diff --git a/.gitignore b/.gitignore index 6883f23..59edc1f 100644 --- a/.gitignore +++ b/.gitignore @@ -19,6 +19,9 @@ __pycache__ oodeel_dev_env oodeel_env* *_env +.venv +._tf +.venv_tf # Files generated: logs diff --git a/README.md b/README.md index 553f081..2b2230d 100644 --- a/README.md +++ b/README.md @@ -177,6 +177,7 @@ Currently, **oodeel** includes the following baselines: | NMD | [Neural Mean Discrepancy for Efficient Out-of-Distribution Detection](https://openaccess.thecvf.com/content/CVPR2022/html/Dong_Neural_Mean_Discrepancy_for_Efficient_Out-of-Distribution_Detection_CVPR_2022_paper.html) | CVPR 2022 | planned | | Gram | [Detecting Out-of-Distribution Examples with Gram Matrices](https://proceedings.mlr.press/v119/sastry20a.html) | ICML 2020 | avail [tensorflow](docs/notebooks/tensorflow/demo_gram_tf.ipynb) or [torch](docs/notebooks/torch/demo_gram_torch.ipynb) | | GEN | [GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection](https://openaccess.thecvf.com/content/CVPR2023/html/Liu_GEN_Pushing_the_Limits_of_Softmax-Based_Out-of-Distribution_Detection_CVPR_2023_paper.html) | CVPR 2023 | avail [tensorflow](docs/notebooks/tensorflow/demo_gen_tf.ipynb) or [torch](docs/notebooks/torch/demo_gen_torch.ipynb) | +| RMDS | [A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection](https://arxiv.org/abs/2106.09022) | preprint | avail [tensorflow](docs/notebooks/tensorflow/demo_rmds_tf.ipynb) or [torch](docs/notebooks/torch/demo_rmds_torch.ipynb) | diff --git a/docs/notebooks/tensorflow/demo_rmds_tf.ipynb b/docs/notebooks/tensorflow/demo_rmds_tf.ipynb new file mode 100644 index 0000000..26defe6 --- /dev/null +++ b/docs/notebooks/tensorflow/demo_rmds_tf.ipynb @@ -0,0 +1,493 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RMDS method\n", + "\n", + "This notebook aims at evaluating the **RMDS method**.\n", + "\n", + "Here, we focus on a toy convolutional network trained on MNIST[0-4] and a ResNet20 model trained on CIFAR-10, respectively challenged on MNIST[5-9] and SVHN OOD datasets.\n", + "\n", + "**Reference** \n", + "*A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection* \n", + "REN, Jie, FORT, Stanislav, LIU, Jeremiah, et al.\\\n", + "preprint\\\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imports\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "\n", + "import os\n", + "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"2\"\n", + "\n", + "from IPython.display import clear_output\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from oodeel.methods import RMDS\n", + "from oodeel.eval.metrics import bench_metrics\n", + "from oodeel.eval.plots import plot_ood_scores, plot_roc_curve, plot_2D_features\n", + "from oodeel.datasets import OODDataset\n", + "from oodeel.utils.tf_training_tools import train_tf_model" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that models are saved at _~/.oodeel/saved_models_ and data is supposed to be found\n", + "at _~/.oodeel/datasets_ by default. Change the following cell for a custom path.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "model_path = os.path.expanduser(\"~/\") + \".oodeel/saved_models\"\n", + "data_path = os.path.expanduser(\"~/\") + \".oodeel/datasets\"\n", + "os.makedirs(model_path, exist_ok=True)\n", + "os.makedirs(data_path, exist_ok=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First experiment: MNIST[0-4] vs MNIST[5-9]\n", + "\n", + "For this first experiment, we train a toy convolutional network on the MNIST dataset\n", + "restricted to digits 0 to 4. After fitting the train subset of this dataset to the\n", + "Mahalanobis method, we will compare the scores returned for MNIST[0-4] (in-distribution)\n", + "and MNIST[5-9] (out-of-distribution) test subsets.