Strangemerges 53 7B Model Stock

🚀 StrangeMerges_53-7B-model_stock

StrangeMerges_53-7B-model_stock is a merged model that combines multiple models using LazyMergekit. It offers enhanced performance in various text - generation tasks.

🚀 Quick Start

This section provides a quick guide on how to start using the StrangeMerges_53-7B-model_stock.

✨ Features

• Model Merging: Utilizes LazyMergekit to merge multiple models effectively.
• Text Generation: Performs well in various text - generation tasks as shown in the Open LLM Leaderboard.

📦 Installation

Before using the model, you need to install the necessary libraries. Run the following command:

!pip install -qU transformers accelerate

💻 Usage Examples

Basic Usage

from transformers import AutoTokenizer
import transformers
import torch

model = "Gille/StrangeMerges_53-7B-model_stock"
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"])

📚 Documentation

🧩 Configuration

The following is the configuration used for merging the models:

models:
  - model: Gille/StrangeMerges_52-7B-dare_ties
  - model: rwitz/experiment26-truthy-iter-0
  - model: Gille/StrangeMerges_32-7B-slerp
  - model: AurelPx/Percival_01-7b-slerp
  - model: Kukedlc/NeuralMaths-Experiment-7b
merge_method: model_stock
base_model: Gille/StrangeMerges_52-7B-dare_ties
dtype: bfloat16

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

📄 License

This project is licensed under the Apache 2.0 license.