{ "cells": [ { "cell_type": "markdown", "id": "bizarre-investigator", "metadata": {}, "source": [ "# Comparing drift detectors\n", "\n", "We take the image classifier example and use it to compare drift detectors.\n", "\n", "We will give an opinionated take here. This is not to take shots at the research that enables TorchDrift, but reflects that the typical application in the wild may be dissimilar to the systematic, controlled experimentation in academic papers. We believe that the purpose of TorchDrift is providing tools to do drift detection as well as presenting good practice for practitioners.\n", "\n", "You are encouraged to study the literature, in particular [S. Rabanser et al: Failing Loudly](https://arxiv.org/abs/1810.11953), and also to do your own experimentation and draw your own conclusions." ] }, { "cell_type": "code", "execution_count": 1, "id": "spoken-rouge", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "import IPython\n", "import sys\n", "sys.path.insert(0, '../')\n", "\n", "import copy\n", "import tqdm\n", "import torchvision\n", "import functools\n", "import torch\n", "from typing import Optional, Any\n", "import torch\n", "import math\n", "import pytorch_lightning as pl\n", "import torchdrift\n", "import sklearn.manifold\n", "\n", "%matplotlib inline\n", "from matplotlib import pyplot\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "heard-block", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using downloaded and verified file: data/hymenoptera_data.zip\n", "Extracting data/hymenoptera_data.zip to data/\n" ] } ], "source": [ "torchvision.datasets.utils.download_and_extract_archive('https://download.pytorch.org/tutorial/hymenoptera_data.zip', 'data/')\n", "\n", "\n", "# these are the standard transforms without the normalization (which we move into the model.step/predict before the forward)\n", "train_transform = torchvision.transforms.Compose([\n", " torchvision.transforms.RandomResizedCrop(size=(224, 224), scale=(0.08, 1.0), ratio=(0.75, 1.3333)),\n", " torchvision.transforms.RandomHorizontalFlip(p=0.5),\n", " torchvision.transforms.ToTensor()])\n", "val_transform = torchvision.transforms.Compose([\n", " torchvision.transforms.Resize(size=256),\n", " torchvision.transforms.CenterCrop(size=(224, 224)),\n", " torchvision.transforms.ToTensor()])\n", "\n", "\n", "class OurDataModule(pl.LightningDataModule):\n", " def __init__(self, parent: Optional['OurDataModule']=None, additional_transform=None):\n", " if parent is None:\n", " self.train_dataset = torchvision.datasets.ImageFolder('./data/hymenoptera_data/train/',\n", " transform=train_transform)\n", " self.val_dataset = torchvision.datasets.ImageFolder('./data/hymenoptera_data/val/',\n", " transform=val_transform)\n", " self.test_dataset = torchvision.datasets.ImageFolder('./data/hymenoptera_data/test/',\n", " transform=val_transform)\n", " self.train_batch_size = 4\n", " self.val_batch_size = 128\n", " self.additional_transform = None\n", " else:\n", " self.train_dataset = parent.train_dataset\n", " self.val_dataset = parent.val_dataset\n", " self.test_dataset = parent.test_dataset\n", " self.train_batch_size = parent.train_batch_size\n", " self.val_batch_size = parent.val_batch_size\n", " self.additional_transform = additional_transform\n", " if additional_transform is not None:\n", " self.additional_transform = additional_transform\n", " \n", " self.prepare_data()\n", " self.setup('fit')\n", " self.setup('test')\n", "\n", " def setup(self, typ):\n", " pass\n", " \n", " def collate_fn(self, batch):\n", " batch = torch.utils.data._utils.collate.default_collate(batch)\n", " if self.additional_transform:\n", " batch = (self.additional_transform(batch[0]), *batch[1:])\n", " return batch\n", " \n", " def train_dataloader(self):\n", " return torch.utils.data.DataLoader(self.train_dataset, batch_size=self.train_batch_size, \n", " num_workers=4, shuffle=True, collate_fn=self.collate_fn)\n", " def val_dataloader(self):\n", " return torch.utils.data.DataLoader(self.val_dataset, batch_size=self.val_batch_size,\n", " shuffle=False, collate_fn=self.collate_fn)\n", " def test_dataloader(self):\n", " return torch.utils.data.DataLoader(self.test_dataset, batch_size=self.val_batch_size,\n", " shuffle=False, collate_fn=self.collate_fn)\n", "\n", " def default_dataloader(self, batch_size=None, num_samples=None, shuffle=True):\n", " dataset = self.val_dataset\n", " if batch_size is None:\n", " batch_size = self.val_batch_size\n", " replacement = num_samples is not None\n", " if shuffle:\n", " sampler = torch.utils.data.RandomSampler(dataset, replacement=replacement, num_samples=num_samples)\n", " else:\n", " sampler = None\n", " return torch.utils.data.DataLoader(dataset, batch_size=batch_size, sampler=sampler,\n", " collate_fn=self.collate_fn)\n", "\n", "\n", "datamodule = OurDataModule()\n" ] }, { "cell_type": "markdown", "id": "listed-tsunami", "metadata": {}, "source": [ "## Feature extractor\n", "\n", "We use the TorchVision ResNet18 as the drift detector.