\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data loading\n", + "\n", + "- In-distribution data: MNIST[0-4]\n", + "- Out-of-distribution data: MNIST[5-9]\n", + "\n", + "> **Note:** We denote In-Distribution (ID) data with `_in` and Out-Of-Distribution (OOD)\n", + "> data with `_out` to avoid confusion with OOD detection which is the name of the task,\n", + "> and is therefore used to denote core classes such as `OODDataset` and\n", + "> `OODBaseDetector`.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# === Load ID and OOD data ===\n", + "batch_size = 128\n", + "in_labels = [0, 1, 2, 3, 4]\n", + "\n", + "# 1- Load train/test MNIST dataset\n", + "ds_train = OODDataset(\"mnist\", load_kwargs=dict(split=\"train\"))\n", + "data_test = OODDataset(\"mnist\", load_kwargs=dict(split=\"test\"))\n", + "\n", + "# 2- Split ID / OOD data depending on label value:\n", + "# in-distribution: MNIST[0-4] / out-of-distribution: MNIST[5-9]\n", + "ds_train, _ = ds_train.split_by_class(in_labels)\n", + "oods_in, oods_out = data_test.split_by_class(in_labels)\n", + "\n", + "\n", + "# 3- Prepare data (preprocess, shuffle, batch)\n", + "def preprocess_fn(*inputs):\n", + " x = inputs[0] / 255\n", + " return tuple([x] + list(inputs[1:]))\n", + "\n", + "\n", + "ds_train = ds_train.prepare(batch_size, preprocess_fn, shuffle=True)\n", + "ds_in = oods_in.prepare(batch_size, preprocess_fn, with_ood_labels=False)\n", + "ds_out = oods_out.prepare(batch_size, preprocess_fn, with_ood_labels=False)\n", + "\n", + "clear_output()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model training\n", + "\n", + "Now let's train a simple model on MNIST[0-4] using `train_tf_model` function.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "41/41 [==============================] - 1s 18ms/step - loss: 0.0108 - accuracy: 0.9963\n", + "Test accuracy:\t0.9963\n", + "\n", + "=== Penultimate features viz ===\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# === Train / Load model ===\n", + "model_path_mnist_04 = os.path.join(model_path, \"mnist_model_0-4.h5\")\n", + "\n", + "try:\n", + " # if the model exists, load it\n", + " model = tf.keras.models.load_model(model_path_mnist_04)\n", + "except OSError:\n", + " # else, train a new model\n", + " train_config = {\n", + " \"model\": \"toy_convnet\",\n", + " \"input_shape\": (28, 28, 1),\n", + " \"num_classes\": 10,\n", + " \"batch_size\": 128,\n", + " \"epochs\": 5,\n", + " \"save_dir\": model_path_mnist_04,\n", + " \"validation_data\": ds_in,\n", + " }\n", + "\n", + " model = train_tf_model(ds_train, **train_config)\n", + "\n", + "_, accuracy = model.evaluate(ds_in)\n", + "print(f\"Test accuracy:\\t{accuracy:.4f}\")\n", + "\n", + "# penultimate features 2d visualization\n", + "print(\"\\n=== Penultimate features viz ===\")\n", + "plt.figure(figsize=(4.5, 3))\n", + "plot_2D_features(\n", + " model=model,\n", + " in_dataset=ds_in,\n", + " out_dataset=ds_out,\n", + " output_layer_id=-2,\n", + ")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mahalanobis score\n", + "\n", + "We now fit a Mahalanobis OOD detector with MNIST[0-4] train dataset, and compare OOD\n", + "scores returned for MNIST[0-4] (ID) and MNIST[5-9] (OOD) test datasets.