{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Working with Custom Models\n", "\n", "In this tutorial we will cover how we can generate visualisations from custom PyTorch models and introduce the best practices to follow in order to get quality results. \n", "\n", "We will begin by looking at the visual.wrap helper function that should work for most models before going into the subwrappers that visual uses and how we can write models that synergise well with them. \n", "\n", "## Install visual " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mWARNING: You are using pip version 19.2.3, however version 19.3.1 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n", "0.1.0\n" ] } ], "source": [ "try:\n", " import visual\n", "except:\n", " !pip install -q visual\n", " import visual\n", " \n", "try:\n", " import torchbearer\n", "except:\n", " !pip install -q torchbearer\n", " import torchbearer\n", " \n", "print(visual.__version__)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Wrap\n", "\n", "Let us show how we can quickly retrieve a torchvision model and wrap it to prepare for visualisation." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "is_executing": false, "name": "#%% \n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['model', 'model_conv1', 'model_bn1', 'model_relu', 'model_relu_redirected_module', 'model_relu_old_module', 'model_maxpool', 'model_layer1', 'model_layer1_0', 'model_layer1_0_conv1', 'model_layer1_0_bn1', 'model_layer1_0_relu', 'model_layer1_0_conv2', 'model_layer1_0_bn2', 'model_layer1_1', 'model_layer1_1_conv1', 'model_layer1_1_bn1', 'model_layer1_1_relu', 'model_layer1_1_conv2', 'model_layer1_1_bn2', 'model_layer2', 'model_layer2_0', 'model_layer2_0_conv1', 'model_layer2_0_bn1', 'model_layer2_0_relu', 'model_layer2_0_conv2', 'model_layer2_0_bn2', 'model_layer2_0_downsample', 'model_layer2_0_downsample_0', 'model_layer2_0_downsample_1', 'model_layer2_1', 'model_layer2_1_conv1', 'model_layer2_1_bn1', 'model_layer2_1_relu', 'model_layer2_1_conv2', 'model_layer2_1_bn2', 'model_layer3', 'model_layer3_0', 'model_layer3_0_conv1', 'model_layer3_0_bn1', 'model_layer3_0_relu', 'model_layer3_0_conv2', 'model_layer3_0_bn2', 'model_layer3_0_downsample', 'model_layer3_0_downsample_0', 'model_layer3_0_downsample_1', 'model_layer3_1', 'model_layer3_1_conv1', 'model_layer3_1_bn1', 'model_layer3_1_relu', 'model_layer3_1_conv2', 'model_layer3_1_bn2', 'model_layer4', 'model_layer4_0', 'model_layer4_0_conv1', 'model_layer4_0_bn1', 'model_layer4_0_relu', 'model_layer4_0_conv2', 'model_layer4_0_bn2', 'model_layer4_0_downsample', 'model_layer4_0_downsample_0', 'model_layer4_0_downsample_1', 'model_layer4_1', 'model_layer4_1_conv1', 'model_layer4_1_bn1', 'model_layer4_1_relu', 'model_layer4_1_conv2', 'model_layer4_1_bn2', 'model_avgpool', 'model_fc']\n" ] } ], "source": [ "from torchvision.models import resnet18\n", "from visual.transforms import RandomRotate, RandomScale, Compose\n", "\n", "model = visual.wrap(resnet18(True))\n", "print(model.layer_names)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "We can then visualise the 256th feature corresponding to the class \"Newfoundland Dog\". " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "is_executing": false, "name": "#%% \n" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7b2f6d23d7e74e92873c60d0c0bf672a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, description='0/1(t)', max=256), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/matt/miniconda3/lib/python3.6/site-packages/torch/nn/functional.py:2751: UserWarning: Default grid_sample and affine_grid behavior will be changed to align_corners=False from 1.4.0. See the documentation of grid_sample for details.\n", " warnings.warn(\"Default grid_sample and affine_grid behavior will be changed \"\n", "/home/matt/miniconda3/lib/python3.6/site-packages/torch/nn/functional.py:2693: UserWarning: Default grid_sample and affine_grid behavior will be changed to align_corners=False from 1.4.0. See the documentation of grid_sample for details.\n", " warnings.warn(\"Default grid_sample and affine_grid behavior will be changed \"\n", "/home/matt/miniconda3/lib/python3.6/site-packages/torch/nn/functional.py:2494: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n", " \"See the documentation of nn.Upsample for details.