13 Dec

Call For Nominations For Board of Directors

Nominations are solicited for candidates for the position of director
on the Strategic Leadership Board (SLB). All positions are
for three-year terms (through December 31, 2026). Any interested
individual is eligible to be a director of the Foundation.

COIN-OR is evolving rapidly, and directors can have a significant
influence on the development of the Foundation. Candidates should be
actively interested in COIN-OR and committed to active participation
in Foundation business. For more information on the activities of and
expectations for directors, prospective candidates are encouraged to
contact any current directors or the Foundation Secretary
(secretary at coin-or.org).

Note that membership in COIN-OR is not required. Candidates with
expertise in the software industry or experience as a director for a
non-profit organization will be eagerly welcomed.

The Foundation encourages the nomination of any interested individuals,
particularly users of COIN-OR software, who have not previously
been active participants in COIN-OR projects. Diversity of viewpoints and
skills is both needed and appreciated.

For all director positions, a candidate may be nominated by any
interested individual. Self-nomination is encouraged. All nominations
must be seconded by a full member of the Foundation.

Nominations should be emailed to the Secretary (secretary at coin-
or.org
) and will be accepted until January 10, 2024. Candidates must
agree to be nominated and will be contacted to provide a short
biography and statement to be distributed to the full members of the
Foundation prior to the election.

More information on the COIN-OR foundation can be found at
https://www.coin-or.org/about-the-foundation/.

06 Dec

2023 COIN-OR Cup Winner: ExaModels and MadNLP

Big congratulations to Sungho Shin, François Pacaud, and Mihai Anitescu for winning the 2023 COIN-OR Cup in a very competitive field with their work ExaModels (https://github.com/sshin23/ExaModels.jl) and MadNLP (https://github.com/MadNLP/MadNLP.jl).

Open-source software packages ExoModels and MadNLP represent a significant breakthrough in efficiently solving large-scale NLPs by leveraging the capabilities of modern GPUs. These packages achieve a remarkable performance enhancement in solving real-world nonlinear optimization problems at scale. A noteworthy example is the recent accomplishment in accelerating alternating current (AC) optimal power flow (OPF) problems by up to a factor of ten compared to state-of-the-art tools. 

We were delighted to celebrate the winning nomination at the INFORMS Annual meeting. Thanks to Jordan Jalving, Carl Laird, Ruth Misener, and Calvin Tsay for serving on the committee.

01 Nov

2022 COIN-OR Cup Winner: OMLT

Congratulations to Francesco Ceccon, Joshua Haddad, Jordan Jalving, Carl D Laird, Ruth Misener, Alexander Thebelt, and Calvin Tsay for winning the 2022 COIN-OR Cup for their submission OMLT (https://github.com/cog-imperial/OMLT). 

We didn’t *only* select OMLT because it makes us hungry for a yummy 🍳 omelet 🍳. OMLT represents neural networks and gradient-boosted trees in an algebraic modeling language (Pyomo) suitable for integrating into optimization formulations. Optimizing over trained surrogate models is important because it allows integration of NNs or GBTs into larger decision-making problems. Computer science applications include maximizing a neural acquisition function or verifying neural networks. In engineering applications, machine learning models may replace complicated constraints or serve as surrogates in larger design and operations problems. OMLT supports GBTs through an ONNX interface and NNs through both ONNX and Keras interfaces. OMLT transforms these pre-trained machine learning models into the algebraic modeling language Pyomo to encode the optimization formulations.

But also, the association with our tummies did help the winners, who we hope will make us breakfast.

15 Dec

Future of COIN-OR

TL;DR: Without financial support, we are struggling to maintain widely used COIN-OR projects, such as Cbc, Clp and Ipopt. Email sponsors@coin-or.org to become a foundation sponsor, or sponsor us on Github.

You can join the discussion on GitHub.

Longer TL;DR

The COIN-OR Foundation was founded in 2000 with the mission to create and disseminate knowledge related to all aspects of computational operations research. In many respects, COIN-OR has been a wildly successful initiative. COIN-OR projects, such as Cbc, Clp, Ipopt, and Pyomo, are now used by thousands of organizations around the world. Additionally, new projects have demonstrated great potential. Gravity, an algebraic modeling language written in C++, was used by the winning team of the recent ARPA-E Grid Optimization Competition, and the authors of Gravity were awarded the COIN-OR Cup for 2021.

