Algorithm for Cutting Stock Problem using Google OR-Tools. Link to the tool:

Overview

Cutting Stock Problem

Cutting Stock Problem (CSP) deals with planning the cutting of items (rods / sheets) from given stock items (which are usually of fixed size).

New to Cutting Stock Problem? Understand Visually

Video Tutorial on Cutting Stock Problem

This implementation of CSP tries to answer

How to minimize number of stock items used while cutting customer order

while doing so, it also caters

How to cut the stock for customer orders so that waste is minimum

The OR Tools also helps us in calculating the number of possible solutions for your problem. So in addition, we can also compute

In how many ways can we cut given order from fixed size Stock?

Quick Usage

This is how CSP Tools looks in action. Click CSP Tool to use it CSP Tool

Libraries

Quick Start

Install Pipenv, if not already installed

$ pip3 install --user pipenv

Clone this project and install packages

$ git clone https://github.com/emadehsan/csp
$ cd csp
$ pipenv install

# activate env
$ pipenv shell

Run

If you run the stock_cutter_1d.py file directly, it runs the example which uses 120 as length of stock Rod and generates some customer rods to cut. You can update these at the end of stock_cutter_1d.py.

(csp) $ python csp/stock_cutter_1d.py

Output:

numRollsUsed 5
Status: OPTIMAL
Roll #0: [0.0, [33, 33, 18, 18, 18]]
Roll #1: [2.9999999999999925, [33, 30, 18, 18, 18]]
Roll #2: [5.999999999999993, [30, 30, 18, 18, 18]]
Roll #3: [2.9999999999999987, [33, 33, 33, 18]]
Roll #4: [21.0, [33, 33, 33]]```

Graph of Output

Using input file

If you want to describe your inputs in a file, infile.txt describes the expected format

(csp) $ python3 csp/stock_cutter_1d.py infile.txt

Thinks to keep in mind

  • Works with integers only: IP (Integer Programming) problems working with integers only. If you have some values that have decimal part, you can multiply all of your inputs with some number that will make them integers (or close estimation).
  • You cannot specify units: Whether your input is in Inches or Meters, you have to keep a record of that yourself and conversions if any.

Resources

The whole code for this project is taken from Serge Kruk's

Owner
Emad Ehsan
Overthinking about overthinking. Co-founded @Traverous | Google Developer Expert @googledevelopers | Top Trending Developer on GitHub
Emad Ehsan
A fast, pure python implementation of the MuyGPs Gaussian process realization and training algorithm.

Fast implementation of the MuyGPs Gaussian process hyperparameter estimation algorithm MuyGPs is a GP estimation method that affords fast hyperparamet

Lawrence Livermore National Laboratory 13 Dec 02, 2022
This is an Airport Scheduling Time table implemented using Genetic Algorithm

This is an Airport Scheduling Time table implemented using Genetic Algorithm In this The scheduling is performed on the basisi of that no two Air planes are arriving or departing at the same runway a

1 Jan 06, 2022
A Python description of the Kinematic Bicycle Model with an animated example.

Kinematic Bicycle Model Abstract A python library for the Kinematic Bicycle model. The Kinematic Bicycle is a compromise between the non-linear and li

Winston H. 36 Dec 23, 2022
Silver Trading Algorithm

Silver Trading Algorithm This project was done in the context of the Applied Algorithm Trading Course (FINM 35910) at the University of Chicago. Motiv

Laurent Lanteigne 1 Jan 29, 2022
Sign data using symmetric-key algorithm encryption.

Sign data using symmetric-key algorithm encryption. Validate signed data and identify possible validation errors. Uses sha-(1, 224, 256, 385 and 512)/hmac for signature encryption. Custom hash algori

Artur Barseghyan 39 Jun 10, 2022
Classic algorithms including Fizz Buzz, Bubble Sort, the Fibonacci Sequence, a Sudoku solver, and more.

Algorithms Classic algorithms including Fizz Buzz, Bubble Sort, the Fibonacci Sequence, a Sudoku solver, and more. Algorithm Complexity Time and Space

1 Jan 14, 2022
Repository for Comparison based sorting algorithms in python

Repository for Comparison based sorting algorithms in python. This was implemented for project one submission for ITCS 6114 Data Structures and Algorithms under the guidance of Dr. Dewan at the Unive

Devashri Khagesh Gadgil 1 Dec 20, 2021
Using A * search algorithm and GBFS search algorithm to solve the Romanian problem

Romanian-problem-using-Astar-and-GBFS Using A * search algorithm and GBFS search algorithm to solve the Romanian problem Romanian problem: The agent i

Mahdi Hassanzadeh 6 Nov 22, 2022
Leveraging Unique CPS Properties to Design Better Privacy-Enhancing Algorithms

Differential_Privacy_CPS Python implementation of the research paper Leveraging Unique CPS Properties to Design Better Privacy-Enhancing Algorithms Re

Shubhesh Anand 2 Dec 14, 2022
Gnat - GNAT is NOT Algorithmic Trading

GNAT GNAT is NOT Algorithmic Trading! GNAT is a financial tool with two goals in

Sher Shah 2 Jan 09, 2022
Multiple Imputation with Random Forests in Python

miceforest: Fast, Memory Efficient Imputation with lightgbm Fast, memory efficient Multiple Imputation by Chained Equations (MICE) with lightgbm. The

Samuel Wilson 202 Dec 31, 2022
Robotic Path Planner for a 2D Sphere World

Robotic Path Planner for a 2D Sphere World This repository contains code implementing a robotic path planner in a 2D sphere world with obstacles. The

Matthew Miceli 1 Nov 19, 2021
A minimal implementation of the IQRM interference flagging algorithm for radio pulsar and transient searches

A minimal implementation of the IQRM interference flagging algorithm for radio pulsar and transient searches. This module only provides the algorithm that infers a channel mask from some spectral sta

Vincent Morello 6 Nov 29, 2022
A tictactoe where you never win, implemented using minimax algorithm

Unbeatable_TicTacToe A tictactoe where you never win, implemented using minimax algorithm Requirements Make sure you have the pygame module along with

Jessica Jolly 3 Jul 28, 2022
Fedlearn algorithm toolkit for researchers

Fedlearn algorithm toolkit for researchers

89 Nov 14, 2022
Ralebel is an interpreted, Haitian Creole programming language that aims to help Haitians by starting with the fundamental algorithm

Ralebel is an interpreted, Haitian Creole programming language that aims to help Haitians by starting with the fundamental algorithm

Lub Lorry Lamysère 5 Dec 01, 2022
marching Squares algorithm in python with clean code.

Marching Squares marching Squares algorithm in python with clean code. Tools Python 3 EasyDraw Creators Mohammad Dori Run the Code Installation Requir

Mohammad Dori 3 Jul 15, 2022
All algorithms implemented in Python for education

The Algorithms - Python All algorithms implemented in Python - for education Implementations are for learning purposes only. As they may be less effic

1 Oct 20, 2021
A calculator to test numbers against the collatz conjecture

The Collatz Calculator This is an algorithm custom built by Kyle Dickey, used to test numbers against the simple rules of the Collatz Conjecture. Get

Kyle Dickey 2 Jun 14, 2022
Implementation of Apriori algorithms via Python

Installing run bellow command for installing all packages pip install -r requirements.txt Data Put csv data under this directory "infrastructure/data

Mahdi Rezaei 0 Jul 25, 2022