---
library_name: transformers
license: bigcode-openrail-m
base_model:
- bigcode/starcoder2-15b
---

Bitsandbytes quantization of https://huggingface.co/bigcode/starcoder2-15b.

See https://huggingface.co/blog/4bit-transformers-bitsandbytes for instructions.

```python
from transformers import AutoModelForCausalLM, AutoTokenizer
from transformers import BitsAndBytesConfig
import torch

nf4_config = BitsAndBytesConfig(
   load_in_4bit=True,
   bnb_4bit_quant_type="nf4",
   bnb_4bit_use_double_quant=True,
   bnb_4bit_compute_dtype=torch.bfloat16
)
model = AutoModelForCausalLM.from_pretrained("bigcode/starcoder2-15b", quantization_config=nf4_config)
tokenizer = AutoTokenizer.from_pretrained("bigcode/starcoder2-15b")

model.push_to_hub("onekq-ai/starcoder2-15b-bnb-4bit")
tokenizer.push_to_hub("onekq-ai/starcoder2-15b-bnb-4bit")
```