Add fp16 build section (optional half-size checkpoint, verified no quality loss)
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README.md
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@@ -86,6 +86,30 @@ Input conventions (important):
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chunk longer input on clause boundaries.
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- Language token is `"hi"` for Hinglish (the Hindi tokenizer carries the Latin English spans).
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---
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## The synthetic-data recipe (the core of this project)
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chunk longer input on clause boundaries.
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- Language token is `"hi"` for Hinglish (the Hindi tokenizer carries the Latin English spans).
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## Smaller download β fp16 build (optional, no quality loss)
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`model_fp16.pth` (**~1.04 GB**, half of `model.pth`'s 2.08 GB) is an optional smaller build. The
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weights are stored in fp16 but **upcast to fp32 when the model loads**, so inference math is
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unchanged β this is *not* runtime half-precision (`model.half()`), which XTTS's vocoder can't do
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safely. To use it, just swap the checkpoint path:
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```python
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model.load_checkpoint(config, checkpoint_path=f"{repo}/model_fp16.pth",
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vocab_path=f"{repo}/vocab.json", use_deepspeed=False)
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```
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No-quality-loss was verified three independent ways (paired, with bootstrap 95% CIs):
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| Test | Result |
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|------|--------|
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| Numerical equivalence (deterministic) | latent/speaker cosine β 0.999999; greedy decode **bit-identical tokens** on all voices; vocoder SNR 35-42 dB |
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| Greedy-paired (isolates fp16 rounding) | UTMOS β0.010 [β0.034, +0.003]; SECS β0.0005 [β0.0016, +0.0001] |
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| Sampled-paired (temp 0.7, real usage) | UTMOS +0.007 [β0.005, +0.020]; SECS β0.0009 [β0.0021, β0.0000] |
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Every delta is within metric noise and an order of magnitude below the student-vs-teacher gaps
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above. Method and scripts: `scripts/hinglish/fp16/` and `docs/FP16_VERIFICATION.md` in the
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[repo](https://github.com/harrrshall/xtts-v2-hinglish-synthetic).
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---
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## The synthetic-data recipe (the core of this project)
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