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update docs
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6 changes: 3 additions & 3 deletions AUTHORS.md
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# Authors

`JustRelax.jl`'s development is coordinated by a group of *principal developers*,
[JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl)'s development is coordinated by a group of *principal developers*,
who are also its main contributors and who can be contacted in case of
questions about `JustRelax.jl`. In addition, there are *contributors* who have
questions about [JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl). In addition, there are *contributors* who have
provided substantial additions or modifications. Together, these two groups form
"The JustRelax.jl Authors".

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## Contributors
The following people contributed major additions or modifications to `JustRelax.jl` and
The following people contributed major additions or modifications to [JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) and
are listed in alphabetical order:

* Sidney Beeler
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4 changes: 2 additions & 2 deletions CONTRIBUTING.md
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# Contributing

`JustRelax.jl` is an open-source project and we are very happy to accept contributions
[JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) is an open-source project and we are very happy to accept contributions
from the community. Please feel free to [open issues](https://github.com/PTsolvers/JustRelax.jl/issues/new) or submit patches (preferably
as [pull requests](https://github.com/PTsolvers/JustRelax.jl/pulls)) any time. For planned larger contributions, it is often
beneficial to get in contact with one of the principal developers first (see
[AUTHORS.md](AUTHORS.md)).

`JustRelax.jl` and its contributions are licensed under the MIT license. As a contributor, you certify that all your
[JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) and its contributions are licensed under the MIT license. As a contributor, you certify that all your
contributions are in conformance with the *Developer Certificate of Origin
(Version 1.1)*, which is reproduced below.

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2 changes: 1 addition & 1 deletion docs/src/index.md
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Expand Up @@ -4,7 +4,7 @@ CurrentModule = JustRelax
Need to solve a very large multi-physics problem on many GPUs in parallel? Just Relax!
`JustRelax.jl` is a collection of accelerated iterative pseudo-transient solvers using MPI and multiple CPU or GPU backends. It's part of the [PTSolvers organisation](https://ptsolvers.github.io) and
[JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) is a collection of accelerated iterative pseudo-transient solvers using MPI and multiple CPU or GPU backends. It's part of the [PTSolvers organisation](https://ptsolvers.github.io) and
developed within the [GPU4GEO project](https://www.pasc-ch.org/projects/2021-2024/gpu4geo/). Current publications, outreach and news can be found on the [GPU4GEO website](https://ptsolvers.github.io/GPU4GEO/).
The package relies on other packages as building blocks and parallelisation tools:
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2 changes: 1 addition & 1 deletion docs/src/man/Blankenbach.md
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Expand Up @@ -4,7 +4,7 @@ Thermal convection benchmark from [Blankenbach et al., 1989](https://academic.o

## Initialize packages

Load `JustRelax.jl` necessary modules and define backend.
Load [JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) necessary modules and define backend.
```julia
using JustRelax, JustRelax.JustRelax2D, JustRelax.DataIO
const backend_JR = CPUBackend
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4 changes: 2 additions & 2 deletions docs/src/man/ShearBands.md
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# ShearBand benchmark

Shear Band benchmark to test the visco-elasto-plastic rheology implementation in `JustRelax.jl`
Shear Band benchmark to test the visco-elasto-plastic rheology implementation in [JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl)

## Initialize packages

Load `JustRelax.jl` necessary modules and define backend.
Load [JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) necessary modules and define backend.
```julia
using JustRelax, JustRelax.JustRelax2D, JustRelax.DataIO
const backend_JR = CPUBackend
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2 changes: 1 addition & 1 deletion docs/src/man/advection.md
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# Field advection

## Particles-in-Cell
`JustRelax.jl` relies on [JustPIC.jl](https://github.com/JuliaGeodynamics/JustPIC.jl) for advections of particles containing material information.
[JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) relies on [JustPIC.jl](https://github.com/JuliaGeodynamics/JustPIC.jl) for advections of particles containing material information.

## Upwind

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2 changes: 1 addition & 1 deletion docs/src/man/backend.md
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# Selecting the backend

`JustRelax.jl` supports three backends: the default CPU backend, and two GPU backends for Nvidia and AMD GPUs. The default CPU backend is selected upon loading JustRelax:
[JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) supports three backends: the default CPU backend, and two GPU backends for Nvidia and AMD GPUs. The default CPU backend is selected upon loading JustRelax:

```julia
using JustRelax
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12 changes: 6 additions & 6 deletions docs/src/man/installation.md
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# Installation

`JustRelax.jl` is a registered package and can be added as follows:
[JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) is a registered package and can be added as follows:

```julia
using Pkg; Pkg.add("JustRelax")
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(@v1.10) pkg> add JustRelax
```

However, as the API is changing and not every feature leads to a new release, one can also do
```julia-repl
add JustRelax#main
```
which will clone the main branch of the repository.
!!! info "Install from a specific branch"
However, as the API is changing and not every new feature leads to a new release, one can also clone the main branch of the repository:
```julia
add JustRelax#main
```

After installation, you can test the package by running the following commands:
```julia-repl
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2 changes: 1 addition & 1 deletion docs/src/man/material_physics.md
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# Material physics

`JustRelax.jl` is fully integrated with [GeoParams.jl](https://github.com/JuliaGeodynamics/GeoParams.jl/tree/main) to perform all the material physics computations.
[JustRelax.jl](https://github.com/PTsolvers/JustRelax.jl) is fully integrated with [GeoParams.jl](https://github.com/JuliaGeodynamics/GeoParams.jl/tree/main) to perform all the material physics computations.

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