🤖 Exploring OpenAI's GPT-4 Code Interpreter
OpenAI has recently added a new feature to GPT-4 called the Code Interpreter. In this article, we will explore what it is and how it differs from previous versions of GPT-4. We will also test how it lets you upload files and run code in a Python sandbox. People are already using it to build games in just a matter of minutes or map the population density of the US by ZIP code or even just produce really nice diagrams for statistics and information based on Excel spreadsheets.
📝 Table of Contents
- Introduction
- What is the Code Interpreter?
- How does it differ from previous versions of GPT-4?
- Uploading Files
- Running Code in a Python Sandbox
- Doing Math with Python
- Analyzing Excel Spreadsheets
- Modifying Images
- Uploading Code Directories
- Pros and Cons
- Highlights
- FAQ
What is the Code Interpreter?
The Code Interpreter is a new experimental model of GPT-4. As a brand new model, it can do a few new things, including using Python, uploading files, and letting you download files too. So, has this new model run code? It does this by having Python exist in a sandbox, allowing it to be firewalled and then executed inside of a temporary space. This means this version of GPT-4 can essentially do math, which was one of the biggest limitations with previous versions because it kind of has a calculator which is in the form of Python.
How does it differ from previous versions of GPT-4?
Previous versions of GPT-4 would hallucinate numbers if they didn't know how to add them up. But with access to Python and in a sandbox, these numbers can be added up, and then the language model can present them. Also, with the benefit of being able to now upload files and run them in this code interpreter, it could essentially do your homework.
Uploading Files
One of the coolest features of the Code Interpreter is being able to upload files. You can upload almost anything, including PDFs, plain text files, and even images. This is incredibly useful for tasks like summarizing text files or identifying faces in images.
Running Code in a Python Sandbox
The Code Interpreter allows you to run code in a Python sandbox. This means you can test out code without worrying about breaking anything. You can also use Python to do calculations, graph out statistics, and even modify images.
Doing Math with Python
One of the biggest limitations of previous versions of GPT-4 was that it couldn't do math. But with access to Python, GPT-4 can now do math and present the results in a clear and concise manner.
Analyzing Excel Spreadsheets
The Code Interpreter can also analyze Excel spreadsheets. This is incredibly useful for tasks like producing graphs and statistics based on large amounts of data.
Modifying Images
The Code Interpreter can also modify images. This is incredibly useful for tasks like cropping images or identifying faces in images.
Uploading Code Directories
The Code Interpreter also allows you to upload code directories. This is incredibly useful for tasks like modifying existing code or creating new code from scratch.
Pros and Cons
Pros:
- Can do math with Python
- Can analyze Excel spreadsheets
- Can modify images
- Can upload code directories
Cons:
- Limited to Python
- Limited to sandbox environment
Highlights
- The Code Interpreter is a new experimental model of GPT-4 that allows you to run code in a Python sandbox.
- You can upload files, including PDFs, plain text files, and images.
- The Code Interpreter can do math with Python, analyze Excel spreadsheets, modify images, and upload code directories.
FAQ
Q: What is the Code Interpreter?
A: The Code Interpreter is a new experimental model of GPT-4 that allows you to run code in a Python sandbox.
Q: What can I upload to the Code Interpreter?
A: You can upload almost anything, including PDFs, plain text files, and images.
Q: What can the Code Interpreter do?
A: The Code Interpreter can do math with Python, analyze Excel spreadsheets, modify images, and upload code directories.