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "contained-hypothesis", "metadata": {}, "outputs": [], "source": [ "feature_extractor = torch.nn.Sequential(\n", " torchvision.transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n", " torchvision.models.resnet18(pretrained=True)\n", ")\n", "feature_extractor[0].fc = torch.nn.Identity()" ] }, { "cell_type": "markdown", "id": "every-logistics", "metadata": {}, "source": [ "## Simulating drifted data\n", "\n", "For systematic experiments, we want to compare the output of the drift detector on benign (non-drifted) and and drifted, here (partially) out of distribution samples. We simulate out of distribution data by applying a gaussian blur. In reality you might have effects like the camera lense losing focus or dirt impeding the picture quality.\n", "\n", "Note that we do not use the drifted data for \"training\" the drift detector, but just for evaluation!\n", "\n", "On the technical side, we take our datamodule as the in-distribution datamodule as is and use a derived datamodule which applies the gaussian blur in addition to the usual transforms as the out of distribution datamodule.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "verbal-vanilla", "metadata": {}, "outputs": [], "source": [ "def corruption_function(x: torch.Tensor):\n", " return torchdrift.data.functional.gaussian_blur(x, severity=2)\n", "\n", "ind_datamodule = datamodule\n", "ood_datamodule = OurDataModule(parent=datamodule, additional_transform=corruption_function)" ] }, { "cell_type": "markdown", "id": "manufactured-influence", "metadata": {}, "source": [ "Let us grab a few inputs and show them without and with corruption." ] }, { "cell_type": "code", "execution_count": 5, "id": "closed-party", "metadata": { "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inputs, _ = next(iter(datamodule.default_dataloader(shuffle=True)))\n", "inputs_ood = corruption_function(inputs)\n", "\n", "N = 6\n", "\n", "pyplot.figure(figsize=(15, 5))\n", "for i in range(N):\n", " for j in range(2):\n", " pyplot.subplot(2, N, j * N + i + 1)\n", " if i == 0:\n", " pyplot.ylabel('vanilla' if j == 0 else 'drifted')\n", " pyplot.imshow((inputs if j == 0 else inputs_ood)[i].permute(1, 2, 0))\n", " pyplot.xticks([])\n", " pyplot.yticks([])" ] }, { "cell_type": "markdown", "id": "brief-setup", "metadata": {}, "source": [ "## Kernel MMD drift detector\n", "\n", "\n", "Or first detector is the Kernel MMD drift detector. As you may have guessed from the name, it uses a kernel to define a metric on the space of distributions on the feature-space (see our [note on the intuition behind MMD](./note_on_mmd.ipynb)). TorchDrift implements a few kernels in the `detectors.mmd` module, the `GaussianKernel` (also known as squared exponential) is the default, `ExpKernel` (aka Laplacian Kernel) and `RationalQuadraticKernel` are also available.\n", "\n", "In our experiments Kernel MMD worked very well, so we suggest it as a default." ] }, { "cell_type": "code", "execution_count": 6, "id": "efficient-phone", "metadata": {}, "outputs": [], "source": [ "drift_detector = torchdrift.detectors.KernelMMDDriftDetector()" ] }, { "cell_type": "markdown", "id": "exempt-contemporary", "metadata": {}, "source": [ "We use the `utils.DriftDetectionExperiment` class to drive our experiment. It lets us set a ratio of OOD samples in the drifted samples and a sample size.\n", "\n", "While the statistical tests underpinning the drift detection could also produce p-values, we can also treat the test score as a value that can be thresholded for detection, giving the typical ROC curve. We see that for this setup, the detection power is quite strong." ] }, { "cell_type": "code", "execution_count": 7, "id": "discrete-simple", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 61/61 [00:01<00:00, 35.05it/s]\n", "100%|██████████| 50/50 [00:08<00:00, 5.99it/s]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "od_model = drift_detector\n", "ind_datamodule = datamodule\n", "ood_datamodule = OurDataModule(parent=datamodule, additional_transform=corruption_function)\n", "\n", "ood_ratio = 0.8\n", "sample_size = 10\n", "experiment = torchdrift.utils.DriftDetectionExperiment(od_model, feature_extractor, ood_ratio=ood_ratio, sample_size=sample_size)\n", "experiment.post_training(datamodule.train_dataloader())\n", "auc, (fp, tp) = experiment.evaluate(ind_datamodule, ood_datamodule)\n", "pyplot.plot(fp, tp)\n", "pyplot.title(label=f'{type(od_model).