
# Brezn-7B

Brezn-7B is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
* [FelixChao/Capricorn-7B-DPO](https://huggingface.co/FelixChao/Capricorn-7B-DPO)
* [mayflowergmbh/Wiedervereinigung-7b-dpo-laser](https://huggingface.co/mayflowergmbh/Wiedervereinigung-7b-dpo-laser)
* [cognitivecomputations/openchat-3.5-0106-laser](https://huggingface.co/cognitivecomputations/openchat-3.5-0106-laser)

## 🧩 Configuration

```yaml
models:
  - model: mistralai/Mistral-7B-v0.1
    # no parameters necessary for base model
  - model: FelixChao/Capricorn-7B-DPO
    parameters:
      density: 0.60
      weight: 0.30
  - model: mayflowergmbh/Wiedervereinigung-7b-dpo-laser
    parameters:
      density: 0.65
      weight: 0.40
  - model: cognitivecomputations/openchat-3.5-0106-laser
    parameters:
      density: 0.6
      weight: 0.3
merge_method: dare_ties
base_model: mistralai/Mistral-7B-v0.1
parameters:
  int8_mask: true
dtype: bfloat16
random_seed: 0```

## 💻 Usage

```python
!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "johannhartmann/Brezn-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"])
```
{"tags": ["merge", "mergekit", "lazymergekit", "FelixChao/Capricorn-7B-DPO", "mayflowergmbh/Wiedervereinigung-7b-dpo-laser", "cognitivecomputations/openchat-3.5-0106-laser"], "base_model": ["FelixChao/Capricorn-7B-DPO", "mayflowergmbh/Wiedervereinigung-7b-dpo-laser", "cognitivecomputations/openchat-3.5-0106-laser"]}
transformers safetensors mistral text-generation merge mergekit lazymergekit FelixChao/Capricorn-7B-DPO mayflowergmbh/Wiedervereinigung-7b-dpo-laser cognitivecomputations/openchat-3.5-0106-laser base_model:FelixChao/Capricorn-7B-DPO base_model:mayflowergmbh/Wiedervereinigung-7b-dpo-laser base_model:cognitivecomputations/openchat-3.5-0106-laser autotrain_compatible endpoints_compatible text-generation-inference region:us