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| title: Should I follow? | |
| emoji: 🦄 | |
| colorFrom: pink | |
| colorTo: yellow | |
| sdk: streamlit | |
| sdk_version: 1.17.0 | |
| app_file: app.py | |
| pinned: false | |
| # Should I Follow? | |
| ##### A simple app to get an overview of what the twitter user has been posting about and their tone | |
| This is a demo just for fun 🥳 | |
| This repo contains a streamlit application that given a Twitter username, tells you what type of things they've been posting about lately, their tone, and the languages they use. It uses the LLM by OpenAI `text-davinci-003`. | |
| It's been built with [Haystack](https://haystack.deepset.ai) using the [`PromptNode`](https://docs.haystack.deepset.ai/docs/prompt_node) and by creating a custom [`PromptTemplate`](https://docs.haystack.deepset.ai/docs/prompt_node#templates) | |
| https://user-images.githubusercontent.com/15802862/220464834-f42c038d-54b4-4d5e-8d59-30d95143b616.mov | |
| ### Points of improvement | |
| Since we're using a generative model here, we need to be a bit creative with the prompt we provide it to minimize any hallucination or similar unwanted results. For this reason, I've tried to be a bit creative with the `PromptTemplate` and give some examples of _how_ to construct a summary. However, this still sometimes produces odd results. | |
| If you try to run it yourself and find ways to make this app better, please feel free to create an issue/PR 🙌 | |
| ## To learn more about the PromptNode | |
| Check out our tutorial on the PromptNode and how to create your own templates [here](https://haystack.deepset.ai/tutorials/21_customizing_promptnode) | |
| ## Installation and Running | |
| To run the bare application which does _nothing_: | |
| 1. Install requirements: | |
| `pip install -r requirements.txt` | |
| 2. Run the streamlit app: | |
| `streamlit run app.py` | |
| 3. Createa a `.env` and add your Twitter Bearer and OpenAI tokens: | |
| `TWITTER_BEARER_TOKEN` and `OPEN_AI_KEY` | |
| This will start up the app on `localhost:8501` where you will dind a simple search bar | |
| #### The Haystack Community is on [Discord](https://discord.com/invite/VBpFzsgRVF) | |