| | --- |
| | base_model: |
| | - meta-llama/Meta-Llama-3-8B-Instruct |
| | - rombodawg/Llama-3-8B-Instruct-Coder |
| | tags: |
| | - merge |
| | - mergekit |
| | - lazymergekit |
| | - meta-llama/Meta-Llama-3-8B-Instruct |
| | - rombodawg/Llama-3-8B-Instruct-Coder |
| | --- |
| | |
| | # Llama3-CodeInstruct-8B |
| |
|
| | Llama3-CodeInstruct-8B is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
| | * [meta-llama/Meta-Llama-3-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct) |
| | * [rombodawg/Llama-3-8B-Instruct-Coder](https://huggingface.co/rombodawg/Llama-3-8B-Instruct-Coder) |
| |
|
| | ## 🧩 Configuration |
| |
|
| | ```yaml |
| | merge_method: dare_ties |
| | base_model: meta-llama/Meta-Llama-3-8B-Instruct |
| | models: |
| | - model: meta-llama/Meta-Llama-3-8B-Instruct |
| | parameters: |
| | weight: 0.45 |
| | density: 0.6 |
| | - model: rombodawg/Llama-3-8B-Instruct-Coder |
| | parameters: |
| | weight: 0.55 |
| | density: 0.7 |
| | parameters: |
| | int8_mask: true |
| | normalize: true |
| | dtype: bfloat16 |
| | tokenizer_source: meta-llama/Meta-Llama-3-8B-Instruct |
| | ``` |
| |
|
| | ## 💻 Usage |
| |
|
| | ```python |
| | !pip install -qU transformers accelerate |
| | |
| | from transformers import AutoTokenizer |
| | import transformers |
| | import torch |
| | |
| | model = "AIencoder/Llama3-CodeInstruct-8B" |
| | 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"]) |
| | ``` |