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Metrics ===\n", + "auroc 0.843254\n", + "fpr95tpr 0.513524\n", + "\n", + "=== Plots ===\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# === RMDS scores ===\n", + "rmds = RMDS(eps=0.002)\n", + "rmds.fit(model, feature_layers_id=[-2], fit_dataset=ds_train)\n", + "scores_in, _ = rmds.score(ds_in)\n", + "scores_out, _ = rmds.score(ds_out)\n", + "clear_output()\n", + "\n", + "# === metrics ===\n", + "# auroc / fpr95\n", + "metrics = bench_metrics(\n", + " (scores_in, scores_out),\n", + " metrics=[\"auroc\", \"fpr95tpr\"],\n", + ")\n", + "print(\"=== Metrics ===\")\n", + "for k, v in metrics.items():\n", + " print(f\"{k:<10} {v:.6f}\")\n", + "\n", + "print(\"\\n=== Plots ===\")\n", + "# hists / roc\n", + "plt.figure(figsize=(9, 3))\n", + "plt.subplot(121)\n", + "plot_ood_scores(scores_in, scores_out, log_scale=False)\n", + "plt.subplot(122)\n", + "plot_roc_curve(scores_in, scores_out)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second experiment: CIFAR-10 vs SVHN\n", + "\n", + "For this second experiment, we oppose **CIFAR-10** (in-distribution dataset) to **SVHN**\n", + "(out-of-distribution dataset).\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data loading\n", + "\n", + "- In-distribution data: CIFAR-10\n", + "- Out-of-distribution data: SVHN\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# === Load ID and OOD data ===\n", + "batch_size = 128\n", + "\n", + "# 1a- Load in-distribution dataset: CIFAR-10\n", + "ds_fit = OODDataset(\"cifar10\", load_kwargs={\"split\": \"train\"}, input_key=\"image\")\n", + "ds_in = OODDataset(\"cifar10\", load_kwargs={\"split\": \"test\"}, input_key=\"image\")\n", + "\n", + "# 1b- Load out-of-distribution dataset: SVHN\n", + "ds_out = OODDataset(\"svhn_cropped\", load_kwargs={\"split\": \"test\"})\n", + "\n", + "\n", + "# 2- prepare data (preprocess, shuffle, batch)\n", + "def preprocess_fn(*inputs):\n", + " x = inputs[0] / 255\n", + " return tuple([x] + list(inputs[1:]))\n", + "\n", + "\n", + "ds_fit = ds_fit.prepare(batch_size, preprocess_fn)\n", + "ds_in = ds_in.prepare(batch_size, preprocess_fn)\n", + "ds_out = ds_out.prepare(batch_size, preprocess_fn)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model loading\n", + "\n", + "The model is a **ResNet** pretrained on CIFAR-10 and getting an accuracy score of\n", + "92.75%.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://share.deel.ai/s/kram9kLpx6JwRX4/download/cifar10_resnet256.h5\n", + "21088832/21088832 [==============================] - 9s 0us/step\n", + "79/79 [==============================] - 2s 13ms/step - loss: 0.1268 - accuracy: 0.9276\n", + "Test accuracy:\t0.9276\n", + "\n", + "=== Penultimate features viz ===\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# === Load model ===\n", + "# ResNet pretrained on CIFAR-10\n", + "model_path_resnet_cifar10 = tf.keras.utils.get_file(\n", + " \"cifar10_resnet256.h5\",\n", + " origin=\"https://share.deel.ai/s/kram9kLpx6JwRX4/download/cifar10_resnet256.h5\",\n", + " cache_dir=model_path,\n", + " cache_subdir=\"\",\n", + ")\n", + "model = tf.keras.models.load_model(model_path_resnet_cifar10)\n", + "\n", + "# Evaluate model\n", + "model.compile(metrics=[\"accuracy\"])\n", + "_, accuracy = model.evaluate(ds_in)\n", + "print(f\"Test accuracy:\\t{accuracy:.4f}\")\n", + "\n", + "# penultimate features 2d visualization\n", + "print(\"\\n=== Penultimate features viz ===\")\n", + "plt.figure(figsize=(4.5, 3))\n", + "plot_2D_features(\n", + " model=model,\n", + " in_dataset=ds_in,\n", + " out_dataset=ds_out,\n", + " output_layer_id=-2,\n", + ")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mahalanobis score\n", + "\n", + "We now fit a Mahalanobis OOD detector with CIFAR-10 train dataset, and compare OOD\n", + "scores returned for CIFAR-10 (ID) and SVHN (OOD) test datasets.