| --- |
| base_model: |
| - deepseek-ai/deepseek-llm-7b-base |
| - deepseek-ai/deepseek-coder-7b-base-v1.5 |
| tags: |
| - merge |
| - mergekit |
| - lazymergekit |
| - deepseek-ai/deepseek-llm-7b-base |
| - deepseek-ai/deepseek-coder-7b-base-v1.5 |
| --- |
| |
| # SeekDeep-CodeLM-7B-Base-Ties |
|
|
| SeekDeep-CodeLM-7B-Base-Ties is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
| * [deepseek-ai/deepseek-llm-7b-base](https://huggingface.co/deepseek-ai/deepseek-llm-7b-base) |
| * [deepseek-ai/deepseek-coder-7b-base-v1.5](https://huggingface.co/deepseek-ai/deepseek-coder-7b-base-v1.5) |
|
|
| ## 🧩 Configuration |
|
|
| ```yaml |
| models: |
| |
| - model: deepseek-ai/deepseek-llm-7b-base |
| |
| parameters: |
| |
| weight: 1 |
| |
| density: 1 |
| |
| - model: deepseek-ai/deepseek-coder-7b-base-v1.5 |
| |
| parameters: |
| |
| weight: 1 |
| |
| density: 1 |
| |
| merge_method: ties |
| |
| base_model: deepseek-ai/deepseek-llm-7b-base |
| |
| parameters: |
| |
| weight: 1 |
| |
| density: 1 |
| |
| normalize: true |
| |
| int8_mask: true |
| |
| dtype: bfloat16 |
| ``` |
|
|
| ## 💻 Usage |
|
|
| ```python |
| !pip install -qU transformers accelerate |
| |
| from transformers import AutoTokenizer |
| import transformers |
| import torch |
| |
| model = "JoPmt/SeekDeep-CodeLM-7B-Base-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"]) |
| ``` |