$\textcolor{orange}{NLD\ -\ Non\ Linear\ Diffusion}$

Project on studying Celluar automata(Kinetically Constrained lattice gas) like simulations to study the behaviour of correlation functions at late time in the presence of non-linearity(Non Linear Diffusion).
Here we have implemented the simulattion in 3 different languages python Julia and Rust in respective order in search for performance gains.
Rust multi-threaded code seems to be the most stable and as fast as julia multi-threaded one.
the fastest of all is Julia GPU code with multi-threading.

Language	CPU threading	GPU	O() Time per one standard operation
Python	❌	❌	1 $\mu$ s
Python	✅	❌	0.1 $\mu$ s
Julia	❌	❌	0.1 $\mu$ s
Rust	❌	❌	10 $n$ s
Julia	✅	❌	1 $n$ s
Rust	✅	❌	1 $n$ s
Julia	✅	✅	0.1 $n$ s

Name		Name	Last commit message	Last commit date
Latest commit History 191 Commits
2D		2D
Gpu		Gpu
Julia Modules		Julia Modules
Julia		Julia
deleted		deleted
nld_rust		nld_rust
old		old
.DS_Store		.DS_Store
LICENSE		LICENSE
README.md		README.md
new_fast.py		new_fast.py

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