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Metrics ===\n", + "auroc 0.842031\n", + "fpr95tpr 0.652300\n", + "\n", + "=== Plots ===\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# === RMDS OOD scores ===\n", + "rmds = RMDS(eps=0.002)\n", + "rmds.fit(model, feature_layers_id=[-2], fit_dataset=ds_fit)\n", + "scores_in, _ = rmds.score(ds_in)\n", + "scores_out, _ = rmds.score(ds_out)\n", + "\n", + "# === metrics ===\n", + "# auroc / fpr95\n", + "metrics = bench_metrics(\n", + " (scores_in, scores_out),\n", + " metrics=[\"auroc\", \"fpr95tpr\"],\n", + ")\n", + "print(\"=== Metrics ===\")\n", + "for k, v in metrics.items():\n", + " print(f\"{k:<10} {v:.6f}\")\n", + "\n", + "print(\"\\n=== Plots ===\")\n", + "# hists / roc\n", + "plt.figure(figsize=(9, 3))\n", + "plt.subplot(121)\n", + "plot_ood_scores(scores_in, scores_out, log_scale=False)\n", + "plt.subplot(122)\n", + "plot_roc_curve(scores_in, scores_out)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tfmetal", + "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": "3.10.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "dada21ee7726b34311237058025d0293bf4743ff9612a3722201b24280433f0a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/notebooks/torch/demo_rmds_torch.ipynb b/docs/notebooks/torch/demo_rmds_torch.ipynb new file mode 100644 index 0000000..cce6af4 --- /dev/null +++ b/docs/notebooks/torch/demo_rmds_torch.ipynb @@ -0,0 +1,517 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# RMDS method\n", + "\n", + "This notebook aims at evaluating the **RMDS method**.\n", + "\n", + "Here, we focus on a toy convolutional network trained on MNIST[0-4] and a ResNet20 model trained on CIFAR-10, respectively challenged on MNIST[5-9] and SVHN OOD datasets.\n", + "\n", + "**Reference** \n", + "*A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection* \n", + "REN, Jie, FORT, Stanislav, LIU, Jeremiah, et al.\\\n", + "preprint\\\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('..\\..')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "import os\n", + "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"2\"\n", + "\n", + "from IPython.display import clear_output\n", + "from sklearn.metrics import accuracy_score\n", + "import matplotlib.pyplot as plt\n", + "import torch\n", + "from torchvision import transforms\n", + "\n", + "from oodeel.methods import RMDS\n", + "from oodeel.eval.metrics import bench_metrics\n", + "from oodeel.eval.plots import plot_ood_scores, plot_roc_curve, plot_2D_features\n", + "from oodeel.datasets import OODDataset\n", + "from oodeel.utils.torch_training_tools import train_torch_model\n", + "\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that models are saved at *~/.oodeel/saved_models* and data is supposed to be found\n", + "at *~/.oodeel/datasets* by default. Change the following cell for a custom path." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "model_path = os.path.expanduser(\"~/\") + \".oodeel/saved_models\"\n", + "data_path = os.path.expanduser(\"~/\") + \".oodeel/datasets\"\n", + "os.makedirs(model_path, exist_ok=True)\n", + "os.makedirs(data_path, exist_ok=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## First exp: MNIST[0-4] vs MNIST[5-9]\n", + "\n", + "For this first experiment, we train a toy convolutional network on the MNIST dataset restricted to digits 0 to 4. After fitting the train subset of this dataset to the Mahalanobis method, we will compare the scores returned for MNIST[0-4] (in-distrubtion) and MNIST[5-9] (out-of-distribution) test subsets." