meta-LLama3-6B-PruneMe-TEST-21_29

This model was pruned after being analyzed with PruneMe

INFO: This model is not usable as is, and it must be 'healed' from pruning using techinques detailed in The Unreasonable Ineffectiveness of the Deeper Layers.

meta-LLama3-6B-PruneMe-TEST-21_29 is a merge of the following models using LazyMergekit:

🧩 Configuration

slices:
  - sources:
      - model: meta-llama/Meta-Llama-3-8B-Instruct
        layer_range: [0, 21]
  - sources:
      - model: meta-llama/Meta-Llama-3-8B-Instruct
        layer_range: [29,32]
merge_method: passthrough
dtype: bfloat16

💻 Usage

!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "jsfs11/meta-LLama3-6B-PruneMe-TEST-21_29"
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"])