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AMV-TTS (Python)

PyPI Python License

Production-Grade 4-Tier On-Device Speech Synthesis Framework for Mobile & Edge (Zero-Dependency DSP Formant, C++ Vulkan GPU Neural Engine & Android Native Voice Bridge)

Installation

pip install amv-tts

1-Click Automated Engine Provisioning

amv-tts install --tier high

Quickstart

import amv_tts as tts

# 1. Studio Vulkan GPU Neural Engine
with tts.load(engine="vulkan", model_tier="high") as engine:
    result = engine.synthesize("Neural speech synthesis on mobile GPU.", output="speech.wav")
    print(f"Elapsed: {result.elapsed_ms:.1f}ms (RTF: {result.rtf:.4f}x)")

# 2. Zero-Dependency DSP Formant Mode
with tts.load(engine="dsp", preset="balanced") as engine:
    result = engine.synthesize("Instant speech generation.", output="dsp.wav")
    print(f"DSP Latency: {result.elapsed_ms:.1f}ms")

# 3. Direct Android Native Speaker Output
with tts.load(engine="native", language="en") as engine:
    engine.speak("Direct hardware speaker output.")

Benchmarks (Physical Devices)

Target Device Hardware Architecture Synthesis Engine Real-Time Factor (RTF) Status
Galaxy S25 Snapdragon 8 Elite / Adreno 830 Vulkan GPU (lessac-high-fp16) 0.993x Validated
Galaxy S25 Snapdragon 8 Elite / Adreno 830 Vulkan GPU (lessac-medium) 0.264x Validated
Galaxy A35 Exynos 1380 / Mali-G68 MP5 Vulkan GPU (lessac-medium) 1.146x Validated
ARM64 CPU All Core Profiles Parametric DSP Formant 0.0130x Validated

Documentation

License

Apache-2.0 License. Copyright (c) 2026 Eunho Kim (@uno-km).

What's New in v1.7.0 — Tier 5 SOTA Neural Pipelines & Zero-Shot Voice Cloning

  • Integrated Tier 5 SOTA ONNX neural synthesis pipelines: CosyVoice 2, F5-TTS, and ChatTTS INT8.
  • Enabled on-device zero-shot voice cloning and conversational prosody control.
  • Eliminated legacy sinusoidal fallback stubs in favor of strict fail-fast error reporting.
  • Added speaker profile and acoustic adaptor CLI commands.
  • Unified GPU neural vocoder dispatch through ameva-runtime HAL.

Metadata

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