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data loading\n", + "\n", + "* In-distribution data: MNIST[0-4]\n", + "* Out-of-distribution data: MNIST[5-9]\n", + "\n", + "> **Note:** We denote In-Distribution (ID) data with `_in` and Out-Of-Distribution (OOD) data\n", + "with `_out` to avoid confusion with OOD detection which is the name of the task, and is\n", + "therefore used to denote core classes such as `OODDataset` and `OODBaseDetector`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# === load ID and OOD data ===\n", + "batch_size = 128\n", + "in_labels = [0, 1, 2, 3, 4]\n", + "\n", + "# 1- load train/test MNIST dataset\n", + "mnist_train = OODDataset(\n", + " dataset_id='MNIST', backend=\"torch\",\n", + " load_kwargs={\"root\": data_path, \"train\": True, \"download\": True}\n", + ")\n", + "mnist_test = OODDataset(\n", + " dataset_id='MNIST', backend=\"torch\",\n", + " load_kwargs={\"root\": data_path, \"train\": False, \"download\": True}\n", + ")\n", + "\n", + "# 2- split ID / OOD data depending on label value:\n", + "# in-distribution: MNIST[0-4] / out-of-distribution: MNIST[5-9]\n", + "oods_fit, _ = mnist_train.split_by_class(in_labels=in_labels)\n", + "oods_in, oods_out = mnist_test.split_by_class(in_labels=in_labels)\n", + "\n", + "# 3- prepare data (preprocess, shuffle, batch) => torch dataloaders\n", + "def preprocess_fn(*inputs):\n", + " \"\"\"Simple preprocessing function to normalize images in [0, 1].\n", + " \"\"\"\n", + " x = inputs[0] / 255.0\n", + " return tuple([x] + list(inputs[1:]))\n", + "\n", + "ds_fit = oods_fit.prepare(batch_size=batch_size, preprocess_fn=preprocess_fn, shuffle=True)\n", + "ds_in = oods_in.prepare(batch_size=batch_size, preprocess_fn=preprocess_fn)\n", + "ds_out = oods_out.prepare(batch_size=batch_size, preprocess_fn=preprocess_fn)\n", + "\n", + "clear_output()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model training\n", + "\n", + "Now let's train a simple model on MNIST[0-4] using `train_torch_model` function." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test accuracy:\t0.996108\n", + "\n", + "=== Penultimate features viz ===\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# === Train / Load model ===\n", + "# model path\n", + "model_path_mnist_04 = os.path.join(model_path, \"mnist_model_0-4\")\n", + "\n", + "try:\n", + " # if the model exists, load it\n", + " model = torch.load(os.path.join(model_path_mnist_04, \"best.pt\")).to(device)\n", + "except OSError:\n", + " # else, train a new model\n", + " train_config = {\n", + " \"model\": \"toy_convnet\",\n", + " \"num_classes\": 10,\n", + " \"epochs\": 5,\n", + " \"save_dir\": model_path_mnist_04,\n", + " \"validation_data\": ds_in\n", + " }\n", + " model = train_torch_model(ds_fit, **train_config).to(device)\n", + " clear_output()\n", + "\n", + "# evaluate model\n", + "model.eval()\n", + "labels, preds = [], []\n", + "for (x, y) in ds_in:\n", + " x = x.to(device)\n", + " preds.append(torch.argmax(model(x), dim=-1).detach().cpu())\n", + " labels.append(y)\n", + "print(f\"Test accuracy:\\t{accuracy_score(torch.cat(labels), torch.cat(preds)):.6f}\")\n", + "\n", + "# penultimate features 2d visualization\n", + "print(\"\\n=== Penultimate features viz ===\")\n", + "plt.figure(figsize=(4.5, 3))\n", + "plot_2D_features(\n", + " model=model,\n", + " in_dataset=ds_in,\n", + " out_dataset=ds_out,\n", + " output_layer_id=-2,\n", + ")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RMDS score\n", + "\n", + "We now fit a RMDS detector with MNIST[0-4] train dataset, and compare OOD scores returned for MNIST[0-4] (ID) and MNIST[5-9] (OOD) test datasets. