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Benchmarks for Separable Convolutions in NNlib.jl

NOTE: All the times mentioned are in seconds and only the forward passes are being considered. The reported time is the mean of time for ten iterations.

NOTE: Separable Convolutions => Depthwise Convolution --> Pointwise Convolution. The reverse is also a popular alternative but it might end up taking more time

Input Dimensions	Output Dimensions	Separable Convolutions	Convolutions
32x32x3x1	32x32x32x1	0.000673	0.000910
	32x32x64x1	0.001390	0.001698

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using RayTracer, Zygote, Flux, Images, Statistics, LinearAlgebra

# Convenience Functions

function create_and_save(color, val)
    img = get_image(color, screen_size.w, screen_size.h)
    save("images/triangle_$(val).jpg", img)
end

# Define the Original Scene Parameters

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# This file is machine-generated - editing it directly is not advised

[[AbstractFFTs]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "380e36c66edfa099cd90116b24c1ce8cafccac40"
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
version = "0.4.1"

[[AbstractTrees]]
deps = ["Markdown", "Test"]

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Images