Generate digits using a GAN (Generative Adversarial Network) based on MNIST samples. Runs better on GPU (5x faster). Example outputs and trained model: https://my.hidrive.com/share/3au.-f7a-j

Gendigit.jl

using MKL
using CUDA

using Flux
using Printf
import Base
import BSON
import Zygote
import MLDatasets as MLD
import Dates
import Plots
import UnicodePlots
import Images
import Random

Plots.unicodeplots()

function gpu(x)
    Flux.gpu(x)
end

cpu = Flux.cpu

function logn(args...)
    println(Dates.now(), " ", args...)
    flush(Base.stdout)
end

function traindata()
    gpu(Float32.(Flux.unsqueeze(MLD.MNIST.traintensor(), 3)) .- .5f0)
end

function network(noise_in=128, imgin=(28,28))
    # Tricks I used to make it work:
    # Use larger input vector (128 vs 64), use better discriminator (larger conv kernels),
    # and use more channels (16 vs 8). It didn't work very well with the lower numbers, and works quite well with the higher ones.
    generate = Chain(Dense(noise_in, 8*8, leakyrelu),
                     x -> reshape(x, 8, 8, 1, size(x, 2)),
                     BatchNorm(1),
                     ConvTranspose((4,4), 1 => 16, leakyrelu; pad=0, stride=1),
                     BatchNorm(16),
                     ConvTranspose((4,4), 16 => 16, leakyrelu; pad=0, stride=2),
                     BatchNorm(16),
                     ConvTranspose((5,5), 16 => 1, sigmoid; pad=0, stride=1))
    discriminate = Chain(Conv((5, 5), 1 => 16, leakyrelu, stride=2),
                         Dropout(0.2),
                         x -> reshape(x, 12^2, size(x, 3), size(x, 4)),
                         Dense(12^2, 12^2, leakyrelu),
                         x -> reshape(x, 12, 12, size(x, 2), size(x, 3)),
                         Conv((4, 4), 16 => 1, leakyrelu, stride=1),
                         MaxPool((2,2)),
                         flatten,
                         Dense(16, 16, leakyrelu),
                         Dense(16, 9, leakyrelu),
                         Dense(9, 1, identity)) # use logitbinarycrossentropy below.
    generate, discriminate
end

function modelfile()
    "model.bson"
end

function load_or_create_network(filename=modelfile())
    gen, dis = network()

    if isfile(string("gen", filename))
        logn("Loading generator from old model!")
        BSON.@load string("gen", filename) genweights
        Flux.loadparams!(gen, genweights)
    end
    if isfile(string("dis", filename))
        logn("Loading discriminator from old model!")
        BSON.@load string("dis", filename) disweights
        Flux.loadparams!(dis, disweights)
    end
    (gpu(gen), gpu(dis))
end

function save_network(gen, dis, filename=modelfile())
    genweights = Flux.params(cpu(gen))
    disweights = Flux.params(cpu(dis))

    BSON.@save string("gen", filename) genweights
    BSON.@save string("dis", filename) disweights
end

function generate_noise_in(n::Int, d::Int=128)
    gpu(randn(Float32, d, n))
end

function check_stop(f="stop.now")
    if isfile(f)
        Base.Filesystem.unlink(f)
        return true
    end
    false
end

function generate_digits(n::Int, series::Int, gen, dis; ind::Int=128)
    m = Random.MersenneTwister(1)
    in = randn(m, Float32, ind, n)
    Flux.trainmode!(gen)
    Flux.trainmode!(dis)
    imgs = cpu(gen(gpu(in)))
    likelihoods = σ.(cpu(dis(gpu(imgs))))
    logn("Likelihoods of images: $likelihoods")
    for i in 1:n
        Images.save((@sprintf "out/gen_%02d_%04d.png" i series), (@view imgs[:,:,1,i])')
    end
end

function train(gen, dis, realdata; epochs=100, batchsize=16, η=3e-4)
    genopt = Flux.Optimise.ADAMW(η, (.9, .999), .01)
    disopt = Flux.Optimise.ADAMW(η, (.9, .999), .01)