Despite these successes, the strategic leadership board of the COIN-OR Foundation is re-assessing our mission and future direction. Two common threads have plagued the COIN-OR Foundation: access to funding and success at getting community members involved in important activities. Over the past few months, the board has discussed these problems, and we have come to the conclusion that without change, we see no path other than to slowly wind down some of the most impactful activities of COIN-OR. This means things such as releasing and distributing binaries, testing, documentation, responding to issues and questions. Without support, these activities will no longer be organized by the COIN-OR Foundation.

The rest of this (long) blog post describes why this is the case and how you can get involved to allow the COIN-OR Foundation to continue with these valuable activities.

A brief history1

COIN-OR was founded in 2000 to host a number of open-source projects from IBM. At the time, IBM provided hosting and infrastructure support, and contributed in-kind support in the form of developer hours. In 2004, the non-profit COIN-OR Foundation was established to provide independence from IBM, and the hosting infrastructure was migrated to servers at Clemson University. Now, all projects are hosted on GitHub, although some legacy infrastructure (the website, wiki and mailing lists) are still hosted on Clemson servers.

Why was COIN-OR founded? 

It’s useful to remember that when the COIN-OR project was founded, the culture and tooling around open-source software in the optimization community was different. There was no Git, and there was no GitHub. Authors of optimization software often didn’t make source available and when they did, it was shared on personal websites in an ad hoc manner. Visibility of packages was dependent on word-of-mouth, or by attending conferences. There was also no quality control of software; it was user-beware.

COIN-OR set out to change the landscape through a few key initiatives:

  1. A website to collate and advertise the diversity of available operations research software
  2. A suite of common infrastructure for projects, including a common build system, version control, release tooling, testing, bug trackers, and mailing lists
  3. The establishment of standards for quality control and sustainability of projects, as well as a review system for publication of software in the COIN-OR repository
  4. A 501(c)(3) non-profit (the COIN-OR Foundation) to collect tax-exempt donations that could be used for maintenance and management of legal copyright and liability issues for each project.

Did we succeed in each of these four initiatives?

The first initiative is an unqualified yes. The COIN-OR brand is strong, and users recognize that COIN-OR provides a range of excellent open-source tools for operations research. According to independent benchmarks by Hans Mittelmann, Clp, Cbc, and Ipopt are the leading open-source solvers for linear programming, mixed-integer programming, and nonlinear programming respectively.

The suite of common infrastructure was also a great success. There are now 73 projects in COIN-OR, many of which would have died on the vine without the infrastructure provided by COIN-OR. Recently, we completed a move away from the hosting infrastructure provided by COIN-OR, with all projects now hosted on GitHub. This part of the common infrastructure met a critical need for the optimization community in the past, but that it is no longer needed. Even in the new world of Github, however, there is still a substantial need for maintenance of common infrastructure for build, test, release, and other related activities.

The success of initiatives related to review and publication of software has been mixed. At the least, we have raised awareness around issues of publication and sustainability and similar initiatives are now being undertaken by traditional publication venues.

The final initiative has been a failure. COIN-OR has never received any significant donations, and we have never been in a position to hire developers to work on COIN-OR projects. The lack of funds and available developers has meant that many projects are now effectively unmaintained; We’ve managed to keep them building, but they have not received any new features or updates in years.

Where are we now?

The key components of COIN-OR today are:

  • The COIN-OR Foundation, governed by the Strategic Leadership Board
  • The Github organization, which hosts all of the projects
  • The COIN-OR website, which contains a wealth of information relating to the projects and computational operations research in general.

The Strategic Leadership Board meets every two weeks. We recently updated the COIN-OR bylaws, and have had on-going discussions about the future of COIN-OR that spurred this blog post.

Within the group of widely-used core solvers—Clp, Cbc, and Ipopt—development and maintenance has been undertaken by a small group of developers who have received little recognition, despite the immense value they have provided to the operations research community. These people represent a critical risk within the entire open-source operations research ecosystem. Without increasing the number of people that contribute to COIN-OR, or obtaining funding to pay for on-going maintenance and support, we expect that COIN-OR will be unable to maintain our existing projects.

Possible future directions

The board has discussed the following three options for the future of COIN-OR.

