Cormen-Lib - An academic tool for data structures and algorithms courses

Related tags

AlgorithmsCormen-Lib
Overview

Cormen Lib

The Cormen-lib module is an insular data structures and algorithms library based on the Thomas H. Cormen's Introduction to Algorithms Third Edition. This library was made specifically for administering and grading assignments related to data structure and algorithms in computer science.

With this module students can receive progress reports on their problem sets in real time as they complete assignments. Additionally, student submission assessment is done with unit tests, instead of hand-tracing, ensuring that the grades that students receive accurately reflect their submissions.

The Cormen-lib testing suite offers extremely lightweight and flexible unit testing utilities that can be used on any kind of assignment, whether to write functions or build classes. Course administration can be easily streamlined by restricting which library data structures students are allowed to use on any particular assignment.

Cormen-lib began as a project by two Brandeis University undergraduate students to replace hand-written problem sets written in pseudocode.

Provided Data Structures

The Cormen-lib library offers a set of fundamental data structures and algorithms, with behavior as specified by H. Cormen's Introduction to Algorithms. The following structures (separated by module) are supported:

  • arrays
    • Array
    • Array2D
  • queues
    • Queue
  • stacks
    • Stack
  • sets
    • Set
  • linked_lists
    • SinglyLinkedListNode
    • DoublyLinkedListNode
  • trees
    • BinaryTreeNode
    • NaryTreeNode
    • depth(NaryTreeNode)
  • hashing
    • HashTable
  • heaps
    • PriorityQueue
    • build_min_heap(Array)
  • graphs
    • Vertex
    • Graph

Unit Testing

Along with the Cormen-lib data structures come test utilities for writing test cases. The testing framework allows a course administer to easily write test cases for either expected function output or general class behavior. Test cases can then be compiled into a testing suite which runs all test cases. The testing suite has the capability set a test case run-time timeout and two record comma-separated test results for administrative use.

Consider the example test case below:

import unittest
from cormen_lib.factory_utils import make_stack
from cormen_lib.stacks import Stack
from cormen_lib.test_utils import build_and_run_watched_suite, run_generic_test

from student_submission import student_function

# TestCase class for testing student_function
class StudentFunctionTest(unittest.TestCase):

    # A single test case
    def simple_test_case(self):
        stack = make_stack([1, 2, 3])
        expected = make_stack([1, 1, 2, 2, 3, 3])
        run_generic_test(stack, expected, student_function, in_place=True)

# Run the test cases using build_and_run_watched_suite
if __name__ == '__main__':
    build_and_run_watched_suite([StudentFunctionTest], 4)

Installation

Cormen-lib is available on PyPI, and can be installed with pip.

Cormen-lib has the following dependencies:

Python >= 3.6

Issues

We encourage you to report issues using the Github tracker. We welcome all kinds of issues, especially those related to correctness, documentation and feature requests.

Academic Usage

If you are planning to use Cormen-lib for a university course and have questions, feel free to reach out by email.

Owner
Cormen Lib
Developers of the Cormen Lib academic Python library.
Cormen Lib
HashDB is a community-sourced library of hashing algorithms used in malware.

HashDB HashDB is a community-sourced library of hashing algorithms used in malware. How To Use HashDB HashDB can be used as a stand alone hashing libr

OALabs 216 Jan 06, 2023
A Python Package for Portfolio Optimization using the Critical Line Algorithm

A Python Package for Portfolio Optimization using the Critical Line Algorithm

19 Oct 11, 2022
Python Package for Reflection Ultrasound Computed Tomography (RUCT) Delay And Sum (DAS) Algorithm

pyruct Python Package for Reflection Ultrasound Computed Tomography (RUCT) Delay And Sum (DAS) Algorithm The imaging setup is explained in these paper

Berkan Lafci 21 Dec 12, 2022
A genetic algorithm written in Python for educational purposes.

Genea: A Genetic Algorithm in Python Genea is a Genetic Algorithm written in Python, for educational purposes. I started writing it for fun, while lea

Dom De Felice 20 Jul 06, 2022
An NUS timetable generator which uses a genetic algorithm to optimise timetables to suit the needs of NUS students.

A timetable optimiser for NUS which uses an evolutionary algorithm to "breed" a timetable suited to your needs.

Nicholas Lee 3 Jan 09, 2022
A lightweight, object-oriented finite state machine implementation in Python with many extensions

transitions A lightweight, object-oriented state machine implementation in Python with many extensions. Compatible with Python 2.7+ and 3.0+. Installa

4.7k Jan 01, 2023
It is a platform that implements some path planning algorithms.

PathPlanningAlgorithms It is a platform that implements some path planning algorithms. Main dependence: python3.7, opencv4.1.1.26 (for image show) Tip

5 Feb 24, 2022
Pathfinding algorithm based on A*

Pathfinding V1 What is pathfindingV1 ? This program is my very first path finding program, using python and turtle for graphic rendering. How is it wo

Yan'D 6 May 26, 2022
Repository for data structure and algorithms in Python for coding interviews

Python Data Structures and Algorithms This repository contains questions requiring implementation of data structures and algorithms concepts. It is us

Prabhu Pant 1.9k Jan 01, 2023
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
This is an implementation of the QuickHull algorithm in Python. I

QuickHull This is an implementation of the QuickHull algorithm in Python. It randomly generates a set of points and finds the convex hull of this set

Anant Joshi 4 Dec 04, 2022
Evol is clear dsl for composable evolutionary algorithms that optimised for joy.

Evol is clear dsl for composable evolutionary algorithms that optimised for joy. Installation We currently support python3.6 and python3.7 and you can

GoDataDriven 178 Dec 27, 2022
This is the code repository for 40 Algorithms Every Programmer Should Know , published by Packt.

40 Algorithms Every Programmer Should Know, published by Packt

Packt 721 Jan 02, 2023
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
SortingAlgorithmVisualization - A place for me to learn about sorting algorithms

SortingAlgorithmVisualization A place for me to learn about sorting algorithms.

1 Jan 15, 2022
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
TikTok X-Gorgon & X-Khronos Generation Algorithm

TikTok X-Gorgon & X-Khronos Generation Algorithm X-Gorgon and X-Khronos headers are required to call tiktok api. I will provide you API as rental or s

TikTokMate 31 Dec 01, 2022
An open source algorithm and dataset for finding poop in pictures.

The shitspotter module is where I will be work on the "shitspotter" poop-detection algorithm and dataset. The primary goal of this work is to allow for the creation of a phone app that finds where yo

Jon Crall 29 Nov 29, 2022
Implementation of core NuPIC algorithms in C++

NuPIC Core This repository contains the C++ source code for the Numenta Platform for Intelligent Computing (NuPIC)

Numenta 270 Nov 19, 2022
Resilient Adaptive Parallel sImulator for griD (rapid)

Rapid is an open-source software library that implements a novel “parallel-in-time” (Parareal) algorithm and semi-analytical solutions for co-simulation of integrated transmission and distribution sy

Richard Lincoln 7 Sep 07, 2022