    Flux.trainmode!(gen)
    Flux.trainmode!(dis)

    genp = Flux.params(gen)
    disp = Flux.params(dis)

    noise_in = generate_noise_in(size(realdata, 4))
    nd = size(realdata, 4)
    nn = size(noise_in, 2)
    reallabel = gpu(ones(Int, 1, nd))
    noiselabel = gpu(zeros(Int, 1, nn))

    gendisloss(noises, lbl) = Flux.logitbinarycrossentropy(dis(gen(noises) .- .5f0), lbl) ./ batchsize
    disloss(imgs, lbl) = Flux.logitbinarycrossentropy(dis(imgs), lbl) ./ batchsize

    genlosses = zeros(0)
    dislosses = zeros(0)

    j = 0
    for e in 1:epochs
        noise_in = generate_noise_in(size(realdata, 4))
        dl = Flux.DataLoader((realdata, reallabel, noise_in, noiselabel), batchsize=batchsize, shuffle=true,)
        i = 0
        for (realimg, reallbl, noiseimg, noiselbl) in dl
            # Gradient of generator (-> should decrease discriminator loss)
            genval, gengrad = Flux.withgradient(() -> gendisloss(noiseimg, reallbl), genp)
            # Gradient of discriminator (-> should recognize fake images as fake and real ones as real)
            disval, disgrad = Flux.withgradient(() -> gendisloss(noiseimg, noiselbl) + disloss(realimg, reallbl), disp)

            Flux.update!(genopt, genp, gengrad)
            Flux.update!(disopt, disp, disgrad)
            push!(genlosses, genval)
            push!(dislosses, disval)

            if i % 800 == 0
                logn("Epoch $e, $i batches: discriminator loss $disval generator loss $genval")
                j += 1
                save_network(gen, dis)
                generate_digits(12, 1, gen, dis)
                Plots.plot()
                Plots.plot!(genlosses, label="generator")
                Plots.plot!(dislosses, label="discriminator")
                show(Plots.plot!())
                println()

                if check_stop()
                    return
                end
                genlosses = genlosses[max(length(genlosses)-10000, 1):end]
                dislosses = dislosses[max(length(dislosses)-10000, 1):end]
            end
            i += 1
        end
    end
end

function main()
    g, d = load_or_create_network()

    td = traindata()

    train(g, d, td)
end

Generate_new_digits.jl

# Run this in the directory with the file above as well as the `genmodel.bson`, `dismodel.bson` files from the HiDrive link.
# This will generate 100 digits in the `out/` directory.
# Before running, make sure to install the dependencies.

include("Gendigit.jl")

g, d = load_or_create_network()

if !isdir("out")
    mkdir("out")
end

generate_digits(100, 1, g, d)

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uuid = "0d47668e-0667-5a69-a72c-f761630bfb7e"
version = "0.3.9+1"

[[deps.Xorg_xcb_util_wm_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67"
uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
version = "0.4.1+1"

[[deps.Xorg_xkbcomp_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxkbfile_jll"]
git-tree-sha1 = "4bcbf660f6c2e714f87e960a171b119d06ee163b"
uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
version = "1.4.2+4"

[[deps.Xorg_xkeyboard_config_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xkbcomp_jll"]
git-tree-sha1 = "5c8424f8a67c3f2209646d4425f3d415fee5931d"
uuid = "33bec58e-1273-512f-9401-5d533626f822"
version = "2.27.0+4"

[[deps.Xorg_xtrans_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "79c31e7844f6ecf779705fbc12146eb190b7d845"
uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
version = "1.4.0+3"

[[deps.ZipFile]]
deps = ["Libdl", "Printf", "Zlib_jll"]
git-tree-sha1 = "3593e69e469d2111389a9bd06bac1f3d730ac6de"
uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
version = "0.9.4"

[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"

[[deps.Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.2+0"

[[deps.Zygote]]
deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NaNMath", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
git-tree-sha1 = "52adc0a505b6421a8668f13dcdb0c4cb498bd72c"
uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
version = "0.6.37"

[[deps.ZygoteRules]]
deps = ["MacroTools"]
git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
uuid = "700de1a5-db45-46bc-99cf-38207098b444"
version = "0.2.2"

[[deps.libass_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
version = "0.15.1+0"

[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl", "OpenBLAS_jll"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"

[[deps.libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
version = "2.0.2+0"

[[deps.libpng_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "94d180a6d2b5e55e447e2d27a29ed04fe79eb30c"
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
version = "1.6.38+0"

[[deps.libsixel_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "78736dab31ae7a53540a6b752efc61f77b304c5b"
uuid = "075b6546-f08a-558a-be8f-8157d0f608a5"
version = "1.8.6+1"

[[deps.libvorbis_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
version = "1.3.7+1"

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"

[[deps.x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
version = "2021.5.5+0"

[[deps.x265_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
version = "3.5.0+0"

[[deps.xkbcommon_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
git-tree-sha1 = "ece2350174195bb31de1a63bea3a41ae1aa593b6"
uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
version = "0.9.1+5"

Project.toml

[deps]
BSON = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0"
CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
MKL = "33e6dc65-8f57-5167-99aa-e5a354878fb2"
MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458"
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
Revise = "295af30f-e4ad-537b-8983-00126c2a3abe"
UnicodePlots = "b8865327-cd53-5732-bb35-84acbb429228"
Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"