How to Get ChatGPT in R with chattr (2024)

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Hey guys, welcome back to my R-tips newsletter. ChatGPT is a massive productivity enhancer. Lately it’s felt like VSCode, which integrates AI via GitHub Copilot, is moving faster than the RStudio IDE when it comes to integrating AI. Fortunately, I stumbled upon a new R package that integrates ChatGPT in R via RStudio IDE. It’s called chattr, and I’m sharing how to get started in under 5 minutes. Let’s go!

Table of Contents

Here’s what you’re learning today:

  • What is chattr? You’ll discover what chattr is and how it brings LLMs to RStudio
  • Benefits of using Chattr How chattr provides additional context to OpenAI ChatGPT and GitHub Copilot LLMs from inside RStudio
  • How to get ChatGPT inside of RStudio You’ll install chattr and set up ChatGPT inside of Rstudio
  • Make a quick Shiny App with chattr I’ll explain how to make your first shiny app to explore your dataset.

How to Get ChatGPT in R with chattr (1)

Get the Code (In the R-Tip 080 Folder)

Inside the workshop I’ll share how I built a Machine Learning Powered Production Shiny App with ChatGPT (extends this data analysis to an insane production app):

How to Get ChatGPT in R with chattr (2)

What: ChatGPT for Data Scientists

When: Wednesday June 12th, 2pm EST

How It Will Help You: Whether you are new to data science or are an expert, ChatGPT is changing the game. There’s a ton of hype. But how can ChatGPT actually help you become a better data scientist and help you stand out in your career? I’ll show you inside my free chatgpt for data scientists workshop.

Price: Does Free sound good?

How To Join: 👉 Register Here

This article is part of R-Tips Weekly, a weekly video tutorial that shows you step-by-step how to do common R coding tasks. Pretty cool, right?

Here are the links to get set up. 👇

chattr is an interface to LLMs (Large Language Models). It enables interaction with the model directly from the RStudio IDE. chattr allows you to submit a prompt to the LLM from your script, or by using the provided Shiny Gadget.

Chattr provides integration to many common models including OpenAI’s GPT models, Llama, and GitHub Copilot:

How to Get ChatGPT in R with chattr (3)

Once set up, you can use an LLM widget inside of RStudio IDE:

chattr enriches your request with additional instructions, name and structure of data frames currently in your environment, the path for the data files in your working directory. If supported by the model, chattr will include the current chat history.

How to Get ChatGPT in R with chattr (4)

It takes about 1 minute to get chattr set up so you can start using ChatGPT inside of Rstudio. All the tutorial code shown is available in the R-Tips Newsletter folder for R-Tip 080.

How to Get ChatGPT in R with chattr (5)

Here’s how to set up Chattr:

How to Get ChatGPT in R with chattr (6)

Follow these 5 steps:

  1. Install: chattr is not on CRAN as of this article. But you can install from GitHub.
  2. Load: Load chattr
  3. API Key: Set up your OpenAI API Key.
  4. Select a Model: For this demo I’m using gpt-3.5-turbo, denoted “gpt35”. But you can use gpt-4-turbo as well with “gpt4”.
  5. Run Chattr: This fires up a chattr_app() as a background job.

Success: A ChatBot Just Appeared inside Rstudio

Once successful you’ll see a dialog open in the RStudio Viewer window. You can begin asking questions like how to read the data from the chattr folder.

How to Get ChatGPT in R with chattr (7)

Chattr Background job

One thing I want to mention is why it makes sense to run Chattr as a background job. Running as a background job frees up your Console so you can continue to work.

How to Get ChatGPT in R with chattr (8)

How to Get ChatGPT in R with chattr (9)

One of the things I love LLM’s for is building shiny apps. So I’ll share a quick dialog I had with chattr to make one. The chattr shiny app is in the test_shiny_app.R file.

One of the things I wanted to do was explore a Marketing Campaign dataset that I have inside the R-Tip 80 folder marketing_campaign.csv.

So I asked it howt to make a minimal shiny app to explore the data?

And it made this for me (shiny app is in the R-Tip 80 Folder):

How to Get ChatGPT in R with chattr (10)

This is exciting! Chattr is making it easier and more productive for me to use LLM’s in my R workflow. I look forward to seeing how chattr progresses as LLM’s become a bigger part of my data science process.

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How to Get ChatGPT in R with chattr (11)

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How to Get ChatGPT in R with chattr (12)

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How to Get ChatGPT in R with chattr (2024)

FAQs

Does ChatGPT work with R? ›

ChatGPT can answer questions about a wide range of technology subjects, including how to write R code. That means ChatGPT's power is available to every R programmer, even those who know little about large language models.

What is the best AI tool for coding in R? ›

Best AI Coding Assistants for R
  • Programming Helper. Programming Helper. ...
  • AskCodi. AskCodi.com. ...
  • JetBrains Datalore. JetBrains. ...
  • Refraction. Refraction. ...
  • SpellBox. SpellBox. ...
  • CodePal. CodePal.ai. ...
  • Ghostwriter. Replit. Coding was slow, tedious, and difficult to learn yesterday. ...
  • Kodezi. Kodezi. Let Kodezi auto-summarize your code in seconds.

How accurate is the code for ChatGPT? ›

Overall Performance of ChatGPT 3.5

More than half of the time, 52.1 percent, ChatGPT 3.5 did not identify the coding error at all. Interestingly, 1.7 percent of the time, it flagged a program and noted that there was a problem, but it declared the problem to be an aesthetic one rather than an error.

How to use OpenAI api in R? ›

Integrating OpenAI API with R
  1. Install the OpenAI R Package. Start by opening Rstudio and creating a new R file. ...
  2. Import Required Library. After you have completed the installation of the package you need to import it as a library and load the package for interacting with the OpenAI API: ...
  3. Initialize your API Key in R:
Mar 22, 2024

Is it worth to buy ChatGPT 4? ›

In a nutshell, ChatGPT-4 represents a leap forward in AI language models. Enhanced reasoning, captivating language, and advanced capabilities make it a worthwhile upgrade. While GPT-3 remains reliable for speed, GPT-4 is your go-to for top-tier performance.

Which AI is best for coding? ›

Snyk. Snyk is an AI-powered security platform that helps developers find and fix vulnerabilities in their code and dependencies. In 2020, Snyk acquired DeepCode, enhancing its capabilities with advanced AI-driven code analysis.

Can AI write R code? ›

How does RTutor work? The requests are structured and sent to OpenAI's AI system, which returns R code. The R code is cleaned up and executed in a Shiny environment, showing results or error messages.

What language is used in ChatGPT? ›

Can ChatGPT Generate a Programming Language Code/Program? Yes, ChatGPT can generate code in various programming languages such as Python, Java, C++, and more. However, it's important to note that the quality of the code generated may vary and it may not always be free of errors or optimal for the intended task.

How to use AI in R? ›

The first step to building an AI model in R is data preprocessing. This involves importing the dataset, checking for missing values, and encoding categorical data. After preprocessing the data, the next step is to split the dataset into the training set and test set. This can be done using the caTools package in R.

What is the best platform to run R? ›

7 Best IDEs For R Programming [2024]
  • RStudio.
  • Jupyter Notebook.
  • Visual Studio Code.
  • R Tools for Visual Studio.
  • Emacs & ESS.
  • Eclipse with StatET.
  • Sublime Text.
May 26, 2024

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