__name__}, $p_{{ood}}$={ood_ratio:.2f}, N={sample_size} AUC={auc:.3f}')\n", "pyplot.show()" ] }, { "cell_type": "markdown", "id": "detailed-compromise", "metadata": {}, "source": [ "## Dimension Reduction & Kolmogorov-Smirnov test\n", "\n", "Next up is the Kolmogorov-Smirnov two sample test.\n", "We operationalize it by adding a dimension reduction to two PCA components (the PCA reducer estimates the PCA transform on the reference data during fitting and then applies this fixed transform to the test data).\n", "As suggested by _Failing Loudly_, we use the Bonferroni correction and perform the KS test on the marginals.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "expired-special", "metadata": {}, "outputs": [], "source": [ "red = torchdrift.reducers.pca.PCAReducer(n_components=2)\n", "detector = torchdrift.detectors.ks.KSDriftDetector()\n", "reducer_detector = torch.nn.Sequential(red, detector)\n" ] }, { "cell_type": "markdown", "id": "explicit-healing", "metadata": {}, "source": [ "Next we run our experiment just like before. This combination usually gives good results, typically a bit less AUC than the Kernel MMD, but typically between just below 0.8 and 0.75." ] }, { "cell_type": "code", "execution_count": 9, "id": "equivalent-parallel", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 61/61 [00:01<00:00, 33.31it/s]\n", "100%|██████████| 50/50 [00:28<00:00, 1.77it/s]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "experiment = torchdrift.utils.DriftDetectionExperiment(reducer_detector, feature_extractor, ood_ratio=ood_ratio, sample_size=sample_size)\n", "experiment.post_training(datamodule.train_dataloader())\n", "auc, (fp, tp) = experiment.evaluate(ind_datamodule, ood_datamodule)\n", "pyplot.plot(fp, tp)\n", "pyplot.title(label=f'{detector}, {red}\\n$p_{{ood}}$={ood_ratio:.2f}, N={sample_size} AUC={auc:.3f}')\n", "pyplot.show()" ] }, { "cell_type": "markdown", "id": "stainless-terrorist", "metadata": {}, "source": [ "## Untrained Autoencoder\n", "\n", "Finally we use the Untrained Autoencoder. This is a bit of a funny name because it really half an autoencoder, so we might as well call it a untrained or randomly initialized feature extractor. This performed reasonably well in _Failing Loudly_, so it appears relatively frequently.\n", "\n", "In our experiments, this does not work as well as in the ones in _Failing Loudly_. Part of it may be that we have larger images so the feature extractor has \"more work to do\" and a purely random one does not perform as well. Another part may be that our sample size is lower. We believe that in both of these aspects, our setup is closer to (our) real-world use-cases.\n", "\n", "Our conclusion here is that the UAE applied to images directly is not as good a choice as working with a pretrained model. Of course, we would not need to see this as a binary decision but could combine a few layers of our trained model to start off with a randomly initialized top if we think that the topmost layers are too specialized on the classification task to be useful as a drift detector." ] }, { "cell_type": "code", "execution_count": 10, "id": "fifty-drawing", "metadata": {}, "outputs": [], "source": [ "\n", "feature_extractor_red = torch.nn.Sequential(\n", " torchvision.transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n", " torch.nn.Conv2d(3, 128, kernel_size=5, padding=2, stride=2),\n", " torch.nn.ReLU(),\n", " torch.nn.Conv2d(128, 256, kernel_size=5, padding=2, stride=2),\n", " torch.nn.ReLU(),\n", " torch.nn.Conv2d(256, 1024, kernel_size=5, padding=2, stride=2),\n", " torch.nn.ReLU(),\n", " torch.nn.AdaptiveMaxPool2d(8),\n", " torch.nn.Flatten(),\n", " torch.nn.Linear(1024*8*8, 32)\n", " ).cuda().eval()\n", "\n", "for m in feature_extractor_red:\n", " if isinstance(m, (torch.nn.Conv2d, torch.nn.Linear)):\n", " torch.nn.init.kaiming_normal_(m.weight, nonlinearity='relu')\n", " torch.nn.init.zeros_(m.bias)" ] }, { "cell_type": "code", "execution_count": 11, "id": "composed-trade", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 61/61 [00:01<00:00, 55.62it/s]\n", "100%|██████████| 100/100 [00:06<00:00, 15.45it/s]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "detector = torchdrift.detectors.ks.KSDriftDetector()\n", "experiment = torchdrift.utils.DriftDetectionExperiment(detector, feature_extractor_red, ood_ratio=ood_ratio, sample_size=sample_size)\n", "experiment.post_training(datamodule.train_dataloader())\n", "auc, (fp, tp) = experiment.evaluate(ind_datamodule, ood_datamodule, num_runs=100)\n", "pyplot.plot(fp, tp)\n", "pyplot.title(label=f'{detector}, UAE, $p_{{ood}}$={ood_ratio:.2f}, N={sample_size} AUC={auc:.3f}')\n", "pyplot.show()" ] } ], "metadata": { "celltoolbar": "Tags", "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": "3.9.1+" } }, "nbformat": 4, "nbformat_minor": 5 }