Python rubik's cube solver

Overview

py-rubik_solver

Python solver for a rubik's cube

This program makes a 3D representation of a rubiks cube and solves it step by step.

solving the cube image

Usage

To use this program you need to execute the following commands

  • For 3D visualizations:

    python visualizer.py

  • For statistics:

    python stats.py

Requirements

To use this program you need to install python 3.8.10 or later (although it will probably work on python 3.7) You will also need a recent version of numpy and vpython 7 or later, those can be installed with:

pip install numpy vpython

Implementation

This project is separated in different files, each implementing a different functionality. The content and functionality of each of these files is the following:

configs.py

This file contains general configuration parameters mostly related to the visual representation of the cube:

  • The default colors
  • The number of fps
  • The time taken to reproduce each move
  • Time to wait between moves
  • Speed factor

cube.py

This file contains the Cube class, which implements a data structure for storing the pieces of the cube and some functions for rotating the faces of the cube. It also implements the possibility to shuffle the cube on creation and the possibility of recording a list of moves made in the cube, this is used for generating a solution.

The main functions implemented in this class are:

  • move(move, n=1, record=True): where move should be a string representing the face to move and n is the number of 90 degree rotations to perform (2 is half turn and 3 or -1 is a turn to the other side). The codes used for the move are:

    • "U", "F", "R", "B", "L", "D" for individual faces.
    • "UD", "FB", "RL" for the middle faces.
    • "UU", "FF", "RR" for rotations of the whole cube along this axis.
  • rotate(axis, n=1): this has the same effect as using move with "UU", "FF", "RR" but these moves are never recorded.

  • is_solved(): checks whether the cube equals the solved cube. Keep in mind that this function will return False even if the cube is solved but faces a different way.

  • copy(): creates a deep_copy of the cube. The copy is completely independent of the original cube.

cube_3d.py

This file implements the Cube3D class, which directly inherits from the Cube class. This class overrides the __init__ and move functions to first create all the cubes necessary to represent the rubiks cube in 3D and then animate them each time any face is moved.

cube_solver.py

This file implements the CubeSolver class, which acts as an abstract class for all the other solving algorithms. It only takes care of taking some measures for statistics.

simple_solver.py

This is the first solving algorithm implemented, it's the usual beginer algorithm for anyone learning how to solve the rubiks cube. It's implemented on a really naive way, and it's far from optimal in terms of the number of steps of the solution. It was just a proof of concept and my goal is to implement a better, more efficient version of this class in the future.

In my personal computer this algorithm takes 1.78 ms on average to compute a solution, and the solutions have 205.6 steps on average. Again these results are far from good, but this was just a proof of concept.

The process of the algorithm is separated in different steps, which are:

  • solve_first_cross: solves the cross on the UP face
  • solve_first_corners: solves the corners on the UP face
  • solve_second_row: solves the second "crown" or the second row
  • solve_second_cross: creates a cross on the DOWN face
  • orientate_2nd_cross: positions correctly the pieces inside the cross on the DOWN face
  • solve_second_corners: positions correctly the corners in the DOWN face
  • orientate_2nd_corners: rotates correctly the corners in the DOWN face
  • reorient_cube: rotates the whole cube so that the UP face is facing up and the FRONT face if facing front

stats.py

This file is used to compute some statistics of the cube solutions. At this point this file is used to compute:

  • The average time taken to generate a solution
  • The average number of steps of the generated solutions
  • Some data of the solving process

Keep in mind the data computed will probably change in the future.

util.py

In this file we store different lists and dictionaries used in the project such as a solved cube structure, a list of the directions, a function for generating random moves, ...

visualizer.py

This file is used to launch a 3D representation of the solving process of the cube. It also contains a function to check the progress of the solving algorithm.

Notes

In the future I'm planing to make more solving algorithms as well as an implementation for a physical robot that solves a given cube.

Use this code as you wish, just let me know if you do, I'll love to hear what you are up to!

If you have any doubts/comments/suggestions/anything please let my know via email at [email protected] or at the email in my profile.

