| | --- |
| | tags: |
| | - merge |
| | - mergekit |
| | - lazymergekit |
| | - jsfs11/MoEv4Config-TestWeightedTIES-7b |
| | - nlpguy/AlloyIngot |
| | base_model: |
| | - jsfs11/MoEv4Config-TestWeightedTIES-7b |
| | - nlpguy/AlloyIngot |
| | --- |
| | |
| | # RandomMergeWEIGHTED-7B-SLERP |
| |
|
| | RandomMergeWEIGHTED-7B-SLERP is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
| | * [jsfs11/MoEv4Config-TestWeightedTIES-7b](https://huggingface.co/jsfs11/MoEv4Config-TestWeightedTIES-7b) |
| | * [nlpguy/AlloyIngot](https://huggingface.co/nlpguy/AlloyIngot) |
| |
|
| | ## 🧩 Configuration |
| |
|
| | ```yaml |
| | base_model: nlpguy/AlloyIngot |
| | dtype: bfloat16 |
| | merge_method: slerp |
| | parameters: |
| | t: |
| | - filter: self_attn |
| | value: [0.0, 0.3, 0.5, 0.7, 1.0] |
| | - filter: mlp |
| | value: [1.0, 0.7, 0.5, 0.3, 0.0] |
| | - value: 0.5 |
| | slices: |
| | - sources: |
| | - layer_range: [0, 32] |
| | model: jsfs11/MoEv4Config-TestWeightedTIES-7b |
| | - layer_range: [0, 32] |
| | model: nlpguy/AlloyIngot |
| | ``` |
| |
|
| | ## 💻 Usage |
| |
|
| | ```python |
| | !pip install -qU transformers accelerate |
| | |
| | from transformers import AutoTokenizer |
| | import transformers |
| | import torch |
| | |
| | model = "jsfs11/RandomMergeWEIGHTED-7B-SLERP" |
| | 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"]) |
| | ``` |