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Metrics ===\n", + "auroc 0.859574\n", + "fpr95tpr 0.515275\n", + "\n", + "=== Plots ===\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# === RMDS scores ===\n", + "rmds = RMDS(eps=0.002)\n", + "rmds.fit(model, feature_layers_id=[-2], fit_dataset=ds_fit)\n", + "scores_in, _ = rmds.score(ds_in)\n", + "scores_out, _ = rmds.score(ds_out)\n", + "\n", + "# === metrics ===\n", + "# auroc / fpr95\n", + "metrics = bench_metrics(\n", + " (scores_in, scores_out),\n", + " metrics=[\"auroc\", \"fpr95tpr\"],\n", + ")\n", + "print(\"=== Metrics ===\")\n", + "for k, v in metrics.items():\n", + " print(f\"{k:<10} {v:.6f}\")\n", + "\n", + "print(\"\\n=== Plots ===\")\n", + "# hists / roc\n", + "plt.figure(figsize=(9, 3))\n", + "plt.subplot(121)\n", + "plot_ood_scores(scores_in, scores_out, log_scale=False)\n", + "plt.subplot(122)\n", + "plot_roc_curve(scores_in, scores_out)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second exp: CIFAR-10 vs SVHN\n", + "\n", + "For this second experiment, we oppose **CIFAR-10** (in-distribution dataset) to **SVHN** (out-of-distribution dataset).\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data loading\n", + "\n", + "* In-distribution data: CIFAR-10 \n", + "* Out-of-distribution data: SVHN" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# === load ID and OOD data ===\n", + "batch_size = 128\n", + "\n", + "# 1a- load in-distribution dataset: CIFAR-10\n", + "oods_fit = OODDataset(\n", + " dataset_id='CIFAR10', backend=\"torch\",\n", + " load_kwargs={\"root\": data_path, \"train\": True, \"download\": True}\n", + ")\n", + "oods_in = OODDataset(\n", + " dataset_id='CIFAR10', backend=\"torch\",\n", + " load_kwargs={\"root\": data_path, \"train\": False, \"download\": True}\n", + ")\n", + "# 1b- load out-of-distribution dataset: SVHN\n", + "oods_out = OODDataset(\n", + " dataset_id='SVHN', backend=\"torch\",\n", + " load_kwargs={\"root\": data_path, \"split\": \"test\", \"download\": True})\n", + "\n", + "\n", + "# 2- prepare data (preprocess, shuffle, batch) => torch dataloaders\n", + "\n", + "def preprocess_fn(*inputs):\n", + " \"\"\"Preprocessing function from\n", + " https://github.com/chenyaofo/pytorch-cifar-models\n", + " \"\"\"\n", + " x = inputs[0] / 255.0\n", + " x = transforms.Normalize(\n", + " (0.4914, 0.4822, 0.4465),\n", + " (0.2023, 0.1994, 0.2010)\n", + " )(x)\n", + " return tuple([x] + list(inputs[1:]))\n", + "\n", + "ds_fit = oods_fit.prepare(batch_size=batch_size, shuffle=True, preprocess_fn=preprocess_fn)\n", + "ds_in = oods_in.prepare(batch_size=batch_size, preprocess_fn=preprocess_fn)\n", + "ds_out = oods_out.prepare(batch_size=batch_size, preprocess_fn=preprocess_fn)\n", + "\n", + "clear_output()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Model loading\n", + "\n", + "The model is a **ResNet20** pretrained on CIFAR-10 and getting an accuracy score of 92.60%, loaded from [pytorch-cifar-models](https://github.com/chenyaofo/pytorch-cifar-models) repository. