This repository features various projects utilizing the power of GPT-3, OpenAI's cutting-edge language model. See the potential of GPT-3 and get a head start on creating your own apps. Includes text generation, chatbots, language tools, and a user-friendly UI. Perfect for developers of all levels to learn and experiment with GPT-3 technology.
This script uses the python library Streamlit to create a user interface for a text generation application that utilizes the OpenAI GPT-3 language model. It imports the OpenAI library and sets the API key to access the GPT-3 model. A function is defined to generate text using the GPT-3 model, taking in a user-inputted prompt and returning the generated text. The Streamlit UI includes a title, a text input field for the prompt, and a button to trigger the text generation. When the button is pressed, the result of the text generation is displayed in the UI.
- Install the required libraries by running pip install streamlit openai in your command prompt/terminal.
- Clone or download this repository to your local machine.
- In the GPT_app.py file, replace api_key with your own OpenAI API key. You can get one here.
- Run the script by using streamlit run GPT_app.py in your command prompt/terminal while being in the project directory.
- A browser window will open and you can start using the application by entering the prompt and clicking the "Generate Text" button.
The script starts by importing the necessary libraries, streamlit and openai. It then sets the OpenAI API key and creates a function generate_text() which takes a prompt as an input and returns a generated text using the GPT-3 model.
The generate_text() function uses the openai.Completion.create() method to generate text based on the given prompt. The parameters such as engine, max_tokens, n, stop, and temperature can be adjusted as per your requirement.
Finally, the script creates a simple user interface using Streamlit's st.title(), st.text_input(), and st.button() functions to take the prompt and display the generated text.
You can customize the application by modifying the prompt and the parameters passed to the generate_text() function. You can also add more functionality or UI elements to the script as per your requirement.
The script is currently set to use the "text-davinci-002" engine, which is currently the most capable engine for text generation. You can try other engines and see the result. Also, this is a free version of OpenAI API, you can use more advance version by subscribing to OpenAI's paid plan.