ChatGPT is a powerful chatbot that can generate natural language responses based on any input. One of the most exciting features of ChatGPT is the code interpreter plugin, which allows users to run Python code within a chat session.
In this article, we will show you how to use ChatGPT code interpreter for free, what are the benefits of using it, some examples of what you can do with it, some tips and tricks for using it effectively, and some limitations and challenges that you may encounter.
How to access the code interpreter plugin?
The Code Interpreter for Free plugin is one of many plugins that are available to ChatGPT users. However, there are still some hurdles to get over. For starters, ChatGPT creator OpenAI restricts plugin access to ChatGPT Plus subscribers, so you’ll need to pay the $20-a-month subscription for access.
However, there is a way to use the Code Interpreter for Free, if you are willing to join a waitlist and wait for an invitation. You must be a ChatGPT Plus subscriber or join the waitlist to free access. You can enable the plugin once you have access by adding #code to your chat prompt.
Then, either in the same message or in a new message, write your code. You may also use the #upload and #download commands to upload and download files. Type #end at the end of your message to end your programming session.
Configure the Code Interpreter API
Python and Pip must be installed. Install Python and Pip on your PC by following the instructions in the linked tutorial. During installation, add python.exe to the PATH variable.
Examine the Python and Pip versions. To see if Python and Pip are properly configured, open the Terminal and run the following instructions. The commands should provide output that includes their version numbers.
python -version pip -version
Download and install the Code Interpreter for Free API. To install the Code Interpreter API, use the following command.
pip install codeinterpreterapi
OpenAI will provide you with an API key. Navigate to the OpenAI website and select “Create new secret key.” Make a copy of the key.
How to Use the Free Code Interpreter API
After installing the Code Interpreter for Free API, you can use it for free by performing the following steps:
Launch a coding editor such as Sublime Text or Notepad++.
Copy and paste the code below into the code editor.
from codeinterpreterapi import CodeInterpreterSession async def main(): # create a session session = CodeInterpreterSession(model=”gpt-3.5-turbo”) # model updated await session.astart() # generate a response based on user input response = await session.generate_response( “Plot the Apple stock price chart from 2007 to 2023 june” ) # plot changes # output the response (text + image) print(“AI: “, response.content) for file in response.files: file.show_image() # terminate the session await session.astop() if __name__ == “__main__”: import asyncio # run the async function asyncio.run(main())
The code is from the Code Interpreter for Free API’s GitHub page, however I modified it to avoid several issues. Some changes are required in line 4 model in the function argument model=”gpt-3.5-turbo”. Then in line 7 “Plot the bitcoin chart of 2023 YTD” changes into “Plot the Apple stock price chart from 2007 to 2023 june”.
Then, in the ninth line, if you have access to the GPT-4 API, you can define the “gpt-4” model. Finally, in the fourteenth line, enter your query and specify what you want to produce.
Save the file to your desktop as “chart.py”. Remember to include the .py extension at the end.
Open Terminal and execute the following instructions in order:
cd Desktop python chart.py
Allow a few seconds for the Code Interpreter for Free API to Generate a chart.
To see what’s going on in the background, add the following line to the code:
os.environ[“VERBOSE”] = “True”
To generate different charts, simply alter the query in the code and run the “chart.py” file again.
You can also check out our blog, How to Use Code Interpreter in ChatGPT for more tips and tutorials on Use Code Interpreter in ChatGPT.
Analyse Data Using the Code Interpreter API
You can use the Code Interpreter for Free API to analyse data from your local dataset. The steps are as follows:
Make a “analysis” folder on your desktop.
Transfer your data to the “analysis” folder. CSV, XSL, or XSLX files can be used to store the dataset.
Paste the following code into a code editor:
import os os.environ[“OPENAI_API_KEY”] = “PASTE THE OPENAI API KEY HERE” from codeinterpreterapi import CodeInterpreterSession, File async def main(): # context manager for auto start/stop of the session async with CodeInterpreterSession(model=”gpt-3.5-turbo”) as session: # define the user request user_request = “Analyze this dataset and plot global temperature from the year 1950 to 2016. Consider the GCAG system.” files = [ File.from_path(“globaltemperature.csv”), ] # generate the response response = await session.generate_response( user_request, files=files ) # output to the user print(“AI: “, response.content) for file in response.files: file.show_image() if __name__ == “__main__”: import asyncio asyncio.run(main())
In the second line, enter your OpenAI API key.
Replace “globaltemperature.csv” with your dataset’s name.
Save the file as “data.py” in your desktop’s “analysis” folder.
Launch the Terminal and run the file similarly:
cd Desktop/analysis python data.py
The chart will now be generated based on your local dataset.
This is how you can use the Code Interpreter API to analyze datasets for free.
Examples of using Code Interpreter for Free
Some examples of how other users have used it for various purposes.
One of the most common uses for the code interpreter plugin is data analysis, since ChatGPT can do that very quickly and with great nuance. You can use ChatGPT to access various data sources, such as web pages, APIs, databases, spreadsheets, and more.
Another popular use for the code interpreter plugin is image processing, since ChatGPT can manipulate and convert images in various ways. You can use ChatGPT to upload or download images from various sources, such as web pages, APIs, files, or other chat messages.
Another exciting use for the code interpreter plugin is video editing since ChatGPT can edit and create videos from text images or other videos. You can use ChatGPT to upload or download videos from various sources such as web pages APIs files or other chat messages.
Limitations and challenges of using ChatGPT code interpreter
Safety and security issues: ChatGPT code interpreter runs your code in a sandboxed and firewalled environment that is supposed to prevent any malicious or harmful actions.
Performance and reliability issues: ChatGPT code interpreter runs your code in real-time using a machine learning model that is supposed to handle any input or output.
Ethical and legal issues: ChatGPT code interpreter allows you to access various data sources and generate various content using various modules and libraries that are supposed to respect the rights and interests of their owners and creators.
Benefits of using the code interpreter plugin
You can use ChatGPT as a coding assistant that can help you write, run, test, debug, and improve your code.
You can use ChatGPT as a data analyst that can help you collect, process, analyze, visualize, and interpret data from various sources.
You can use ChatGPT as an image processor that can help you manipulate, convert, enhance, and generate images from text or other images.
ChatGPT Code Interpreter for Free is a powerful and versatile plugin that can enhance your chatbot experience and enable you to do amazing things with ChatGPT. You can then use ChatGPT code interpreter to run Python code, handle files, and generate data, images, videos, and more.
We hope this article has given you a comprehensive and helpful guide on how to use ChatGPT code interpreter for free. If you have any questions, feedback, or suggestions, please feel free to leave a comment below.