
# ALMA-Cymraeg-13B
Fersiwn Gymraeg o fodel cyfieithu [ALMA](https://github.com/fe1ixxu/ALMA) a ddisgrifir yn [https://arxiv.org/abs/2309.11674](https://arxiv.org/abs/2309.11674). \
_This is a Welsh version of the [ALMA](https://github.com/fe1ixxu/ALMA) LLM-based translation model._

Mae'r model LLM yn seiliedig ar Lama-2-13B, gyda hyfforddiant parhaus ar ddata Gymreig [OSCAR-2301](https://huggingface.co/datasets/oscar-corpus/OSCAR-2301) am 3 Epoch
ac yna hyfforddiant cywrain pellach ar ddata Cofnod y Cynulliad a ddarparir gan [TechIaith](https://huggingface.co/techiaith).

Mae fersiwn cyflymach sydd wedi ei gywasgu i 4.0bpw er mwyn llwytho mewn cof GPU o 10GB ar gael [yma](https://huggingface.co/BangorAI/ALMA-Cymraeg-13B-0.1-4.0bpw-exl2).

### Fformat Sgwrs

Mae'r hyfforddiant cywrain wedi defnyddio'r fformat canlynol ar gyfer trosi o'r Saesneg i'r Gymraeg (a'r naill ffordd i'r llall).
```
Cyfieithwch y testun Saesneg canlynol i'r Gymraeg.
### Saesneg:
{prompt}

### Cymraeg:

```



#### Esiampl

```python
from transformers import AutoModelForCausalLM, AutoTokenizer

device = "cuda"

model = AutoModelForCausalLM.from_pretrained("BangorAI/ALMA-Cymraeg-13B-0.1", torch_dtype=torch.float16, load_in_8bit=True)
tokenizer = AutoTokenizer.from_pretrained("BangorAI/ALMA-Cymraeg-13B-0.1")

prompt = """Cyfieithwch y testun Saesneg canlynol i'r Gymraeg.
### Saesneg:
For the first time, GPs no longer have to physically print, sign and hand a green paper prescription form to the patient or wait for it to be taken to the pharmacy. Instead, the prescription is sent electronically from the surgery via the IT system to the patient’s chosen pharmacy - even without the patient needing to visit the surgery to pick up a repeat prescription form.

### Cymraeg:
"""

model_inputs = tokenizer([prompt], return_tensors="pt").to(device)

generated_ids = model.generate(**model_inputs,
                               eos_token_id=tokenizer.eos_token_id,
                               top_k=90,
                               top_p=1.0,
                               temperature=0.3,
                               repetition_penalty=1.2,
                               max_new_tokens=500,
                               do_sample=True)
print(tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0])

```

## Hawlfraint

Mae'r model yn seiliedig ar Llama2 ac felly dan drwydded gan [Meta](https://ai.meta.com/llama/license/). \
Mae'r data Cofnod y Cynulliad dan drywdded [Llywodraeth Agored](https://www.nationalarchives.gov.uk/doc/open-government-licence-cymraeg/version/3/).
{"license": "llama2", "widget": [{"example_title": "ALMA-Cymraeg-13B", "text": "Cyfieithwch y testun Saesneg canlynol i'r Gymraeg.\n### Saesneg:\nFor the first time, GPs no longer have to physically print, sign and hand a green paper prescription form to the patient or wait for it to be taken to the pharmacy. Instead, the prescription is sent electronically from the surgery via the IT system to the patient\u2019s chosen pharmacy - even without the patient needing to visit the surgery to pick up a repeat prescription form.\n\n### Cymraeg:\n", "output": {"text": "Am y tro cyntaf, nid oes rhaid i feddygon teulu bellach argraffu, llofnodi a throsglwyddo ffurflen bresgripsiwn werdd i'r claf neu aros iddi gael ei chludo i'r fferyllfa. Yn lle hynny, caiff y presgripsiwn ei anfon yn electronig gan y practis drwy'r system TG at fferyllfa ddewisedig y claf - heb fod angen i'r claf ymweld \u00e2'r practis er mwyn casglu ffurflen bresgripsiwn ailadrodd."}}], "pipeline_tag": "text-generation"}
transformers safetensors llama text-generation arxiv:2309.11674 license:llama2 autotrain_compatible endpoints_compatible text-generation-inference region:us