Weiqi

Question: looks like the order of variables are inconsistent

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Question on: https://github.com/TuringLang/Turing.jl/edit/master/docs/_tutorials/10_bayesian-differential-equations.md The order of variables in the model is different from the chain statistics. This will induce inconsistency for final plot of estimated trajectories. ```Julia Turing.setadbackend(:forwarddiff) @model function...

A quick demo of fit neural network using LsqFit.jl

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Code at https://gist.github.com/jiweiqi/ee0ab0b45413836aee1bc2603464fb2c#file-lm_nn-jl

Interested in the project, any material to read?

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https://github.com/DENG-MIT/Arrhenius.jl/blob/51a2f3d87e9f4e1643b66b05282d2d98b96cd9aa/src/Solution.jl#L56 Basically, following the code in ReacTorch. So far, it works well, and this task is not urgent at all.

https://github.com/DENG-MIT/Arrhenius.jl/blob/51a2f3d87e9f4e1643b66b05282d2d98b96cd9aa/src/Solution.jl#L56 Perhaps testing one small mechanism of GRI3.0, and a large one for n-heptane.

https://github.com/DENG-MIT/Arrhenius.jl/blob/51a2f3d87e9f4e1643b66b05282d2d98b96cd9aa/src/Solution.jl#L9 Currently, the interpretation of kinetic, thermodynamic, and transport are coded together. It will be great to spill them into three parts, to make the code more modulized.

Discretization for one-dimensional flame

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## Goal: implement the discretization for one-dimensional flame, then one can compute the residuals and the sensitivity for a given solution. Further, one can also solve the equations. ## Equations:...

Set up documentation

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https://sparkbox.com/foundry/github_wiki_tutorial_for_technical_wiki_documentation

Add Unit Testing for development

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As the package becomes more and more complex, it is important to adopt unit testing. We can following the example of RMS.jl at https://github.com/ReactionMechanismGenerator/ReactionMechanismSimulator.jl/blob/ac2a3bd88504b86d5bc60dedc09533839a9c9cbb/src/Calculators/TestThermo.jl#L1-L60. Some thoughts: - [ ] We...

If those @inbounds are not necessary, we shall remove them to improve the readiness of the source code. https://github.com/DENG-MIT/Arrhenius.jl/blob/03e31ea12e6c58c0857bbde796b3d0321be53f20/src/Kinetics.jl#L2-L53 Ideally, we could come up with a guideline on when we...