diff --git a/README.md b/README.md index 93ab18b0..347e8859 100644 --- a/README.md +++ b/README.md @@ -75,7 +75,7 @@ explicit gradients (v0.13.9+ or v0.14) have a `+`. * [Spatial Transformer](vision/spatial_transformer) ☀️ v0.13 + * CIFAR10 * [VGG 16/19](vision/vgg_cifar10) ☀️ v0.13 + - * [ConvMixer "Patches are all you need?"](vision/convmixer_cifar10/) ☀️ v0.13 + * [ConvMixer "Patches are all you need?"](vision/convmixer_cifar10/) ☀️ v0.14+ **Text** * [CharRNN](text/char-rnn) ☀️ v0.13 + diff --git a/vision/convmixer_cifar10/Manifest.toml b/vision/convmixer_cifar10/Manifest.toml new file mode 100644 index 00000000..3408873b --- /dev/null +++ b/vision/convmixer_cifar10/Manifest.toml @@ -0,0 +1,1389 @@ +# This file is machine-generated - editing it directly is not advised + +julia_version = "1.10.2" +manifest_format = "2.0" +project_hash = "85eaef61ed7f1bcc01f55936774ed235367aa883" + +[[deps.AbstractFFTs]] +deps = ["LinearAlgebra"] +git-tree-sha1 = 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"3f19e933-33d8-53b3-aaab-bd5110c3b7a0" +version = "17.4.0+2" + +[[deps.prrte_jll]] +deps = ["Artifacts", "Hwloc_jll", "JLLWrappers", "Libdl", "PMIx_jll", "libevent_jll"] +git-tree-sha1 = "5adb2d7a18a30280feb66cad6f1a1dfdca2dc7b0" +uuid = "eb928a42-fffd-568d-ab9c-3f5d54fc65b9" +version = "3.0.2+0" diff --git a/vision/convmixer_cifar10/Project.toml b/vision/convmixer_cifar10/Project.toml new file mode 100644 index 00000000..a1b4991b --- /dev/null +++ b/vision/convmixer_cifar10/Project.toml @@ -0,0 +1,12 @@ +[deps] +BSON = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0" +CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba" +Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c" +JLD2 = "033835bb-8acc-5ee8-8aae-3f567f8a3819" +MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458" +cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd" + +[compat] +Flux = "0.13, 0.14" +MLDatasets = "0.7.6" +julia = "1.9" diff --git a/vision/convmixer_cifar10/convmixer.jl b/vision/convmixer_cifar10/convmixer.jl index 1dc4871d..5868c4f5 100644 --- a/vision/convmixer_cifar10/convmixer.jl +++ b/vision/convmixer_cifar10/convmixer.jl @@ -1,139 +1,143 @@ -using Flux, MLDatasets -using Flux: onehotbatch, onecold, DataLoader, Optimiser -using BSON:@save,@load - - -function ConvMixer(in_channels, kernel_size, patch_size, dim, depth, N_classes) - f = Chain( - Conv((patch_size, patch_size), in_channels=>dim, gelu; stride=patch_size), - BatchNorm(dim), - [ - Chain( - SkipConnection(Chain(Conv((kernel_size,kernel_size), dim=>dim, gelu; pad=SamePad(), groups=dim), BatchNorm(dim)), +), - Chain(Conv((1,1), dim=>dim, gelu), BatchNorm(dim)) - ) - for i in 1:depth - ]..., - AdaptiveMeanPool((1,1)), - flatten, - Dense(dim,N_classes) - ) - return f +using Flux, BSON + +using CUDA +# This turns many mistakes which would make GPU execution very slow into errors: +CUDA.allowscalar(false) + +using MLDatasets +# This will silence questions from MLDatasets about whether to download new data: +ENV["DATADEPS_ALWAYS_ACCEPT"] = "true" + +function make_convmixer(in_channels::Int, kernel_size::Int, patch_size::Int, dim::Int, depth::Int, N_classes::Int=10) + Chain( + Conv((patch_size, patch_size), in_channels => dim, gelu; stride=patch_size), + BatchNorm(dim), + [ + Chain( + SkipConnection(Chain( + Conv((kernel_size, kernel_size), dim=>dim, gelu; pad=SamePad(), +groups=dim), + BatchNorm(dim) + ), +), + Conv((1,1), dim=>dim, gelu), + BatchNorm(dim), + ) + for i in 1:depth + ]..., + AdaptiveMeanPool((1,1)), + Flux.flatten, + Dense(dim => N_classes) + ) end -function get_data(batchsize; dataset = MLDatasets.CIFAR10, idxs = nothing) - """ - idxs=nothing gives the full dataset, otherwise (for testing purposes) only the 1:idxs elements of the train set are given. - """ - ENV["DATADEPS_ALWAYS_ACCEPT"] = "true" +""" +By default gives the full dataset, keyword images gives (for testing purposes) +only the 1:images elements of the training set. +""" +function get_data(batchsize::Int; dataset = MLDatasets.CIFAR10, images = :) # Loading Dataset - if idxs===nothing - xtrain, ytrain = dataset(:train)[:] - xtest, ytest = dataset(:test)[:] - else - xtrain, ytrain = dataset(:train)[1:idxs] - xtest, ytest = dataset(:test)[1:Int(idxs/10)] + if images isa Integer + xtrain, ytrain = dataset(:train)[1:images] + xtest, ytest = dataset(:test)[1:(images÷10)] + else + xtrain, ytrain = dataset(:train)[images] + xtest, ytest = dataset(:test)[images] end - # Reshape Data to comply to Julia's (width, height, channels, batch_size) convention in case there are only 1 channel (eg MNIST) + # Reshape data to comply to Julia's (width, height, channels, batch_size) convention in case there are only 1 channel (eg MNIST) if ndims(xtrain)==3 w = size(xtrain)[1] xtrain = reshape(xtrain, (w,w,1,:)) xtest = reshape(xtest, (w,w,1,:)) end - ytrain, ytest = onehotbatch(ytrain, 0:9), onehotbatch(ytest, 0:9) + ytrain = Flux.onehotbatch(ytrain, 0:9) + ytest = Flux.onehotbatch(ytest, 0:9) - train_loader = DataLoader((xtrain, ytrain), batchsize=batchsize, shuffle=true) - test_loader = DataLoader((xtest, ytest), batchsize=batchsize) + train_loader = Flux.DataLoader((xtrain, ytrain), batchsize=batchsize, shuffle=true) + test_loader = Flux.DataLoader((xtest, ytest), batchsize=batchsize) return train_loader, test_loader end -function create_loss_function(dataloader, device) - - function loss(model) - n = 0 - l = 0.0f0 - acc = 0.0f0 - - for (x,y) in dataloader - x,y = x |> device, y |> device - z = model(x) - l += Flux.logitcrossentropy(z, y, agg=sum) - acc += sum(onecold(z).==onecold(y)) - n += size(x)[end] - end - l / n, acc / n +""" +This function is used only for logging, with either train_loader or test_loader. +""" +function loss_and_accuracy(model, dataloader) + n = 0 # count images seen + l = 0.0f0 # total loss + c = 0 # count correct classifications + + for (x1, y1) in dataloader + x, y = gpu(x1), gpu(y1) # assuming model is on gpu too! + z = model(x) + l += Flux.logitcrossentropy(z, y, agg=sum) + c += sum(Flux.onecold(z) .== Flux.onecold(y)) + n += size(x)[end] end - - return loss - + return l/n, c/n # mean loss, and accuracy end +""" +Main function: loads data, creates model, trains it, then saves trained model in "model.bson" +Keywords `train(epochs=5, images=99)` will use only the first 99 images of the training set +(to check that it runs). +""" +function train(; epochs=100, images=:) + train_loader, test_loader = get_data(128; images) -function train(n_epochs=100) - - #params: warning, the training can be long with these params - train_loader, test_loader = get_data(128) - η = 3e-4 + # hyper-parameters. Note that training can be long with these! in_channel = 3 patch_size = 2 kernel_size = 7 dim = 128 - dimPL = 2 depth = 18 - use_cuda = true - #logging the losses - train_save = zeros(n_epochs, 2) - test_save = zeros(n_epochs, 2) + model = make_convmixer(in_channel, kernel_size, patch_size, dim, depth, 10) |> gpu - if use_cuda - device = gpu - @info "Training on GPU" - else - device = cpu - @info "Training on CPU" - end - - train_loss_fn = create_loss_function(train_loader, device) - test_loss_fn = create_loss_function(test_loader, device) - - model = ConvMixer(in_channel, kernel_size, patch_size, dim, depth, 10) |> device - - ps = params(model) - opt = Optimiser( - WeightDecay(1f-3), - ClipNorm(1.0), - ADAM(η) + # optimiser and its state: + opt = OptimiserChain( + WeightDecay(1f-3), # L2 regularisation + ClipNorm(1f0), + Adam(3f-4), # learning rate ) - - for epoch in 1:n_epochs - for (x,y) in train_loader - x,y = x|>device, y|>device - gr = gradient(()->Flux.logitcrossentropy(model(x), y, agg=sum), ps) - Flux.Optimise.update!(opt, ps, gr) + state = Flux.setup(opt, model) + + # arrays for logging: + train_save = zeros(epochs, 2) + test_save = zeros(epochs, 2) + + for epoch in 1:epochs + for (x1, y1) in train_loader + # move one batch at a time to GPU; gpu(train_loader) would be another way + x, y = gpu(x1), gpu(y1) + grads = gradient(m -> Flux.logitcrossentropy(m(x), y; agg=sum), model) + Flux.update!(state, model, grads[1]) end - #logging - train_loss, train_acc = train_loss_fn(model) |> cpu - test_loss, test_acc = test_loss_fn(model) |> cpu - train_save[epoch,:] = [train_loss, train_acc] - test_save[epoch,:] = [test_loss, test_acc] + # logging + train_loss, train_acc = loss_and_accuracy(model, train_loader) + test_loss, test_acc = loss_and_accuracy(model, test_loader) + train_save[epoch, :] = [train_loss, train_acc] + test_save[epoch, :] = [test_loss, test_acc] if epoch%5==0 - @info "Epoch $epoch : Train loss = $train_loss || Validation accuracy = $test_acc." + @info "Epoch $epoch" train_loss test_acc end - end - model = model |> cpu - @save "model.bson" model - @save "losses.bson" train_save test_save + # save the fully trained model + cpu_model = cpu(model) + BSON.@save "model.bson" cpu_model + BSON.@save "losses.bson" train_save test_save + # it's generally more robust to save just the state, like this, but + # JLD2.jldsave("model.jld2"; state = Flux.state(model |> cpu), train_save, test_save) + + return model end if abspath(PROGRAM_FILE) == @__FILE__ - train() -end \ No newline at end of file + # This was run `julia convmixer.jl`, rather than interactively e.g. `include("convmixer.jl")` + model = train() +end