diff-zoo VS GraphvizOnline

To add to software for #1, look for packages that do forward-mode AD. For Jacobians (many outputs), forward-mode AD is often faster than back-propagation (reverse mode). I use ForwardDiff.jl which usually accepts any function the user might bass in as observation function https://github.com/baggepinnen/LowLevelParticleFilters.jl/blob/master/src/ekf.jl#L45 Here's a nice intro to forward and reverse mode ad https://github.com/MikeInnes/diff-zoo/blob/notebooks/backandforth.ipynb It's the second notebook in a series, might want to read the first as well if you find this topic interesting.

This is an obscure one, but Mike Innes "[automatic] differentiation for hackers" tutorial. It's a code tutorial, not software, if that counts. Both the way it's constructed and the functionality of Julia that gets shown off here.

https://github.com/MikeInnes/diff-zoo

The following repos show how to build a simple reverse mode implementation from scratch: https://github.com/MikeInnes/diff-zoo

(paste it into https://dreampuf.github.io/GraphvizOnline to see a visual representation)

Where task 1 diverges, you can run task2 and task3 in parallel, because they don't depend on eachother's outputs. Then you need to join task4 and task5 to task6.

My email is in my profile, I'd love to chat about your thoughts on what futuristic software means to you. For me it means futuristic interactions with computers, alternative approaches to programming.

You can view this file with the Graphviz binary or an online tool like Graphviz Viewer.

You can copy and paste this DOT graph code into an online graph visualization tool like GraphvizOnline to see the visual representation of the code flow.

You can ask gpt to output as (mermaid / graphvis digraph) format via a code block. Then view inside a valid viewer like https://mermaid.live or https://dreampuf.github.io/GraphvizOnline

Visualization was made by me using GraphVIZ, and rendered using dot. You can see the source here, and you can mess around with it by plugging the source into this handy website. You can remove factions you don't care about, or update to fit the fiction in your game..

After moving through the new Graph, is_cyclic, and prune you get to the real meat and potatoes: shortest unweighted, shortest weighted, and max flow. In the following I want to discuss some representation/visualization (shoutout Graphviz).

https://dreampuf.github.io/GraphvizOnline/ for making a basic figure.

Note: - Tools used Graphbiz and dot language: https://dreampuf.github.io/GraphvizOnline - Source: https://satisfactory.fandom.com - Recipes used are the best based on a resource-weighted analysis (Weighted Point is the weighted consumption rate which is calculated by: (resource consumption rate / maximum extraction rate) * 10,000. The lower the better. ) - Some numbers have been simplified i.e. 8.8888 to 9 to simplify other calculations. - Energy and its resource needs are not included