Option 1: Wind down the COIN-OR Foundation activities related to maintenance and development of common infrastructure and existing codes that are not otherwise maintained.  

In this scenario:

  • All legacy infrastructure on the Clemson servers is taken offline (https://www.coin-or.org)
  • All projects remain part of the GitHub organization; however, no new projects are invited and the Github organization itself is no longer maintained by the COIN-OR Foundation.
  • Official maintenance of existing projects in the COIN-OR GitHub organization is stopped, including maintaining build infrastructure, building and distributing binaries, continuous integration, testing, and responding to issues
  • Any maintenance or development work that does occur is on a voluntary basis by individuals using the tools provided by GitHub as-is

Option 2: Continue operating in a haphazard fashion and hope that the community will eventually take up the cause as things slowly degrade. 

In this scenario, we continue as we have for the last few years. The Foundation does not attempt any large projects due to funding and time constraints, issues accumulate unaddressed on Github and projects slowly undergo bit rot, eventually failing to build or work in a modern computational environment. 

Option 3: Find a path to funding the current activities of the COIN-OR Foundation in a sustainable way.

In this scenario, we find financial resources to support professionals working on COIN-OR infrastructure and projects on behalf of the foundation. In addition, or as an alternative, we find members with the drive and enthusiasm to revive COIN-OR and expand it into new areas. Working in concert with the board, these members could:

  • Perform outreach to expand the number and diversity of contributors to COIN-OR software
  • Search for and acquire sources of funding to pay developers, maintainers and community managers of COIN-OR projects
  • Explore ways to leverage the COIN-OR brand, for example by starting an open-source journal to aid the publication of work associated with open-source software for operations research.

If we had funding…

If we pursue Option 3, the board has set a goal of raising $200,000/year to hire one full time developer (or equivalent) to work on the core COIN-OR projects of Cbc, Clp, and Ipopt (and their dependencies). This development time would be used to:

  • ensure core projects continue to compile and build on the latest platforms, e.g., the latest M1 architecture,
  • fix bugs,
  • respond to user queries,
  • improve the documentation,
  • improve and extend existing functionality.

The Board’s position

It is the position of the Board that Option 2 (status quo) is not viable. Therefore, we are left with the option of acquiring new members and expanding COIN-OR through funding, or winding down the COIN-OR foundation. We are writing this blog post as an attempt to pursue Option 3. However, if nothing in the next few months changes with regard to COIN-ORs funding situation, we will be left with Option 1. 

Option 1 does not mean the end of COIN-OR projects; the code is still open-source and anyone will be able to continue to use it and distribute it, even in commercial products, in accordance with the license. Instead, it means a transition from COIN-OR as an entity with a presence at conferences, providing support, documentation, pre-compiled binaries, and the like to a COIN-OR that exists only as a collection of individuals working on projects living in the COIN-OR GitHub organization without an official governance structure. Even the Github organization itself would need to be managed by willing individuals with no guarantee of continuity.

How you can get involved

If you use COIN-OR software and you want to see continued support for COIN-OR, here’s how you can help avoid Option 1.

As an individual

Donate to COIN-OR. Donations send a strong signal that there is demand for our software.

As an individual, you can also contribute to our projects or join the discussion. Remember that contributing is not just writing code to fix bugs; you can improve the documentation, or triage and reply to open issues on GitHub.

If you are interested in helping the board expand the activities of COIN-OR, or have suggestions for how we might do so, please email info@coin-or.org.

As an organization

If you are part of an organization that uses COIN-OR software, please contact sponsors@coin-or.org discuss a support agreement or to make a tax-deductible donation. We are interested in exploring long-term relationships with commercial users of our software in order to provide on-going support and maintenance. We estimate that we need $200,000 per year on an on-going basis to avoid Option 1.

Finally, please share this with your friends and colleagues, and email info@coin-or.org with any feedback on the topics discussed in this blog post.

You can join the discussion on our future over at Github.

1 Also see a 20 year retrospective appearing in the ICS newsletter for a longer history of the COIN-OR Foundation

03 Nov

2021 COIN-OR AGM

Thanks to everyone for coming along to our COIN-OR AGM and joining in our deliberations. (We had a few more join after our official photo below.) You can find our 2021 Annual Report here.

