README.md

---
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"
inference:
  parameters:
    temperature: 0.7
    top_k: 50
    top_p: .9
    max_length: 200
---

# 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}},
}