---
license: apache-2.0
tags:
- merge
- mergekit
- lazymergekit
- openchat/openchat-3.5-0106
- OpenPipe/mistral-ft-optimized-1227
- berkeley-nest/Starling-LM-7B-alpha
- jan-hq/supermario-v2
---

# SuperChat-7B

SuperChat-7B is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
* [openchat/openchat-3.5-0106](https://huggingface.co/openchat/openchat-3.5-0106)
* [OpenPipe/mistral-ft-optimized-1227](https://huggingface.co/OpenPipe/mistral-ft-optimized-1227)
* [berkeley-nest/Starling-LM-7B-alpha](https://huggingface.co/berkeley-nest/Starling-LM-7B-alpha)
* [jan-hq/supermario-v2](https://huggingface.co/jan-hq/supermario-v2)

## 🧩 Configuration

```yaml
base_model: mistralai/Mistral-7B-Instruct-v0.2
dtype: bfloat16
merge_method: dare_ties
models:
- model: mistralai/Mistral-7B-Instruct-v0.2
- model: openchat/openchat-3.5-0106
  parameters:
    density: 0.8
    weight: 0.4
- model: OpenPipe/mistral-ft-optimized-1227
  parameters:
    density: 0.8
    weight: 0.4
- model: berkeley-nest/Starling-LM-7B-alpha
  parameters:
    density: 0.8
    weight: 0.5
- model: jan-hq/supermario-v2
  parameters:
    density: 0.8
    weight: 0.3
parameters:
  int8_mask: true


```

## 💻 Usage

```python
!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "Yash21/SuperChat-7B"
messages = [{"role": "user", "content": "What is a large language model?"}]

tokenizer = AutoTokenizer.from_pretrained(model)
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
pipeline = transformers.pipeline(
    "text-generation",
    model=model,
    torch_dtype=torch.float16,
    device_map="auto",
)

outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])
```