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CLI-first deterministic audio/video quality gate with optional AI probing

Project description

Sonic Gate

PyPI Python License Downloads CI

Stop paying humans to listen to corrupted audio files. Fix them automatically.

Sonic Gate is a CLI-first audio/video quality gate that uses deterministic audio analysis to catch corrupted, invalid, or low-quality audio files before they reach human reviewers or downstream pipelines.

Optional AI Probe: Includes an experimental Whisper-based speech quality probe (disabled by default) for users who want to detect language mismatches or speech quality issues.

Features

  • Traditional Analysis (Fast & Deterministic):
    • LUFS loudness measurement (FFmpeg ebur128)
    • Silence detection (pydub)
    • Duration validation
    • Format/corruption checking
  • Video Support: Auto-extract audio from MP4, MOV, AVI, MKV, WebM
  • Fix Mode: Auto-trim silence, normalize LUFS, non-destructive repairs
  • Multiple Formats: Table, JSON, CSV, Markdown output
  • Optional AI Probe: Whisper-based speech detection (off by default)

Installation

# Install the deterministic core (fast, no AI dependencies)
pip install sonic-gate

# With optional AI probe (includes Whisper)
pip install "sonic-gate[ai]"

Or install from source:

git clone https://github.com/Codinglone/sonic-gate.git
cd sonic-gate
pip install -e .

Quick Start

# Analyze a single file (deterministic only, fast)
sonic-gate interview.wav

# Analyze a directory
sonic-gate ./recordings/

# With custom config
sonic-gate --config gate.yaml ./podcasts/

# Fix failed files automatically
sonic-gate --fix ./recordings/

# JSON output for CI
sonic-gate --format json ./files/ > report.json

# Demo mode
sonic-gate demo

Configuration

Default (Deterministic Only - Fast)

rules:
  traditional:
    max_silence_seconds: 3.0
    lufs_range: [-24, -16]
  
  ai_probe:
    enabled: false  # Whisper is OFF by default

output:
  format: table
  show_passed: false

With AI Probe Enabled (Experimental)

rules:
  traditional:
    max_silence_seconds: 3.0
    lufs_range: [-24, -16]
  
  ai_probe:
    enabled: true           # Enable Whisper
    whisper_model: base     # tiny/base/small/medium/large
    min_confidence: -1.0    # Logprob threshold (negative values)
    expected_language: en   # Optional language check
    speaking_rate_range: [100, 180]

fix:
  enabled: false
  output_dir: ./fixed
  normalize_lufs: -16.0

output:
  format: table
  show_passed: false

Note: The AI probe uses Whisper logprob-based confidence scores which are always negative. Typical values range from -0.5 (good) to -5.0 (poor). Adjust min_confidence based on your audio quality and language.

Performance

Analyzer Speed Notes
Traditional (LUFS, silence, format) ~4ms/file Deterministic, always accurate
AI Probe (Whisper tiny) ~200ms/file Optional, experimental
Video extraction +100ms/file One-time FFmpeg extract

Recommendation: Use traditional analysis for batch processing. Enable AI probe only when you need speech-specific checks.

Requirements

  • Python 3.9+
  • FFmpeg (for LUFS and video support)

License

MIT

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