# \#graph

**URL:** https://discourse.julialang.org/tag/graph/1439.md

[Latest](https://discourse.julialang.org/latest.md) · [Categories](https://discourse.julialang.org/categories.md) · [Tags](https://discourse.julialang.org/tags.md)

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## [Exact Network Surgery and Reactive Computational Graphs in Julia with NeuroDSL](https://discourse.julialang.org/t/exact-network-surgery-and-reactive-computational-graphs-in-julia-with-neurodsl/138303)

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**Author:** [@Khemais\_Abdallah](https://discourse.julialang.org/u/Khemais_Abdallah)\
**Replies:** 14\
**Last updated:** [July 22, 2026, 12:21pm UTC](https://discourse.julialang.org/t/exact-network-surgery-and-reactive-computational-graphs-in-julia-with-neurodsl/138303 "2026-07-22T12:21:01Z")

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Exact Network Surgery and Reactive Computational Graphs in Julia with NeuroDSL Hi everyone, I’d like to share some recent theoretical and systems results from NeuroDSL, a persistent, reactive computational graph framewo…

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## [Julia vs C++ for Automated Reasoning](https://discourse.julialang.org/t/julia-vs-c-for-automated-reasoning/109268)

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**Author:** [@Rajaram\_Venkataraman](https://discourse.julialang.org/u/Rajaram_Venkataraman)\
**Replies:** 3\
**Last updated:** [January 26, 2024, 1:21pm UTC](https://discourse.julialang.org/t/julia-vs-c-for-automated-reasoning/109268 "2024-01-26T13:21:41Z")

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Hello - I have to develop an automated reasoning system that combines the power of f language models and graph processing rather than HoQ, Isabelle or LEAN type approach. It requires new development and plan to use eithe…

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## [Is Julia more suited as of now for classic ML rather than Gen Al, GNNs and evolutionary algorithms?](https://discourse.julialang.org/t/is-julia-more-suited-as-of-now-for-classic-ml-rather-than-gen-al-gnns-and-evolutionary-algorithms/107851)

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**Author:** [@Rajaram\_Venkataraman](https://discourse.julialang.org/u/Rajaram_Venkataraman)\
**Replies:** 1\
**Last updated:** [December 20, 2023, 12:41pm UTC](https://discourse.julialang.org/t/is-julia-more-suited-as-of-now-for-classic-ml-rather-than-gen-al-gnns-and-evolutionary-algorithms/107851 "2023-12-20T12:41:22Z")

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C++ and Python have packages for GNNs, generative AI, and genetic algorithms. It seems that Julia is currently more focused on classic ML and DNNs. Is that vorrect understanding? I am new to Julia.

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## [How to Handle Multiple Edges in a Routing Problem Using JuMP?](https://discourse.julialang.org/t/how-to-handle-multiple-edges-in-a-routing-problem-using-jump/104226)

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**Author:** [@F\_A](https://discourse.julialang.org/u/F_A)\
**Replies:** 8\
**Last updated:** [October 30, 2023, 9:44pm UTC](https://discourse.julialang.org/t/how-to-handle-multiple-edges-in-a-routing-problem-using-jump/104226 "2023-10-30T21:44:33Z")

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Hi all, I have a multiple edge graph and I want to solve a routing problem on that. I was wondering how to define a binary variables that accounts for all possible edges that exist between let’s say node i to node j. I…

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## [Precompilation of package extension failure](https://discourse.julialang.org/t/precompilation-of-package-extension-failure/103983)

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**Author:** [@abelsiqueira](https://discourse.julialang.org/u/abelsiqueira)\
**Replies:** 0\
**Last updated:** [September 18, 2023, 1:10pm UTC](https://discourse.julialang.org/t/precompilation-of-package-extension-failure/103983 "2023-09-18T13:10:16Z")

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I have the following error when adding GraphIO and ParserCombinator in a brand new Julia 1.9.3 Linux installation: Warning: Module GraphIOGMLExt with build ID ffffffff-ffff-ffff-0000-177dba44e6bc is missing from the cac…