03 Nov

2021 COIN-OR Cup Winners: GRAVITY team

We are pleased to announce that Hassan Hijazi, Guanglei Wang, Ksenia Bestuzheva, Smitha Gopinath, Mertcan Yetkin, and Carleton Coffrin have won the 2021 COIN-OR Cup for their work on “GRAVITY: A Mathematical Modeling Language for Optimization and Machine Learning.” GRAVITY is a software development project directly linked to COIN-OR, which implements a free modeling language, an important tool to consolidate COIN-OR efforts. COIN-OR solvers such as Ipopt, Bonmin and Couenne are open and free, but to use them without programming, it is necessary to make use of commercial tools such as AMPL and GAMS. An open alternative to these languages is a project of great interest to solver developers in general, and allows COIN-OR not to rely on commercial modeling languages to have users who are not programmers. GRAVITY can benefit a number of projects and help democratize access to optimization tools.

Thanks to the judging committee members: Wendel Melo, Marcia Fampa, Fernanda Raupp.

Demo of using Gravity to build a model

04 Oct

COIN-OR AGM Wed 3 Nov 2021 4pm

The 2021 COIN-OR AGM will be held via Zoom on Wed 3 Nov 2021 at 4:00pm Eastern Time (US & Canada). We have provided the Zoom link via our COIN-OR mailing list. If you do not have access to this, and want to attend our AGM, please email secretary@coin-or.org

06 Sep

Call for Nominations for Directors, COIN-OR Foundation

Nominations are solicited for candidates for up to three director positions
on the Strategic Leadership Board (SLB) and one director position on
the Technical Leadership Council (TLC). All positions are for three
-year terms. Any interested individual is eligible to be a director of
the Foundation.

COIN-OR is evolving rapidly, and directors can have a significant
influence on the development of the Foundation. Candidates should have
an active interest in COIN-OR and be committed to active participation
in SLB and TLC business. For more information on the activities of and
expectations for directors, prospective candidates are encouraged to
contact any of the current directors or the Foundation Secretary (
secretary@coin-or.org).

Up to three directors will be elected to the SLB. Note that membership in
COIN-OR is not required; in fact, one of the open positions is reserved
for a non-member. Candidates with expertise in the software industry or
experience as a director for a non-profit organization will be eagerly
welcomed.

Up to one director will be elected to the TLC. Membership in COIN-OR
is not required.

The Foundation encourages the nomination of any interested individuals,
and particularly users of COIN-OR software, who have not previously
been active participants in COIN-OR projects. Diversity of viewpoint
and skills is both needed and appreciated.

For all director positions, a candidate may be nominated by any
interested individual. Self-nomination is allowed. All nominations
must be seconded by a full member of the Foundation.

Nominations should be emailed to the Secretary (secretary@coin-or.org)
and will be accepted until October 6, 2021. Candidates must agree
to be nominated and will be contacted to provide a short biography and
statement to be distributed to the full members of the Foundation prior
to the election.

More information on the COIN-OR foundation can be found at
https://www.coin-or.org/about-the-foundation/

06 Sep

COIN-OR Cup Nominations Open

CALL FOR NOMINATIONS: 17th annual “COIN-OR Cup” competition sponsored
by the COIN-OR Foundation.

The COIN-OR Cup recognizes and celebrates the best contributions to
open source operations research software development and use
associated with the COIN-OR software collection. To remind you,
COIN-OR stands for “COmputational INfrastructure for OPerations
Research”. It is the definitive collection of free open source
operations research software that lets you concentrate on your
research instead of re-implementing software. See
https://www.coin-or.org. Get on board!

GUIDELINES FOR COIN-OR CUP SUBMISSIONS:

A submission or nomination must contain:
1. A synopsis of an effective use of COIN-OR or valuable contribution
to COIN-OR (or both!), including an explanation of its significance.
Maximum 3 pages (pdf format).
2. Copies of relevant papers or documents (pdf format).
We especially encourage nominations describing effective use of
COIN-OR that the community may not know about.
Self-nominations are welcome and encouraged.

Submission deadline: Friday, October 3, 2021.

Please e-mail your submissions to coin-cup@coin-or.org in a single
zipped archive, containing a description of your submission and copies
of all relevant papers/documents in pdf format.

The winner is normally announced and celebrated during the INFORMS
annual meeting. Due to travel uncertainty, the winner may instead
be announced online at the COIN-OR general meeting; details for the
announcement and celebration will be revealed when available.