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| ### Note: | |
| Credits to https://www.kaggle.com/datasets/fabiochiusano/medium-articles for the dataset | |
| # Use-Case: | |
| This article generator is to brainstorm introduction and ideas for blogging purposes. Due to hardware limitations, the API can only effectively return up to 300-400 tokens. | |
| Link to API: https://jdvariadic-gpt2-article-generator.hf.space | |
| POST endpoint: generate-article | |
| # Query Parameters: | |
| **title**(str): Generates a short article given the title | |
| **max_length**(int, optional): Specifies the max number of tokens generated by GPT-2 | |
| **top_k**(int, optional): Specifices the parameter top_k for the sampling method used. | |
| # Setup Guide: | |
| Go to https://huggingface.co/spaces | |
| Click on Create New Space. | |
| Specify name, license, and click on Blank Docker template | |
| Select Space hardware (For this implementation, the CPU basic is used) | |
| Build the endpoint by selecting Create Space. | |
| # Model Fine-Tuning guide: | |
| Feel free to reference preprocessing.ipynb |