{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Installing packages:\n", "\t.package(path: \"/home/ubuntu/fastai_docs/dev_swift/FastaiNotebook_10_mixup_ls\")\n", "\t\tFastaiNotebook_10_mixup_ls\n", "With SwiftPM flags: []\n", "Working in: /tmp/tmp_lehsw8j/swift-install\n", "Compile Swift Module 'FastaiNotebook_08_data_block' (12 sources)\n", "Compile Swift Module 'FastaiNotebook_08a_heterogeneous_dictionary' (13 sources)\n", "Compile Swift Module 'FastaiNotebook_09_optimizer' (14 sources)\n", "Compile Swift Module 'FastaiNotebook_10_mixup_ls' (15 sources)\n", "Compile Swift Module 'jupyterInstalledPackages' (1 sources)\n", "Linking ./.build/x86_64-unknown-linux/debug/libjupyterInstalledPackages.so\n", "Initializing Swift...\n", "Installation complete!\n" ] } ], "source": [ "%install-location $cwd/swift-install\n", "%install '.package(path: \"$cwd/FastaiNotebook_10_mixup_ls\")' FastaiNotebook_10_mixup_ls" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "// export\n", "import Path\n", "import TensorFlow" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import FastaiNotebook_10_mixup_ls" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('inline', 'module://ipykernel.pylab.backend_inline')\n" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%include \"EnableIPythonDisplay.swift\"\n", "IPythonDisplay.shell.enable_matplotlib(\"inline\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let path = downloadImagenette()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let il = ItemList(fromFolder: path, extensions: [\"jpeg\", \"jpg\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we split them according to the grandparent folder. `train` for the training set (which is the default) and `val` for the validation set." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let sd = SplitData(il) {grandParentSplitter(fName: $0, valid: \"val\")}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define our processors for the training set and the validation set. The difference with python is that we have to specify a noop processor (with a type) when we don't want to do anything." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "var procLabel = CategoryProcessor()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can label our data using the parent directory and those two processors." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let sld = makeLabeledData(sd, fromFunc: parentLabeler, procLabel: &procLabel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then convert to a databunch by specifying two function that will convert our items and our labels to `Tensor`. For the items we use `pathsToTensor` that converts the `Path` object to their string representation then `StringTensor`. For the labels, the function `intsToTensor` just convert the indices we have in proper tensors." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let rawData = sld.toDataBunch(itemToTensor: pathsToTensor, labelToTensor: intsToTensor, bs: 128)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main difference with python is that the transforms are all applied directly on the datasets by `tf.data`. Even opening on the image is such a transform, that will take a `StringTensor` and return a tensor of `UInt8`. We have written a function that opens the image in a filename and returns it decoded and resized to `size`, which is the transform we apply to our items." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let data = transformData(rawData) { openAndResize(fname: $0, size: 128) }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then have a look by grabbing one batch." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let batch = data.train.oneBatch()!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our batches have two attributes `xb` and `yb` that contain the inputs and targets respectively." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[128, 128, 128, 3]\r\n", "[128]\r\n" ] } ], "source": [ "print(batch.xb.shape)\n", "print(batch.yb.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we decode the labels suing our processor, we can plot images with their corresponding classes:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "let labels = batch.yb.scalars.map { procLabel.vocab![Int($0)] }\n", "showImages(batch.xb, labels: labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## XResnet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We build the same xresnet we had in fastai over PyTorch. Modules in S4TF are `struct` that conform to the `Layer` protocol. You define any layer it uses as attributes that you have to properly set in the `init` function. The equivalent of `forward` in PyTorch is `call`.