# JuMP devs expected reply to GAMS Comparative Analysis material

**URL:** <https://discourse.julialang.org/t/jump-devs-expected-reply-to-gams-comparative-analysis-material/101489>\
**Category:** Optimization (Mathematical)\
**Tags:** question, jump\
**Created:** [July 11, 2023, 3:31pm UTC](https://discourse.julialang.org/t/jump-devs-expected-reply-to-gams-comparative-analysis-material/101489 "2023-07-11T15:31:34Z")\
**Posts on this page:** 3\
**Page:** 1

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**Author:** ![algunion](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/algunion/32/51630_2.png) [@algunion](https://discourse.julialang.org/u/algunion)\
**Post date:** [July 11, 2023, 3:31pm UTC](https://discourse.julialang.org/t/jump-devs-expected-reply-to-gams-comparative-analysis-material/101489/1 "2023-07-11T15:31:34Z")

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Continuing the discussion from [Performance: Julia/JuMP vs. Python/Pyomo](https://discourse.julialang.org/t/performance-julia-jump-vs-python-pyomo/92044/21):

I do not intend to start a topic that will lead to a great amount of popcorn being consumed.

I noticed this [tweet](https://twitter.com/AhmadrezaMaran1/status/1678686932996349952) today and encountered the topic where the author of the so said [analysis](https://www.gams.com/blog/2023/07/performance-in-optimization-models-a-comparative-analysis-of-gams-pyomo-gurobipy-and-jump/) was here seeking advice.

However, I am looking forward to JuMP team rebuttal. Where will that be published? Was it already issued?

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**Author:** ![odow](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/odow/32/28685_2.png) [@odow](https://discourse.julialang.org/u/odow)\
**Post date:** [July 12, 2023, 1:08am UTC](https://discourse.julialang.org/t/jump-devs-expected-reply-to-gams-comparative-analysis-material/101489/2 "2023-07-12T01:08:40Z")

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Nothing, yet. Let’s keep to this other thread for now:

> [@Is it possible to incorporate the relational algebra technique into JuMP in the future to expedite model generation?](https://discourse.julialang.org/t/is-it-possible-to-incorporate-the-relational-algebra-technique-into-jump-in-the-future-to-expedite-model-generation/101343):
>
> Recently, I came across a post titled “Performance in Optimization Models: A Comparative Analysis of GAMS, Pyomo, GurobiPy, and JuMP” (source: [GAMS Blog](https://www.gams.com/blog/2023/07/performance-in-optimization-models-a-comparative-analysis-of-gams-pyomo-gurobipy-and-jump/#fn:6)) where it was observed that the commercial software GAMS demonstrated superior performance compared to JuMP and other modeling languages in terms of model generation time. The technique utilized in GAMS, known as relational algebra, played a significant role in achieving these results. As a Ph.D. student specializing in process system engineerin…

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**Author:** ![algunion](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/algunion/32/51630_2.png) [@algunion](https://discourse.julialang.org/u/algunion)\
**Post date:** [July 12, 2023, 1:12am UTC](https://discourse.julialang.org/t/jump-devs-expected-reply-to-gams-comparative-analysis-material/101489/3 "2023-07-12T01:12:10Z")

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Thanks, I missed that one.