\".format(mode))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "transforms = Compose([\n", " RandomRotate(list(range(-30, 30, 5))),\n", " RandomScale([0.9, 0.95, 1.0, 1.05, 1.1, 1.15, 1.2]),\n", "])\n", "\n", "%matplotlib inline\n", "\n", "crit = visual.Channel(256, 'model_fc')\n", "img = visual.image((3, 256, 256), transform=transforms, correlate=True, fft=True)\n", "a = visual.BasicAscent(img, crit, verbose=2).to_pyplot().run(model, device='cuda')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "is_executing": false, "name": "#%% md\n" } }, "source": [ "Visual.wrap is a simple way to prepare a model for visualisation and works quite well for most standard models. Under \n", "the hood all it does is wrap your model with two modules, one which redirects the ReLU units and one which gets and \n", "saves a reference to all intermediate layers so we can access them with our criterions.\n", "\n", "Lets look at a few different model definitions and the intermediate layers which ``visual`` finds when wrapping. This will show us which model building styles are best suited to visuals wrapping methods. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['model', 'model_conv', 'model_conv2', 'model_conv3', 'model_fc']\n" ] } ], "source": [ "from torch import nn\n", "\n", "class SimpleModel(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " self.conv = nn.Conv2d(3, 16, 3, 2)\n", " self.conv2 = nn.Conv2d(16, 32, 3, 2)\n", " self.conv3 = nn.Conv2d(32, 64, stride=2, kernel_size=3)\n", " self.fc = nn.Linear(576, 10)\n", " \n", " def forward(self, x):\n", " x = self.conv(x)\n", " x = F.relu(x, True)\n", " x = self.conv2(x)\n", " x = F.relu(x, True)\n", " x = self.conv3(x)\n", " x = F.relu(x, True)\n", " x = self.fc(x.flatten(1))\n", " return x\n", " \n", "model = SimpleModel()\n", "model = visual.wrap(model)\n", "print(model.layer_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see that we pick up the conv layers but ``visual`` did not notice the ReLU layers. Unfortunately, the way visual parses a model to find intermediate layers is to navigate the children of each module and wrap them with a version that stores a reference to its output. When using functional methods, since they are not registered as children of a PyTorch model, ``visual`` cannot locate or wrap them. Even worse is that we have used the inplace functional ReLUs which means we the output referenced by the wrapped convolution modules actually points to the post-ReLU values. \n", "\n", "So the first thing we should do is replace functional methods with their modular equivelents. \n", "Lets do this for the Simple Model. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['model', 'model_convs', 'model_convs_0', 'model_convs_1', 'model_convs_2', 'model_convs_3', 'model_convs_4', 'model_convs_5', 'model_fc']\n" ] } ], "source": [ "class BetterModel(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " # Sequentials with separate ReLU modules are properly parsed\n", " self.convs = nn.Sequential(\n", " nn.Conv2d(3, 16, stride=2, kernel_size=3),\n", " nn.ReLU(),\n", " nn.Conv2d(16, 32, stride=2, kernel_size=3),\n", " nn.ReLU(),\n", " nn.Conv2d(32, 64, stride=2, kernel_size=3),\n", " nn.ReLU())\n", " # Individual layers are also properly parsed \n", " self.fc = nn.Linear(576, 10)\n", " \n", " def forward(self, x):\n", " x = self.convs(x)\n", " x = self.fc(x.flatten(1))\n", " return x\n", " \n", "better_model = BetterModel()\n", "better_model = visual.wrap(better_model)\n", "print(better_model.layer_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have access to all the layers including pre and post-ReLU. This is better, but the layer names are now not particularly informative. These names are based off of the registered names in PyTorch, so one way to get more informative names is to register the submodules differently. Consider the following model. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['model', 'model_convs', 'model_convs_0', 'model_convs_0_conv', 'model_convs_0_relu', 'model_convs_1', 'model_convs_1_conv', 'model_convs_1_relu', 'model_convs_2', 'model_convs_2_conv', 'model_convs_2_relu', 'model_fc']\n" ] } ], "source": [ "class ConvModule(nn.Module):\n", " def __init__(self, in_channels, out_channels, stride, kernel_size):\n", " super().