\n", "\n", "We are using our custom fastai layers that have the prefix `FA` because they contain experimental features that might eventually be merged in S4TF. There is a NoBiasConv layer separate from the Conv Layer because S4TF doesn't yet support control flow. That means you can't have if statements or for loops in the `call` function." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "public struct ConvLayer: Layer {\n", " public var bn: FABatchNorm\n", " public var conv: FANoBiasConv2D\n", " \n", " public init(_ cIn: Int, _ cOut: Int, ks: Int = 3, stride: Int = 1, zeroBn: Bool = false, act: Bool = true){\n", " bn = FABatchNorm(featureCount: cOut)\n", " conv = FANoBiasConv2D(cIn, cOut, ks: ks, stride: stride, activation: act ? relu : identity)\n", " if zeroBn { bn.scale = Tensor(zeros: [cOut]) }\n", " }\n", " \n", " @differentiable\n", " public func call(_ input: TF) -> TF {\n", " return bn(conv(input))\n", " }\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However we will need some optional layers to have refactored resnet implementation: in the shortcuts, we sometimes apply an average pool or a convolution layer, but most of the time we don't do anything. To be able to have that in S4TF, we write a customized protocol called `SwitchableLayer`. It inherits from `Layer` and adds a boolean `isOn` and a differentiable `forward` function. A structure conforming to it will return the result of `forward` if `isOn` is `true`, otherwise it won't do anything.\n", "\n", "As we said before, Swift autodiff doesn't support control flow (yet), so `if` statements aren't differentiable. That doesn't stop us from doing interesting work though, because we can create a custom function that will manually compute the gradients of our switchable layer:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "//A layer that you can switch off to do the identity instead\n", "public protocol SwitchableLayer: Layer {\n", " associatedtype Input\n", " var isOn: Bool { get set }\n", " \n", " @differentiable func forward(_ input: Input) -> Input\n", "}\n", "\n", "public extension SwitchableLayer {\n", " func call(_ input: Input) -> Input {\n", " return isOn ? forward(input) : input\n", " }\n", "\n", " @differentiating(call)\n", " func gradForward(_ input: Input) ->\n", " (value: Input,\n", " pullback: (Self.Input.CotangentVector) ->\n", " (Self.CotangentVector, Self.Input.CotangentVector)) {\n", " if isOn {\n", " return valueWithPullback(at: input) { $0.forward($1) } \n", " } else {\n", " return (input, { (Self.CotangentVector.zero, $0) }) \n", " }\n", " }\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we use this protocol to create a `MaybeAvgPool2D` layer and a `MaybeConv` layer. The little downside is that we will have to create a fake convolution for the `MaybeConv` that are just identity, but we will just create a 1x1x1x1 weight matrix so that it doesn't take much memory." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "public struct MaybeAvgPool2D: SwitchableLayer {\n", " var pool: FAAvgPool2D\n", " @noDerivative public var isOn: Bool\n", " \n", " @differentiable public func forward(_ input: TF) -> TF { return pool(input) }\n", " \n", " public init(_ sz: Int) {\n", " isOn = (sz > 1)\n", " pool = FAAvgPool2D(sz)\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "public struct MaybeConv: SwitchableLayer {\n", " var conv: ConvLayer\n", " @noDerivative public var isOn: Bool\n", " \n", " @differentiable public func forward(_ input: TF) -> TF { return conv(input) }\n", " \n", " public init(_ cIn: Int, _ cOut: Int) {\n", " isOn = (cIn > 1) || (cOut > 1)\n", " conv = ConvLayer(cIn, cOut, ks: 1, act: false)\n", " }\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With those two maybe layers, we can write a `ResBlock` as we are used to. We can have array of layers that have the same type, and such an array can be treated as if it was a normal layer." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "public struct ResBlock: Layer {\n", " public var convs: [ConvLayer]\n", " public var idConv: MaybeConv\n", " public var pool: MaybeAvgPool2D\n", " \n", " public init(_ expansion: Int, _ ni: Int, _ nh: Int, stride: Int = 1){\n", " let (nf, nin) = (nh*expansion,ni*expansion)\n", " convs = [ConvLayer(nin, nh, ks: 1)]\n", " convs += (expansion==1) ? [\n", " ConvLayer(nh, nf, ks: 3, stride: stride, zeroBn: true, act: false)\n", " ] : [\n", " ConvLayer(nh, nh, ks: 3, stride: stride),\n", " ConvLayer(nh, nf, ks: 1, zeroBn: true, act: false)\n", " ]\n", " idConv = nin==nf ? MaybeConv(1,1) : MaybeConv(nin, nf)\n", " pool = MaybeAvgPool2D(stride)\n", " }\n", " \n", " @differentiable\n", " public func call(_ inp: TF) -> TF {\n", " return relu(convs(inp) + idConv(pool(inp)))\n", " }\n", " \n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can create our `XResnet` pretty much the same way as in pytorch. The list comprehesions are replaced by uses of `map` or `reduce`. The `makeLayer` function is out side of the `XResNet` structure because it can't be used in the `init` otherwise (in swift, you can only use self in the init when all the attributes have been properly set, and this `makeLayer` function is used to create the attribute `blocks`)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "func makeLayer(_ expansion: Int, _ ni: Int, _ nf: Int, _ nBlocks: Int, stride: Int) -> [ResBlock] {\n", " return Array(0..(poolSize: (3,3), strides: (2,2), padding: .same)\n", " public var blocks: [ResBlock]\n", " public var pool = GlobalAvgPool2D()\n", " public var linear: Dense\n", " \n", " public init(_ expansion: Int, _ layers: [Int], cIn: Int = 3, cOut: Int = 1000){\n", " var nfs = [cIn, (cIn+1)*8, 64, 64]\n", " stem = (0..<3).map{ ConvLayer(nfs[$0], nfs[$0+1], stride: $0==0 ? 2 : 1)}\n", " nfs = [64/expansion,64,128,256,512]\n", " blocks = layers.enumerated().map { (i,l) in \n", " return makeLayer(expansion, nfs[i], nfs[i+1], l, stride: i==0 ? 1 : 2)\n", " }.reduce([], +)\n", " linear = Dense(inputSize: nfs.last!*expansion, outputSize: cOut)\n", " }\n", " \n", " @differentiable\n", " public func call(_ inp: TF) -> TF {\n", " return inp.compose(stem, maxPool, blocks, pool, linear)\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "func xresnet18 (cIn: Int = 3, cOut: Int = 1000) -> XResNet { return XResNet(1, [2, 2, 2, 2], cIn: cIn, cOut: cOut) }\n", "func xresnet34 (cIn: Int = 3, cOut: Int = 1000) -> XResNet { return XResNet(1, [3, 4, 6, 3], cIn: cIn, cOut: cOut) }\n", "func xresnet50 (cIn: Int = 3, cOut: Int = 1000) -> XResNet { return XResNet(4, [3, 4, 6, 3], cIn: cIn, cOut: cOut) }\n", "func xresnet101(cIn: Int = 3, cOut: Int = 1000) -> XResNet { return XResNet(4, [3, 4, 23, 3], cIn: cIn, cOut: cOut) }\n", "func xresnet152(cIn: Int = 3, cOut: Int = 1000) -> XResNet { return XResNet(4, [3, 8, 36, 3], cIn: cIn, cOut: cOut) }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To define a `Learner` we need our data, a model initializer function, and optimizer initializer function and a loss function. The model initilializer is a simple closure that returns the model." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "func modelInit() -> XResNet { return xresnet18(cOut: 10) }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The optimizer function is a convenience function we wrote in notebook 09 (like we had done in the python version) that returns a `StatefulOptimizer` with all the necessary stats/step delegates." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let optFunc: (XResNet) -> StatefulOptimizer = adamOpt(lr: 1e-3, mom: 0.9, beta: 0.99, wd: 1e-2, eps: 1e-6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can create our `Learner`. The loss function is the classic cross entropy + softmax, and is given by S4TF." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let learner = Learner(data: data, lossFunc: softmaxCrossEntropy, optFunc: optFunc, modelInit: modelInit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In swift, callbacks are called delegates. We have written a convenience function to automatically add the basic ones we need (train/eval, the recorder, metrics progress bar). This function returns the `recorder` if we want to look at losses or do some plots later.\n", "\n", "Then we add the delegate to normalize our inputs with the statistics of ImageNet." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let recorder = learner.makeDefaultDelegates(metrics: [accuracy])\n", "learner.addDelegate(learner.makeNormalize(mean: imagenetStats.mean, std: imagenetStats.std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can fit with the 1cycle policy:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0: [1.5416362, 0.484] \n", "Epoch 1: [1.2228472, 0.606] \n", "Epoch 2: [0.8661947, 0.706] \n", "Epoch 3: [0.7420249, 0.77] \n", "Epoch 4: [0.58196735, 0.814] \n", " \r" ] } ], "source": [ "learner.addOneCycleDelegates(1e-3, pctStart: 0.5)\n", "learner.fit(5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Swift", "language": "swift", "name": "swift" } }, "nbformat": 4, "nbformat_minor": 2 }