license: apache-2.0 | |
tags: | |
- merge | |
- mergekit | |
- lazymergekit | |
- automerger | |
base_model: | |
- liminerity/M7-7b | |
# Inex12M7-7B | |
Inex12M7-7B is an automated merge created by [Maxime Labonne](https://huggingface.co/mlabonne) using the following configuration. | |
* [liminerity/M7-7b](https://huggingface.co/liminerity/M7-7b) | |
## 🧩 Configuration | |
```yaml | |
models: | |
- model: MSL7/INEX12-7b | |
# No parameters necessary for base model | |
- model: liminerity/M7-7b | |
parameters: | |
density: 0.53 | |
weight: 0.6 | |
merge_method: dare_ties | |
base_model: MSL7/INEX12-7b | |
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 = "automerger/Inex12M7-7B" | |
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"]) | |
``` |