---
license: apache-2.0
language:
- en
library_name: transformers
---
# NumFa v2 (3B)

NumFa v2 3B is a LLM pretrained that has 1B.

Base model: TinyLLama

**For testing only**

## Model Details

### Model Description

The model was trained by TPU.

This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.

- **Developed by:** NumFa
- **Model type:** text-generation
- **Language(s) (NLP):** English
- **License:** apache-2.0


### Out-of-Scope Use

Math, Coding, and other language


## Bias, Risks, and Limitations

The model can has a bias from dataset. Use at your own risks!

## How to Get Started with the Model

Use the code below to get started with the model.

**Example**

```python
# !pip install accelerate sentencepiece transformers bitsandbytes
import torch
from transformers import pipeline

pipe = pipeline("text-generation", model="numfa/numfa_v2-3b", torch_dtype=torch.bfloat16, device_map="auto")

# We use the tokenizer's chat template to format each message - see https://huggingface.co/docs/transformers/main/en/chat_templating

outputs = pipe("test is", max_new_tokens=300, do_sample=True, temperature=0.9, top_k=50, top_p=0.95, no_repeat_ngram_size=2,typical_p=1.)
print(outputs[0]["generated_text"])
```