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
Implements (high-dimenstional) clustering algorithm

Description Implements (high-dimenstional) clustering algorithm described in https://arxiv.org/pdf/1804.02624.pdf Dependencies python3 pytorch (=0.4)

Eric Elmoznino 5 Dec 27, 2022
Python Client for Algorithmia Algorithms and Data API

Algorithmia Common Library (python) Python client library for accessing the Algorithmia API For API documentation, see the PythonDocs Algorithm Develo

Algorithmia 138 Oct 26, 2022
Algorithm and Structured Programming course project for the first semester of the Internet Systems course at IFPB

Algorithm and Structured Programming course project for the first semester of the Internet Systems course at IFPB

Gabriel Macaúbas 3 May 21, 2022
Algorithmic trading backtest and optimization examples using order book imbalances. (bitcoin, cryptocurrency, bitmex)

Algorithmic trading backtest and optimization examples using order book imbalances. (bitcoin, cryptocurrency, bitmex)

172 Dec 21, 2022
A Python library for simulating finite automata, pushdown automata, and Turing machines

Automata Copyright 2016-2021 Caleb Evans Released under the MIT license Automata is a Python 3 library which implements the structures and algorithms

Caleb Evans 219 Dec 12, 2022
Parameterising Simulated Annealing for the Travelling Salesman Problem

Parameterising Simulated Annealing for the Travelling Salesman Problem Abstract The Travelling Salesman Problem is a well known NP-Hard problem. Given

Gary Sun 55 Jun 15, 2022
A Python program to easily solve the n-queens problem using min-conflicts algorithm

QueensProblem A program to easily solve the n-queens problem using min-conflicts algorithm Performances estimated with a sample of 1000 different rand

0 Oct 21, 2022
8-puzzle-solver with UCS, ILS, IDA* algorithm

Eight Puzzle 8-puzzle-solver with UCS, ILS, IDA* algorithm pre-usage requirements python3 python3-pip virtualenv prepare enviroment virtualenv -p pyth

Mohsen Arzani 4 Sep 22, 2021
QDax is a tool to accelerate Quality-Diveristy (QD) algorithms through hardware accelerators and massive parallelism

QDax: Accelerated Quality-Diversity QDax is a tool to accelerate Quality-Diveristy (QD) algorithms through hardware accelerators and massive paralleli

Adaptive and Intelligent Robotics Lab 183 Dec 30, 2022
Xor encryption and decryption algorithm

Folosire: Pentru encriptare: python encrypt.py parola fișier pentru criptare fișier encriptat(de tip binar) Pentru decriptare: python decrypt.p

2 Dec 05, 2021
An implementation of ordered dithering algorithm in python as multimedia course project

One way of minimizing the size of an image is to simply reduce the number of bits you use to represent each pixel.

7 Dec 02, 2022
All Algorithms implemented in Python

The Algorithms - Python All algorithms implemented in Python (for education) These implementations are for learning purposes only. Therefore they may

The Algorithms 150.6k Jan 03, 2023
🧬 Performant Evolutionary Algorithms For Python with Ray support

🧬 Performant Evolutionary Algorithms For Python with Ray support

Nathan 49 Oct 20, 2022
Esse repositório tem como finalidade expor os trabalhos feitos para disciplina de Algoritmos computacionais e estruturais do CEFET-RJ no ano letivo de 2021.

Exercícios de Python 🐍 Esse repositório tem como finalidade expor os trabalhos feitos para disciplina de Algoritmos computacionais e estruturais do C

Rafaela Bezerra de Figueiredo 1 Nov 20, 2021
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
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
Python implementation of Aho-Corasick algorithm for string searching

Python implementation of Aho-Corasick algorithm for string searching

Daniel O'Sullivan 1 Dec 31, 2021
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
How on earth can I ever think of a solution like that in an interview?!

fuck-coding-interviews This repository is created by an awkward programmer who always struggles with coding problems on LeetCode, even with some Easy

Vinta Chen 613 Jan 08, 2023
Python based framework providing a simple and intuitive framework for algorithmic trading

Harvest is a Python based framework providing a simple and intuitive framework for algorithmic trading. Visit Harvest's website for details, tutorials

100 Jan 03, 2023