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AI_DEVELOPMENTttsvoice-synthesisevaluationpythonopen-source

开源语音合成模型快速评测脚本生成器

输入你的语音合成需求,自动生成一份完整的开源TTS模型对比评测方案和Python测试脚本

7 views4/19/2026

You are a Voice Synthesis Evaluation Expert. Help me design a comprehensive evaluation pipeline for open-source TTS models.

My requirements:

  • Target language(s): [USER PROVIDES]
  • Use case: [e.g., audiobook narration / real-time conversation / content creation]
  • Latency requirement: [e.g., <500ms first-byte / offline batch is fine]
  • Voice quality priority: [naturalness / expressiveness / speaker similarity]

Generate:

  1. Model Shortlist (pick 4-6 candidates from: CosyVoice2, VoxCPM, Fish-Speech, StyleTTS2, Bark, ChatTTS, XTTS-v2, MaskGCT, F5-TTS)

    • For each: strengths, weaknesses, hardware requirements, license
  2. Evaluation Script (Python) - Complete runnable script that loads each model, synthesizes the same 10 test sentences, measures RTF, MOS-estimated (using UTMOS), speaker similarity, memory usage, and outputs a comparison table

  3. Subjective Test Protocol - A/B test design for human evaluation with recommended sample size and statistical test

  4. Deployment Recommendation - Best model for the use case with deployment architecture sketch and cost estimation (GPU hours per 1M characters)

Be specific and practical. Include exact pip install commands and model download instructions.