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GSoC 2022 Implementing hawick_circuits algorithm from Boost Graph Library to pgRouting
- Proposal
- Participants
- Weekly Report and Plan
- Log of Pull Requests
- Final Report
- Community Bonding Period (May 20th - June 12th)
- Pre-Bonding Period (March 07th - April 19th)
- References
The project aims at implementing Boost Graph Library Algorithm Hawick_circuits in pgRouting. Hawick circuit is an algorithm used for searching circuits in a graph. It can be used to enumerate all the circuits in a directed multigraph. Specifically, it can also enumerate self-loops and redundant circuits caused by parallel edges which is not detected by other available algorithm for circuits.It enumerates the circuits in linear order of vertex.This algorithm is an extension of johnson’s algorithm for circuits and presents a memory efficient and high-performance implementation.
Currently, there is no algorithm implemented in pgRouting for searching or enumerating circuits in pgRouting. Detecting and enumerating circuits in graphs is of fundamental importance for analyzing graphs.
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Hawick_circuit function can help solve various real-world problems. Circuits occur as a natural data-mining pattern in several real-world applications. They appear naturally in food webs, where circuits highlight cyclic dependencies, often revealing the fragile parts of an ecosystem. In financial transaction data, a circuit could be an indication of a money-laundering scheme. In biological and complex networks, a circuit is an indication of a feedback mechanism. Despite the wide range of use cases, circuits, although not extensively studied, is thus a problem of considerable importance.
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So, depending on different domains, suitable interesting properties can be extracted from the circuits. For Example: For a Road network domain the connectivity of nodes in the graph is an important feature that can be extracted using vertex contribution to the circuit. Similarly for a Delivery agency knowing all the circuits can help them manage their resources more efficiently. They can select a good warehouse location on knowing how much that location contributes to the overall network of circuits.
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Different functionality using hawick_circuit and hawick_circuit_unique function such as counting the total no. of circuits, vertex popularity in circuits, or vertex contribution to the connectivity of the graph , length of the available longest circuit, distribution of circuits length,maximum mean weight cycle, etc can be implemented.
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These properties are important for analyzing various networks. If you want to know more about how these properties are useful. Please refer to the publication Node Importance Ranking and Scaling Properties of some Complex Road Networks. This publication consists of the analysis of trunk road networks for Scotland and the North and South New Zealand islands.
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There are various other applications such as social graphs, workflow tasks, Kauffman networks, trade networks etc where circuits represent important properties.
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Also implementing Boost::hawick_circuits in pgRouting will add more functionality to pgRouting. It will help future users and developers to use it and integrate it with other pgRouting algorithms.
The deliverables for the proposal would be:
- Implementation of Boost::hawick_circuits , Boost::hawick_unique_circuits function
- SQL Queries to run the implemented function with self-documentation
- Users' Documentation of the function
- pgTap test cases
- Wiki page of the function
Detailed Proposal in PDF format
| Title | GitHub Handle | Name |
|---|---|---|
| 1st Mentor | @Veenits123 | Veenit Kumar |
| 2nd Mentor | @dkastl | Daniel Kastl |
| Student Developer | @nitishchauhan0022 | Nitish Chauhan |
- Introduced myself and my project to the community mailing lists.
- Created a wiki page, where I will update my weekly work and report.
- Updated the OSGeo Accepted Students wiki page.
- Created a public repository, where I will be contributing this GSoC period.
- Studied GSoC students guide and the OSGeo's specific recommendation for students
- Participated in an introduction meeting with the mentors where I got to know how to create the branch in which I will be working on the coding period, the file structure and QGIS.
- Get familiar with pgRouting’s development style. Understand expected coding, documentation, and testing standards set by pgRouting.
- Set up the development environment.
Structuring of the following files :
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src/circuits/CMakeLists.txt
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src/circuits/hawickCircuits.c
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src/circuits/hawickCircuits_driver.cpp
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sql/circuits/CMakeLists.txt
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sql/circuits/hawickCircuits.sql
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sql/circuits/_hawickCircuits.sql
- structuring include files
- linking src, sql, include files to run the function
- Nothing, major.
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Link to all the Pull Requests made in GSoC-pgRouting repository nitish-2022 branch
| Pull Request | Description | Date | Status |
|---|---|---|---|
| #211 | GSoC-2022 Week1: pgr_hawickCircuits | June 19th, 2022 | Merged |
To be added.
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Introductory Mail - [SoC], [pgrouting-dev]
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Commmunity Bonding Period Report Mail - [SoC], [pgrouting-dev]
- Request writing access to the OSGeo wiki, for editing all info related to my project.
- Set up the development environment.
- Interact with mentors, introduce myself to the community, and actively get involved in the discussion.
- Set up a wiki page to keep track of weekly progress.
- Add a wiki link to OSGeo's accepted student's wiki page.
- Studied GSoC students guide and the OSGeo recommendations for students.
- Introduce myself and my project on OSGeo's SOC and pgrouting-dev mailing list.
- Get familiar with pgRouting’s development style. Understand expected coding, documentation, and testing standards set by pgRouting.
- Develop a better understanding of PostgreSQL, PostGIS, Pl/pgSQL, and how they interact with pgRouting.
- Learn to create unit tests using pgTAP.
- Created a public repository
GSoC-pgRoutingwhere all my works are reflected in the GSoC period. - Learned how and where to create Pull Request, merge and how to commit, etc.
- Created a new branch named
nitish-2022in the GSoC-pgRouting repository, where I will be merging all the Pull Requests.
To be added.
- Task 1: Intent of application
- Task 2: Experience with GitHub & Git
- Task 3: Build locally pgRouting
- Task 4: Get familiar with C++
- Task 5: Get familiar with pgRouting
- https://www.boost.org/doc/libs/1_78_0/libs/graph/doc/hawick_circuits.html
- https://www.boost.org/doc/libs/1_61_0/boost/graph/hawick_circuits.hpp
- https://www.researchgate.net/publication/221440635_Enumerating_Circuits_and_Loops_in_Graphs_with_Self-Arcs_and_Multiple-Arcs
- DOI:10.1137/0204007 Finding All the Elementary Circuits of a Directed Graph - Donald B. Johnson
- https://www.baeldung.com/cs/path-vs-cycle-vs-circuit
- Enumeration of the Elementary Circuits of a Directed Graph (cornell.edu)
- Node importance ranking and scaling properties of some complex road networks
- DOI:10.1145/362814.362819 An efficient search algorithm to find the elementary circuits of a graph
- https://docs.pgrouting.org/2.4/en/sampledata.html
- https://github.com/pgRouting/pgrouting