From 4ee387cb9787f7e57fc0e316656363d6a9144b48 Mon Sep 17 00:00:00 2001
From: ST John <st--@users.noreply.github.com>
Date: Mon, 21 Mar 2022 17:15:51 +0200
Subject: [PATCH] remove deep-kernel-learning example

---
 examples/deep-kernel-learning/Manifest.toml | 1257 -------------------
 examples/deep-kernel-learning/Project.toml  |   19 -
 examples/deep-kernel-learning/script.jl     |   68 -
 3 files changed, 1344 deletions(-)
 delete mode 100644 examples/deep-kernel-learning/Manifest.toml
 delete mode 100644 examples/deep-kernel-learning/Project.toml
 delete mode 100644 examples/deep-kernel-learning/script.jl

diff --git a/examples/deep-kernel-learning/Manifest.toml b/examples/deep-kernel-learning/Manifest.toml
deleted file mode 100644
index 46395a870..000000000
--- a/examples/deep-kernel-learning/Manifest.toml
+++ /dev/null
@@ -1,1257 +0,0 @@
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-[[deps.Zygote]]
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diff --git a/examples/deep-kernel-learning/Project.toml b/examples/deep-kernel-learning/Project.toml
deleted file mode 100644
index f3b3a5b77..000000000
--- a/examples/deep-kernel-learning/Project.toml
+++ /dev/null
@@ -1,19 +0,0 @@
-[deps]
-Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
-Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-KernelFunctions = "ec8451be-7e33-11e9-00cf-bbf324bd1392"
-LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
-Literate = "98b081ad-f1c9-55d3-8b20-4c87d4299306"
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-Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
-
-[compat]
-Distributions = "0.25"
-Flux = "0.12"
-KernelFunctions = "0.10"
-Literate = "2"
-MLDataUtils = "0.5"
-Plots = "1"
-Zygote = "0.6"
-julia = "1.3"
diff --git a/examples/deep-kernel-learning/script.jl b/examples/deep-kernel-learning/script.jl
deleted file mode 100644
index 14c1560c3..000000000
--- a/examples/deep-kernel-learning/script.jl
+++ /dev/null
@@ -1,68 +0,0 @@
-# # Deep Kernel Learning
-#
-# !!! warning
-#     This example is under construction
-
-# Setup
-
-using KernelFunctions
-using MLDataUtils
-using Zygote
-using Flux
-using Distributions, LinearAlgebra
-using Plots
-
-Flux.@functor SqExponentialKernel
-Flux.@functor KernelSum
-Flux.@functor Matern32Kernel
-Flux.@functor FunctionTransform
-
-# set up a kernel with a neural network feature extractor:
-
-neuralnet = Chain(Dense(1, 3), Dense(3, 2))
-k = SqExponentialKernel() ∘ FunctionTransform(neuralnet)
-
-# Generate date
-
-xmin = -3;
-xmax = 3;
-x = range(xmin, xmax; length=100)
-x_test = rand(Uniform(xmin, xmax), 200)
-x, y = noisy_function(sinc, x; noise=0.1)
-X = RowVecs(reshape(x, :, 1))
-X_test = RowVecs(reshape(x_test, :, 1))
-λ = [0.1]
-#md nothing #hide
-
-#
-
-f(x, k, λ) = kernelmatrix(k, x, X) / (kernelmatrix(k, X) + exp(λ[1]) * I) * y
-f(X, k, 1.0)
-
-#
-
-loss(k, λ) = (ŷ -> sum(y - ŷ) / length(y) + exp(λ[1]) * norm(ŷ))(f(X, k, λ))
-loss(k, λ)
-
-#
-
-ps = Flux.params(k)
-# push!(ps,λ)
-opt = Flux.Momentum(1.0)
-#md nothing #hide
-
-#
-
-plots = []
-for i in 1:10
-    grads = Zygote.gradient(() -> loss(k, λ), ps)
-    Flux.Optimise.update!(opt, ps, grads)
-    p = Plots.scatter(x, y; lab="data", title="Loss = $(loss(k,λ))")
-    Plots.plot!(x, f(X, k, λ); lab="Prediction", lw=3.0)
-    push!(plots, p)
-end
-
-#
-
-l = @layout grid(10, 1)
-plot(plots...; layout=l, size=(300, 1500))