__init__()\n", " self.conv = nn.Conv2d(in_channels, out_channels, stride=stride, kernel_size=kernel_size)\n", " self.relu = nn.ReLU()\n", " \n", " def forward(self, x):\n", " x = self.conv(x)\n", " x = self.relu(x)\n", " return x\n", " \n", " \n", "class FinalModel(nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " # Leads to better layer names\n", " self.convs = nn.Sequential(\n", " ConvModule(3, 16, stride=2, kernel_size=3),\n", " ConvModule(16, 32, stride=2, kernel_size=3),\n", " ConvModule(32, 64, stride=2, kernel_size=3),\n", " )\n", " # Individual layers are also properly parsed \n", " self.fc = nn.Linear(576, 10) \n", " \n", " def forward(self, x):\n", " x = self.convs(x)\n", " x = self.fc(x.flatten(1))\n", " return x\n", " \n", "final_model = FinalModel()\n", "final_model = visual.wrap(final_model)\n", "print(final_model.layer_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have defined a submodule which registers the conv and relu under proper names we get much more informative layer names. We could also add comonly used layers like batch norm to the conv layer to get access to features from those if desired. \n", "\n", "This fully modular way of building models is the ideal method for ``visual`` although, as we have seen, it can work perfectly well (if slightly less powerfully) with models built in other styles. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visuals Wrappers\n", "\n", "Finally we would like to briefly discuss the subwrappers that ``visual.wrap`` uses. As mentioned before, ``wrap`` comprises of two wrappers, [``RedirectReLUs``](https://visual.readthedocs.io/en/latest/code/main.html#visual.redirect_relu.RedirectReLUs) and [``IntermediateLayerGetter``](https://visual.readthedocs.io/en/latest/code/main.html#visual.models.utils.IntermediateLayerGetter). \n", "\n", "ReLU redirection is a visualisation method used in the [Lucid](https://github.com/tensorflow/lucid) Tensorflow visualisations library which \n", "replaces the ReLU gradient in areas where it would be 0 with gradient towards the origin. See [here](https://github.com/tensorflow/lucid/blob/master/lucid/misc/redirected_relu_grad.py)\n", "for discussion of why this is necessary. \n", "\n", "IntermediateLayerGetter is a fairly straight forward wrapper that finds and stores references to the intermediate layer outputs of a model. \n", "\n", "These wrappers work in very similar ways. The recursively search through the registered submodules of the given model to either replace with a RedirectReLU or a module wrapper that stores the output references. This method explains why the funcitonal forms of modules are not found by ``visual`` and why modular design is prefered. This also explains why the [``RedirectReLUs``](https://visual.readthedocs.io/en/latest/code/main.html#visual.redirect_relu.RedirectReLUs) wrap should always be performed before the [``IntermediateLayerGetter``](https://visual.readthedocs.io/en/latest/code/main.html#visual.models.utils.IntermediateLayerGetter), since otherwise the output reference saved would only be to the original ReLU unit. \n", "\n", "Since these classes are just wrappers, we can replicate the effect of ``visual.wrap`` very easily." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['model', 'model_convs', 'model_convs_0', 'model_convs_0_conv', 'model_convs_0_relu', 'model_convs_1', 'model_convs_1_conv', 'model_convs_1_relu', 'model_convs_2', 'model_convs_2_conv', 'model_convs_2_relu', 'model_fc']\n" ] } ], "source": [ "from visual.redirect_relu import RedirectReLUs\n", "from visual.models.utils import IntermediateLayerGetter\n", "\n", "final_model = FinalModel()\n", "final_model = IntermediateLayerGetter(RedirectReLUs(final_model))\n", "print(final_model.layer_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Torch Hub\n", "\n", "TorchHub is a nice resource for sharing PyTorch trained models. Visualising such models is very easy with ``visual``, although it is likely that many do not follow the best practices discussed above. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import torch\n", "model = torch.hub.load('pytorch/vision', 'wide_resnet101_2', pretrained=True)\n", "model.eval()\n", "\n", "\n", "import visual\n", "model = visual.wrap(model)\n", "# print(model.layer_names) # Very large list" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from visual import Channel, TensorImage, BasicAscent, FFTImage\n", "from torchvision.transforms import Normalize\n", "\n", "%matplotlib inline\n", "\n", "normalize = Normalize(\n", " mean=[0.485, 0.456, 0.406],\n", " std=[0.229, 0.224, 0.225]\n", ")\n", "\n", "from visual import transforms\n", "\n", "transform = transforms.Compose([\n", " transforms.SpatialJitter(2),\n", " transforms.RandomScale([1.1 ** (n / 10.) for n in range(-10, 11)]),\n", " transforms.RandomRotate(list(range(-5, 6)), padding_mode='border'),\n", " normalize\n", "])\n", "\n", "criterion = Channel(2, 'model') # Great white shark class\n", "image = FFTImage((3, 224, 224), correlate=True, transform=transform).sigmoid()\n", "BasicAscent(image, criterion, steps=256).to_pyplot().run(model, device='cuda', verbose=0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 1 }