---
tags:
- merge
- mergekit
- lazymergekit
- Kukedlc/Neural4gsm8k
- nlpguy/AlloyIngotNeoX
- automerger/OgnoExperiment27-7B
- vanillaOVO/supermario_v4
base_model:
- Kukedlc/Neural4gsm8k
- nlpguy/AlloyIngotNeoX
- automerger/OgnoExperiment27-7B
- vanillaOVO/supermario_v4
---

# NeuralTopBench-7B-ties

NeuralTopBench-7B-ties is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
* [Kukedlc/Neural4gsm8k](https://huggingface.co/Kukedlc/Neural4gsm8k)
* [nlpguy/AlloyIngotNeoX](https://huggingface.co/nlpguy/AlloyIngotNeoX)
* [automerger/OgnoExperiment27-7B](https://huggingface.co/automerger/OgnoExperiment27-7B)
* [vanillaOVO/supermario_v4](https://huggingface.co/vanillaOVO/supermario_v4)

## 🧩 Configuration

```yaml
models:
  - model: CultriX/NeuralTrix-bf16
    # no parameters necessary for base model
  - model: Kukedlc/Neural4gsm8k
    parameters:
      weight: 0.3
      density: 0.5
  - model: nlpguy/AlloyIngotNeoX
    parameters:
      weight: 0.2
      density: 0.5
  - model: automerger/OgnoExperiment27-7B
    parameters:
      weight: 0.2
      density: 0.5
  - model: vanillaOVO/supermario_v4
    parameters:
      weight: 0.3
      density: 0.5
merge_method: dare_ties
base_model: CultriX/NeuralTrix-bf16

parameters:
  int8_mask: true
  normalize: true
dtype: bfloat16
```

## 💻 Usage

```python
!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "Kukedlc/NeuralTopBench-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"])
```