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| title: Activate Love | |
| emoji: ❤️ | |
| colorFrom: purple | |
| colorTo: red | |
| sdk: gradio | |
| sdk_version: 4.31.5 | |
| app_file: app.py | |
| pinned: true | |
| license: mit | |
| short_description: Steering AI Text Generation | |
| # Activate Love ❤️ | |
| A [Gradio App][gradio-url] replicating results of the paper [»Activation Addition: Steering Language Models Without Optimization«][paper-url] on a [Hugging Face Space][hugging-face-spaces-url]. | |
| ## Demo | |
| Check it out https://huggingface.co/spaces/janraasch/activate-love 🎯. | |
| ## Raison d'être | |
| This is my final project for the [AI Safety Fundamentals][ai-safety-fundamentals-url] course on [AI Alignment][ai-safety-fundamentals-alignment-url]. | |
| When we covered the topic of *Mechanistic Interpretability* in session six my cohort's instructor mentioned [the paper on activation addition][paper-url] published in late 2023. I found this to be an enjoyable & interesting way to get to play around with the inner workings of a model w/o training/optimization. | |
| The authors kindly provide [a notebook on Google Colab][notebook-url] for everyone to replicate their results. Still, I felt it to be useful to give an even more user-friendly & non-technical interface to lower the barrier to interaction with these low-level workings of the model. | |
| Hence this https://huggingface.co/spaces/janraasch/activate-love app exists such that *everyone* may steer and play with [GPT-2 XL][gpt2-xl-url]. | |
| ## Development | |
| ```bash | |
| # Create virtual environment | |
| python3 -m venv gradio-env | |
| source gradio-env/bin/activate | |
| # Install dependencies | |
| pip install -r requirements.txt | |
| # Run app locally | |
| gradio app.py | |
| ``` | |
| ## License | |
| [MIT License](https://en.wikipedia.org/wiki/MIT_License) © [Jan Raasch](https://www.janraasch.com) | |
| [ai-safety-fundamentals-alignment-url]: https://aisafetyfundamentals.com/alignment | |
| [ai-safety-fundamentals-url]: https://aisafetyfundamentals.com | |
| [gpt2-xl-url]:https://huggingface.co/openai-community/gpt2-xl | |
| [gradio-url]: https://www.gradio.app | |
| [hugging-face-spaces-url]: https://huggingface.co/spaces/launch | |
| [paper-url]: https://arxiv.org/abs/2308.10248 | |
| [notebook-url]: http://tinyurl.com/actadd | |