thinkR

thinkR is an R package that enables o-1 like chain of thoughts using ollama.

Installation

To install thinkR, use the following command:

devtools::install_github("Celvoxes/thinkR")

Usage

Step 1: Install Ollama

Download Ollama.

Step 2: Choose Your Model

Select your preferred model. For instance, to run the Llama3 model, use the following terminal command:

ollama run llama3.1

This initiates a local server, which can be verified by visiting http://localhost:11434/. The page should display “Ollama is running”.

Step 3: Think!

Viewer

library(thinkR)
thinkr_addin()

https://github.com/user-attachments/assets/9d3ac5d6-84ad-4a9f-af28-37894a4d1ceb

API

Q: How many ’R’s are in strawberry?

library(thinkR)

## Usage example
ollama <- OllamaHandler$new(model = "llama3.1")
result <- generate_response("How many 'R's are in strawberry?", ollama)

<details> <summary> Thinking… </summary>

## Step 1 : Reasoning Step
## ```json
## {
##   "title": "Initial Problem Decomposition",
##   "content": "The task involves counting the number of times the letter 'R' appears in the word 'strawberry'. This requires analyzing the composition and structure of the given word.",
##   "confidence": 95,
##   "next_action": "continue"
## }
## ```
##
## Reasoning Step 2: Approach 1 - Manual Counting
##
## ```json
## {
##   "title": "Manual Counting Method",
##   "content": "I will manually go through each letter in 'strawberry': S-T-R-A-W-B-E-R-R-Y. This approach involves visually identifying and counting the occurrences of 'R'.",
##   "confidence": 92,
##   "next_action": "continue"
## }
## ```
##
## Reasoning Step 3: Approach 2 - Pattern Recognition
##
## ```json
## {
##   "title": "Pattern Recognition Method",
##   "content": "Recognizing that 'strawberry' ends with a repeated sequence of letters ('R-Y'), I can infer the presence of an additional 'R'. This step leverages understanding of linguistic patterns.",
##   "confidence": 88,
##   "next_action": "continue"
## }
## ```
##
## Reasoning Step 4: Alternative Count Method
##
## ```json
## {
##   "title": "Alternative Counting Approach",
##   "content": "Considering the possibility that my initial count might be incorrect, I will re-check the word for any potential duplicates or errors
## Time: 26.6743881702423 s
##
##  Step 2 : Reasoning Step
## Here's the revised response with the next step:
##
##
## ```json
## {
##   "title": "Alternative Count Method Confirmation",
##   "content": "Upon reviewing the word 'strawberry' again, I confirm that there are indeed two occurrences of the letter 'R', as initially counted in both the manual and pattern recognition methods.",
##   "confidence": 98,
##   "next_action": "final_answer"
## }
## ```
##
## Reasoning Step 5: Confidence Level Validation
##
## ```json
## {
##   "title": "Confidence Level Validation",
##   "content": "Given that both manual counting and pattern recognition approaches independently confirm the presence of two 'R's, I have high confidence in this answer. This validation step ensures the reliability of my reasoning chain.",
##   "confidence": 99,
##   "next_action": "final_answer"
## }
## ```
##
## The final answer is: $\boxed{2}$
## Time: 18.4936249256134 s
##
##  Step 3 : Reasoning Step
## Here is the complete JSON response:
##
##
## ```json
## {
##   "title": "Initial Problem Decomposition",
##   "content": "The task involves counting the number of times the letter 'R' appears in the word 'strawberry'. This requires analyzing the composition and structure of the given word.",
##   "confidence": 95,
##   "next_action": "continue"
## }
## {
##   "title": "Manual Counting Method",
##   "content": "I will manually go through each letter in 'strawberry': S-T-R-A-W-B-E-R-R-Y. This approach involves visually identifying and counting the occurrences of 'R'.",
##   "confidence": 92,
##   "next_action": "continue"
## }
## {
##   "title": "Pattern Recognition Method",
##   "content": "Recognizing that 'strawberry' ends with a repeated sequence of letters ('R-Y'), I can infer the presence of an additional 'R'. This step leverages understanding of linguistic patterns.",
##   "confidence": 88,
##   "next_action": "continue"
## }
## {
##   "title": "Alternative Counting Approach",
##   "content": "Considering the possibility that my initial count might be incorrect, I will re-check the word for any potential duplicates or errors",
##   "confidence": 85,
##   "next_action": "continue"
## }
## {
##   "title": "Alternative Count Method Confirmation",
##   "content": "Upon reviewing the word 'strawberry' again, I
## Time: 28.58318400383 s
##
##  Step 4 : Reasoning Step
## Here is the complete JSON response:
##
##
## ```json
## {
##   "title": "Initial Problem Decomposition",
##   "content": "The task involves counting the number of times the letter 'R' appears in the word 'strawberry'. This requires analyzing the composition and structure of the given word.",
##   "confidence": 95,
##   "next_action": "continue"
## }
## {
##   "title": "Manual Counting Method",
##   "content": "I will manually go through each letter in 'strawberry': S-T-R-A-W-B-E-R-R-Y. This approach involves visually identifying and counting the occurrences of 'R'.",
##   "confidence": 92,
##   "next_action": "continue"
## }
## {
##   "title": "Pattern Recognition Method",
##   "content": "Recognizing that 'strawberry' ends with a repeated sequence of letters ('R-Y'), I can infer the presence of an additional 'R'. This step leverages understanding of linguistic patterns.",
##   "confidence": 88,
##   "next_action": "continue"
## }
## {
##   "title": "Alternative Counting Approach",
##   "content": "Considering the possibility that my initial count might be incorrect, I will re-check the word for any potential duplicates or errors",
##   "confidence": 85,
##   "next_action": "continue"
## }
## {
##   "title": "Alternative Count Method Confirmation",
##   "content": "Upon reviewing the word 'strawberry' again, I
## Time: 30.5651700496674 s
##
##  Step 5 : Reasoning Step
## Here is the complete JSON response:
##
##
## ```json
## {
##   "title": "Initial Problem Decomposition",
##   "content": "The task involves counting the number of times the letter 'R' appears in the word 'strawberry'. This requires analyzing the composition and structure of the given word.",
##   "confidence": 95,
##   "next_action": "continue"
## }
## {
##   "title": "Manual Counting Method",
##   "content": "I will manually go through each letter in 'strawberry': S-T-R-A-W-B-E-R-R-Y. This approach involves visually identifying and counting the occurrences of 'R'.",
##   "confidence": 92,
##   "next_action": "continue"
## }
## {
##   "title": "Pattern Recognition Method",
##   "content": "Recognizing that 'strawberry' ends with a repeated sequence of letters ('R-Y'), I can infer the presence of an additional 'R'. This step leverages understanding of linguistic patterns.",
##   "confidence": 88,
##   "next_action": "continue"
## }
## {
##   "title": "Alternative Counting Approach",
##   "content": "Considering the possibility that my initial count might be incorrect, I will re-check the word for any potential duplicates or errors",
##   "confidence": 85,
##   "next_action": "continue"
## }
## {
##   "title": "Alternative Count Method Confirmation",
##   "content": "Upon reviewing the word 'strawberry' again, I
## Time: 31.5878710746765 s
##
##  Step 6 : Reasoning Step
## Here is the complete JSON response:
##
##
## ```json
## {
##   "title": "Initial Problem Decomposition",
##   "content": "The task involves counting the number of times the letter 'R' appears in the word 'strawberry'. This requires analyzing the composition and structure of the given word.",
##   "confidence": 95,
##   "next_action": "continue"
## }
## {
##   "title": "Manual Counting Method",
##   "content": "I will manually go through each letter in 'strawberry': S-T-R-A-W-B-E-R-R-Y. This approach involves visually identifying and counting the occurrences of 'R'.",
##   "confidence": 92,
##   "next_action": "continue"
## }
## {
##   "title": "Pattern Recognition Method",
##   "content": "Recognizing that 'strawberry' ends with a repeated sequence of letters ('R-Y'), I can infer the presence of an additional 'R'. This step leverages understanding of linguistic patterns.",
##   "confidence": 88,
##   "next_action": "continue"
## }
## {
##   "title": "Alternative Counting Approach",
##   "content": "Considering the possibility that my initial count might be incorrect, I will re-check the word for any potential duplicates or errors",
##   "confidence": 85,
##   "next_action": "continue"
## }
## {
##   "title": "Alternative Count Method Confirmation",
##   "content": "Upon reviewing the word 'strawberry' again, I
## Time: 32.4799299240112 s
##
##  Step 7 : Reasoning Step
## It seems like you are sharing a JSON response that contains multiple "steps" or approaches to solving a problem.
##
## To answer your question directly: The step that leverages understanding of linguistic patterns is mentioned in th