
# RandomMergeNormWEIGHTEDv3-7B-TIES

RandomMergeNormWEIGHTEDv3-7B-TIES is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
* [macadeliccc/OmniCorso-7B](https://huggingface.co/macadeliccc/OmniCorso-7B)
* [saishf/West-Hermes-7B](https://huggingface.co/saishf/West-Hermes-7B)
* [Intel/neural-chat-7b-v3](https://huggingface.co/Intel/neural-chat-7b-v3)

## 🧩 Configuration

```yaml
models:
  - model: macadeliccc/OmniCorso-7B
    parameters:
      density: [1, 0.7, 0.1]
      weight: [0, 0.3, 0.7, 1]
  - model: saishf/West-Hermes-7B
    parameters:
      density: [1, 0.7, 0.3]
      weight: [0, 0.25, 0.5, 1]
  - model: Intel/neural-chat-7b-v3
    parameters:
      density: 0.33
      weight:
        - filter: mlp
          value: 0.5
merge_method: ties
base_model: Intel/neural-chat-7b-v3
parameters:
  int8_mask: true
  normalize: true
dtype: bfloat16
```

## 💻 Usage

```python
!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "jsfs11/RandomMergeNormWEIGHTEDv3-7B-TIES"
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", "macadeliccc/OmniCorso-7B", "saishf/West-Hermes-7B", "Intel/neural-chat-7b-v3"], "base_model": ["macadeliccc/OmniCorso-7B", "saishf/West-Hermes-7B", "Intel/neural-chat-7b-v3"]}
transformers safetensors mistral text-generation merge mergekit lazymergekit macadeliccc/OmniCorso-7B saishf/West-Hermes-7B Intel/neural-chat-7b-v3 base_model:macadeliccc/OmniCorso-7B base_model:saishf/West-Hermes-7B base_model:Intel/neural-chat-7b-v3 autotrain_compatible endpoints_compatible text-generation-inference region:us