--- license: mit datasets: - tatsu-lab/alpaca language: - en metrics: - accuracy library_name: transformers pipeline_tag: text-generation widget: - text: "Below is an instruction that describes a task. Write a response that appropriately completes the request.\nInstruction: What is artificial intelligence?\nResponse: " example_title: "Knowledge-AI" - text: "Below is an instruction that describes a task. Write a response that appropriately completes the request.\nInstruction: Write a haiku poem on cows\nResponse: " example_title: "Poem Generation" - text: "Below is an instruction that describes a task. Write a response that appropriately completes the request.\nInstruction: What is the meaning of life?\nResponse: " example_title: "Philosophy" - text: "Below is an instruction that describes a task. Write a response that appropriately completes the request.\nInstruction: What is the sky blue?\nResponse: " example_title: "Knowledge-sky" - text: "Below is an instruction that describes a task. Write a response that appropriately completes the request.\nInstruction: Define electrostatic potential\nResponse: " example_title: "Knowledge-electricity" --- # Model Card for Model ID This is the fine tuned version of OpenAI's GPT-2 with Alpaca dataset. This has been fine tuned for 20 epochs at batch size of 14. ### Model Description ``` license: mit dataset: tatsu-lab/alpaca language: en library_name: transformers pipeline_tag: text-generation base_model: gpt2 ``` ## Examples 1. Give me tips to be healthy ``` Here are some tips to be healthy: - Eat a balanced diet that includes plenty of fruits, vegetables, whole grains, lean proteins, and healthy fats. - Exercise regularly to maintain a healthy weight and reduce the risk of developing any health issues. - Get enough sleep and stay hydrated by drinking plenty of water. - Get enough fiber and healthy fats to support your overall health and wellbeing. - Practice mindful breathing and avoid activities that can increase stress. - Get enough sleep and maintain a healthy weight. ``` 2. Write a poem on cows ``` Cows are one of the most beloved animals in the world, They live in lush green fields and care for the ground. Their milk is a sweet beverage, They live in a world of peace and tranquility. Though cows may seem small in comparison, They have a special bond with their owners. They care for their cows, and they do it right. The milk they produce is vital, They have a special place in our hearts. They are loyal friends, and they will never be defeated. Cows are a source of joy and joy, They will never be out of place again. ``` 3. Which is the fastest animal in the world ``` The cheetah is the fastest animal in the world. ``` ## Bias, Risks, and Limitations This model has all the biases, risks and limitations of base gpt2 model. ## Recommendation The ideal format for inference is: ``` Below is an instruction that describes a task. Write a response that appropriately completes the request. Instruction:{question} Response: ``` Replace {question} with the question of your choice. The parameters I used for inference are: ``` top_k=20 top_p=.9 temperature = .7 ``` ## References used 1. GPT2 @article{radford2019language, title={Language Models are Unsupervised Multitask Learners}, author={Radford, Alec and Wu, Jeff and Child, Rewon and Luan, David and Amodei, Dario and Sutskever, Ilya}, year={2019} } 2. tatsu-lab/alpaca @misc{alpaca, author = {Rohan Taori and Ishaan Gulrajani and Tianyi Zhang and Yann Dubois and Xuechen Li and Carlos Guestrin and Percy Liang and Tatsunori B. Hashimoto }, title = {Stanford Alpaca: An Instruction-following LLaMA model}, year = {2023}, publisher = {GitHub}, journal = {GitHub repository}, howpublished = {\url{https://github.com/tatsu-lab/stanford_alpaca}}, }