Move convolution code to Convolutions.jl submodule

[wheeheee]

Not sure if xcorr belongs in there, and currently the deconv function calls filt, so that can't be moved into convolutions.jl as-is either.

[codecov]

Codecov Report

❌ Patch coverage is 97.81818% with 6 lines in your changes missing coverage. Please review.
✅ Project coverage is 98.08%. Comparing base (c1c10b3) to head (e320ea8).

Files with missing lines	Patch %	Lines
src/convolutions.jl	97.81%	6 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##           master     #613      +/-   ##
==========================================
- Coverage   98.13%   98.08%   -0.06%     
==========================================
  Files          19       20       +1     
  Lines        3279     3290      +11     
==========================================
+ Hits         3218     3227       +9     
- Misses         61       63       +2     

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[martinholters]

Not that I'm necessarily opposed to this, but what's the benefit?

[wheeheee]

In #598 @dlfivefifty asked if convolutions could be moved out into a separate package. This PR would make it easier to do that, if the decision is made. One benefit would be that those who use only conv would have the choice to not load everything else here if they don't want to, and therefore be less affected by breaking releases in the rest of the package.

[dlfivefifty]

I wonder about whether FFTW.jl should be a hard dependency. Alternatively, a simpler package ConvolutionsBase.jl which only defines conv and conv! without implementing them might be a better solution.

For example, in InfiniteArrays.jl overloads of conv I don't actually need the fft at all:

https://github.com/JuliaArrays/InfiniteArrays.jl/blob/master/ext/InfiniteArraysDSPExt.jl

[martinholters]

Right, if we want to move the convolutions stuff to a seperate repo, there are a bunch of questions to answer. But I don't think this PR or #598 are the best places to discuss that. Maybe open a dedicated issue or discussion?

WRT this PR, I think we should wait until that discussion has settled before actually setting into anything in motion. But as a draft to try things out, it might indeed be helpful.

[dlfivefifty]

#615