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@mcabbott
mcabbott committed Jun 30, 2021
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[![Tag Version](https://img.shields.io/github/v/tag/mcabbott/Tullio.jl?color=red&logo=data:image/svg+xml;base64,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)](https://github.com/mcabbott/Tullio.jl/releases)
</div>

Tullio is a very flexible einsum macro. It understands many array operations written in index notation, not just matrix multiplication and permutations but also convolutions, stencils, scatter/gather, and broadcasting. For example:
Tullio is a very flexible einsum macro. It understands many array operations written in index notation -- not just matrix multiplication and permutations, but also convolutions, stencils, scatter/gather, and broadcasting. For example:

```julia
@tullio M[x,y,c] := N[x+i, y+j,c] * K[i,j] # sum over i,j, and create M
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Registration pull request created: JuliaRegistries/General/39966

After the above pull request is merged, it is recommended that a tag is created on this repository for the registered package version.

This will be done automatically if the Julia TagBot GitHub Action is installed, or can be done manually through the github interface, or via:

git tag -a v0.3.0 -m "<description of version>" 514efd68a84a9a378fa7dc1a963b5d276831ca3b
git push origin v0.3.0

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