---
language:
- en
- km
license: mit
library_name: netra-nmt
pipeline_tag: translation
tags:
- translation
- khmer
- english
- diffusion
- non-autoregressive
---

# netra-nmt (diffusion, experimental)

A non-autoregressive **discrete-diffusion** decoder variant of netra-nmt, same
encoder-decoder size (~90M params) as the autoregressive model, trading some
translation quality for fixed-cost, parallel CPU decoding (see the main repo
README for the quality/latency comparison).

## Usage

```bash
pip install netra-nmt
```

```python
from netra_nmt import DiffusionTranslator
t = DiffusionTranslator(repo_id="Darayut/netra-nmt-small-diffusion", steps=10)
print(t.translate("Hello, how are you?", direction="en2km"))
print(t.translate("សួស្តី", direction="km2en"))
```

Files: `model.safetensors` (fp16 weights), `config.json`, `spm_32k.model` (SentencePiece tokenizer).