| --- |
| license: apache-2.0 |
| tags: |
| - merge |
| - mergekit |
| - lazymergekit |
| - Gille/StrangeMerges_34-7B-slerp |
| - yam-peleg/Experiment26-7B |
| - chihoonlee10/T3Q-Mistral-Orca-Math-DPO |
| base_model: |
| - Gille/StrangeMerges_34-7B-slerp |
| - yam-peleg/Experiment26-7B |
| - chihoonlee10/T3Q-Mistral-Orca-Math-DPO |
| --- |
| |
| # StrangeMerges_40-7B-dare_ties |
|
|
| StrangeMerges_40-7B-dare_ties is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
| * [Gille/StrangeMerges_34-7B-slerp](https://huggingface.co/Gille/StrangeMerges_34-7B-slerp) |
| * [yam-peleg/Experiment26-7B](https://huggingface.co/yam-peleg/Experiment26-7B) |
| * [chihoonlee10/T3Q-Mistral-Orca-Math-DPO](https://huggingface.co/chihoonlee10/T3Q-Mistral-Orca-Math-DPO) |
|
|
| ## 🧩 Configuration |
|
|
| ```yaml |
| models: |
| - model: Gille/StrangeMerges_34-7B-slerp |
| parameters: |
| weight: 0.3 |
| density: 0.8 |
| - model: yam-peleg/Experiment26-7B |
| parameters: |
| weight: 0.2 |
| density: 0.8 |
| - model: chihoonlee10/T3Q-Mistral-Orca-Math-DPO |
| parameters: |
| weight: 0.5 |
| density: 0.8 |
| base_model: mistralai/Mistral-7B-v0.1 |
| merge_method: dare_ties |
| dtype: bfloat16 |
| ``` |
|
|
| ## 💻 Usage |
|
|
| ```python |
| !pip install -qU transformers accelerate |
| |
| from transformers import AutoTokenizer |
| import transformers |
| import torch |
| |
| model = "Gille/StrangeMerges_40-7B-dare_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"]) |
| ``` |