.hardware_sample_rate * self.overlap_duration)
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hardware_stride = hardware_chunk_size - hardware_overlap_size
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try:
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try:
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with sd.InputStream(
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with sd.InputStream(
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@@ -177,7 +183,10 @@ class AudioCapture:
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if len(buffer) >= hardware_chunk_size:
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if len(buffer) >= hardware_chunk_size:
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# Extract chunk
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# Extract chunk
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chunk = buffer[:hardware_chunk_size]
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chunk = buffer[:hardware_chunk_size]
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buffer = buffer[hardware_chunk_size:]
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# Move buffer forward by stride (not full chunk size)
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# This creates overlap between consecutive chunks
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buffer = buffer[hardware_stride:]
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# Resample to target rate if needed
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# Resample to target rate if needed
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if self.hardware_sample_rate != self.target_sample_rate:
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if self.hardware_sample_rate != self.target_sample_rate:
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@@ -6,6 +6,7 @@ audio:
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input_device: "default"
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input_device: "default"
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sample_rate: 16000
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sample_rate: 16000
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chunk_duration: 3.0
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chunk_duration: 3.0
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overlap_duration: 0.5 # Overlap between chunks to prevent word cutoff (seconds)
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noise_suppression:
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noise_suppression:
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enabled: true
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enabled: true
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@@ -278,6 +278,7 @@ class MainWindow(QMainWindow):
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self.audio_capture = AudioCapture(
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self.audio_capture = AudioCapture(
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sample_rate=self.config.get('audio.sample_rate', 16000),
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sample_rate=self.config.get('audio.sample_rate', 16000),
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chunk_duration=self.config.get('audio.chunk_duration', 3.0),
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chunk_duration=self.config.get('audio.chunk_duration', 3.0),
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overlap_duration=self.config.get('audio.overlap_duration', 0.5),
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device=audio_device
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device=audio_device
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)
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)
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@@ -296,7 +297,7 @@ class MainWindow(QMainWindow):
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self.is_transcribing = True
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self.is_transcribing = True
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self.start_button.setText("⏸ Stop Transcription")
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self.start_button.setText("⏸ Stop Transcription")
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self.start_button.setStyleSheet("background-color: #e74c3c; color: white;")
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self.start_button.setStyleSheet("background-color: #e74c3c; color: white;")
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self.status_label.setText("🔴 Recording...")
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self.status_label.setText("🔴 Transcribing...")
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except Exception as e:
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except Exception as e:
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QMessageBox.critical(self, "Error", f"Failed to start transcription:\n{e}")
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QMessageBox.critical(self, "Error", f"Failed to start transcription:\n{e}")
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@@ -92,6 +92,7 @@ class TranscriptionCLI:
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self.audio_capture = AudioCapture(
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self.audio_capture = AudioCapture(
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sample_rate=self.config.get('audio.sample_rate', 16000),
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sample_rate=self.config.get('audio.sample_rate', 16000),
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chunk_duration=self.config.get('audio.chunk_duration', 3.0),
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chunk_duration=self.config.get('audio.chunk_duration', 3.0),
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overlap_duration=self.config.get('audio.overlap_duration', 0.5),
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device=audio_device
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device=audio_device
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)
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)
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