Owner
Pablo QB
I'm a student of the double degree on Computer Engineering and Mathematics at UAM university. Here I upload some of my personal proyects just for fun.
Pablo QB
Face Recognizer using Opencv Python

Face Recognizer using Opencv Python The first step create your own dataset with file open-cv-create_dataset second step You can put the photo accordin

Han Izza 2 Nov 16, 2021
Open Source Computer Vision Library

OpenCV: Open Source Computer Vision Library Resources Homepage: https://opencv.org Courses: https://opencv.org/courses Docs: https://docs.opencv.org/m

OpenCV 65.7k Jan 03, 2023
python ocr using tesseract/ with EAST opencv detector

pytextractor python ocr using tesseract/ with EAST opencv text detector Uses the EAST opencv detector defined here with pytesseract to extract text(de

Danny Crasto 38 Dec 05, 2022
A small C++ implementation of LSTM networks, focused on OCR.

clstm CLSTM is an implementation of the LSTM recurrent neural network model in C++, using the Eigen library for numerical computations. Status and sco

Tom 794 Dec 30, 2022
Resizing Canny Countour In Python

Resizing_Canny_Countour Install Visual Studio Code , https://code.visualstudio.com/download Select Python and install with terminal( pip install openc

Walter Ng 1 Nov 07, 2021
Simple SDF mesh generation in Python

Generate 3D meshes based on SDFs (signed distance functions) with a dirt simple Python API.

Michael Fogleman 1.1k Jan 08, 2023
A simple Security Camera created using Opencv in Python where images gets saved in realtime in your Dropbox account at every 5 seconds

Security Camera using Opencv & Dropbox This is a simple Security Camera created using Opencv in Python where images gets saved in realtime in your Dro

Arpit Rath 1 Jan 31, 2022
Detecting Text in Natural Image with Connectionist Text Proposal Network (ECCV'16)

Detecting Text in Natural Image with Connectionist Text Proposal Network The codes are used for implementing CTPN for scene text detection, described

Tian Zhi 1.3k Dec 22, 2022
Introduction to Augmented Reality (AR) with Python 3 and OpenCV 4.2.

Introduction to Augmented Reality (AR) with Python 3 and OpenCV 4.2.

fernanda rodríguez 85 Jan 02, 2023
Handwritten Number Recognition using CNN and Character Segmentation

Handwritten-Number-Recognition-With-Image-Segmentation Info About this repository This Repository is aimed at reading handwritten images of numbers an

Sparsha Saha 17 Aug 25, 2022
A tool for extracting text from scanned documents (via OCR), with user-defined post-processing.

The project is based on older versions of tesseract and other tools, and is now superseded by another project which allows for more granular control o

Maxim 32 Jul 24, 2022
CellProfiler is a open-source application for biological image analysis

CellProfiler is a free open-source software designed to enable biologists without training in computer vision or programming to quantitatively measure phenotypes from thousands of images automaticall

CellProfiler 732 Dec 23, 2022
Detect the mathematical formula from the given picture and the same formula is extracted and converted into the latex code

Mathematical formulae extractor The goal of this project is to create a learning based system that takes an image of a math formula and returns corres

6 May 22, 2022
Go package for OCR (Optical Character Recognition), by using Tesseract C++ library

gosseract OCR Golang OCR package, by using Tesseract C++ library. OCR Server Do you just want OCR server, or see the working example of this package?

Hiromu OCHIAI 1.9k Dec 28, 2022
Opencv-image-filters - A camera to capture videos in real time by placing filters using Python with the help of the Tkinter and OpenCV libraries

Opencv-image-filters - A camera to capture videos in real time by placing filters using Python with the help of the Tkinter and OpenCV libraries

Sergio Díaz Fernández 1 Jan 13, 2022
Satoshi is a discord bot template in python using discord.py that allow you to track some live crypto prices with your own discord bot.

Satoshi ~ DiscordCryptoBot Satoshi is a simple python discord bot using discord.py that allow you to track your favorites cryptos prices with your own

Théo 2 Sep 15, 2022
Motion detector, Full body detection, Upper body detection, Cat face detection, Smile detection, Face detection (haar cascade), Silverware detection, Face detection (lbp), and Sending email notifications

Security camera running OpenCV for object and motion detection. The camera will send email with image of any objects it detects. It also runs a server that provides web interface with live stream vid

Peace 10 Jun 30, 2021
An interactive interface for using OpenCV's GrabCut algorithm for image segmentation.

Interactive GrabCut An interactive interface for using OpenCV's GrabCut algorithm for image segmentation. Setup Install dependencies: pip install nump

Jason Y. Zhang 16 Oct 10, 2022
A simple document layout analysis using Python-OpenCV

Run the application: python main.py *Note: For first time running the application, create a folder named "output". The application is a simple documen

Roinand Aguila 109 Dec 12, 2022
A simple demo program for using OpenCV on Android

Kivy OpenCV Demo A simple demo program for using OpenCV on Android Build with: buildozer android debug deploy run Run (on desktop) with: python main.p

Andrea Ranieri 13 Dec 29, 2022