Related Posts
Creating a ChatGPT Clone in Python
ChatGPT is a large language model chatbot developed by OpenAI. It is trained on a massive dataset of text and code, and can generate text, translate languages, write different kinds of creative content, and answer your questions in an informative way.
In this tutorial, we will learn how to create a ChatGPT clone in Python. We will use the OpenAI API to access ChatGPT, and the Gradio library to create a web app that allows users to interact with the chatbot.
Prerequisites
To follow this tutorial, you will need the following:
A Python 3 installation
The OpenAI API key
The Gradio library
Getting Started
First, we need to install the OpenAI API and Gradio libraries. We can do this using the following commands:
Code snippet
pip install openai
pip install gradio
Use code with caution. Learn more
Next, we need to create a new Python file and import the necessary libraries. We will also need to create a variable to store our OpenAI API key.
Code snippet
import openai
import gradio
API_KEY = "YOUR_API_KEY"
Use code with caution. Learn more
Creating the ChatGPT Clone
Now, we can create the ChatGPT clone. We will use the following code:
Code snippet
def chat(prompt):
response = openai.Completion.create(
prompt=prompt,
engine="davinci",
max_tokens=100,
temperature=0.7,
top_p=0.9,
frequency_penalty=0.0,
presence_penalty=0.0,
)
return response.choices[0].text
gradio.Interface(chat, inputs="text", outputs="text").launch()
Use code with caution. Learn more
This code creates a function called chat that takes a prompt as input and returns a response from ChatGPT. We then use the gradio library to create a web app that allows users to interact with the chatbot.
Testing the ChatGPT Clone
Now, we can test our ChatGPT clone. We can do this by visiting the URL that is generated by the gradio.Interface function.
When we visit the URL, we will see a web app that allows us to enter a prompt and get a response from ChatGPT. For example, if we enter the prompt "What is the capital of France?", the chatbot will respond with "The capital of France is Paris."
Conclusion
In this tutorial, we learned how to create a ChatGPT clone in Python. We used the OpenAI API and the Gradio library to create a web app that allows users to interact with the chatbot.
The ChatGPT clone that we created is a simple example, but it can be used to create a variety of chatbots. For example, we could use the chatbot to provide customer service, answer questions, or generate creative content.