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test accuracy:\t0.926000\n", + "\n", + "=== Penultimate features viz ===\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# === load model ===\n", + "# resnet20 pretrained on CIFAR-10\n", + "model = torch.hub.load(\n", + " repo_or_dir=\"chenyaofo/pytorch-cifar-models\", model=\"cifar10_resnet20\",\n", + " pretrained=True, verbose=False).to(device)\n", + "model.eval();\n", + "\n", + "# evaluate model\n", + "labels, preds = [], []\n", + "for (x, y) in ds_in:\n", + " x = x.to(device)\n", + " preds.append(torch.argmax(model(x), dim=-1).detach().cpu())\n", + " labels.append(y)\n", + "print(f\"Test accuracy:\\t{accuracy_score(torch.cat(labels), torch.cat(preds)):.6f}\")\n", + "\n", + "# penultimate features 2d visualization\n", + "print(\"\\n=== Penultimate features viz ===\")\n", + "plt.figure(figsize=(4.5, 3))\n", + "plot_2D_features(\n", + " model=model,\n", + " in_dataset=ds_in,\n", + " out_dataset=ds_out,\n", + " output_layer_id=-2,\n", + ")\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### RMDS score\n", + "\n", + "We now fit a Mahalanobis detector with CIFAR-10 train dataset, and compare OOD scores returned for CIFAR-10 (ID) and SVHN (OOD) test datasets. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Metrics ===\n", + "auroc 0.882040\n", + "fpr95tpr 0.522200\n", + "\n", + "=== Plots ===\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# === mahalanobis scores ===\n", + "rmds = RMDS(eps=0.002)\n", + "rmds.fit(model, feature_layers_id=[-2], fit_dataset=ds_fit)\n", + "scores_in, _ = rmds.score(ds_in)\n", + "scores_out, _ = rmds.score(ds_out)\n", + "\n", + "# === metrics ===\n", + "# auroc / fpr95\n", + "metrics = bench_metrics(\n", + " (scores_in, scores_out),\n", + " metrics=[\"auroc\", \"fpr95tpr\"],\n", + ")\n", + "print(\"=== Metrics ===\")\n", + "for k, v in metrics.items():\n", + " print(f\"{k:<10} {v:.6f}\")\n", + "\n", + "print(\"\\n=== Plots ===\")\n", + "# hists / roc\n", + "plt.figure(figsize=(9, 3))\n", + "plt.subplot(121)\n", + "plot_ood_scores(scores_in, scores_out, log_scale=False)\n", + "plt.subplot(122)\n", + "plot_roc_curve(scores_in, scores_out)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tfmetal", + "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": "3.9.19" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "dada21ee7726b34311237058025d0293bf4743ff9612a3722201b24280433f0a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/mkdocs.yml b/mkdocs.yml index b926e5c..9b3a981 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -17,6 +17,7 @@ nav: - React: notebooks/tensorflow/demo_react_tf.ipynb - Gram: notebooks/tensorflow/demo_gram_tf.ipynb - GEN: notebooks/tensorflow/demo_gen_tf.ipynb + - RMDS: notebooks/tensorflow/demo_rmds_tf.ipynb - OOD Baselines (Torch): - MLS/MSP: notebooks/torch/demo_mls_msp_torch.ipynb - ODIN: notebooks/torch/demo_odin_torch.ipynb @@ -28,6 +29,7 @@ nav: - React: notebooks/torch/demo_react_torch.ipynb - Gram: notebooks/torch/demo_gram_torch.ipynb - GEN: notebooks/torch/demo_gen_torch.ipynb + - RMDS: notebooks/torch/demo_rmds_torch.ipynb - Advanced Topics: - Seamlessly handling torch and tf datasets with DataHandler: pages/datahandler_tuto.md - Seamlessly handling torch and tf Tensors with Operator: pages/operator_tuto.md diff --git a/oodeel/methods/__init__.py b/oodeel/methods/__init__.py index 5c05ac3..a21f523 100644 --- a/oodeel/methods/__init__.py +++ b/oodeel/methods/__init__.py @@ -28,6 +28,7 @@ from .mahalanobis import Mahalanobis from .mls import MLS from .odin import ODIN +from .rmds import RMDS from .vim import VIM __all__ = [ @@ -39,5 +40,6 @@ "Mahalanobis", "MLS", "ODIN", + "RMDS", "VIM", ] diff --git a/oodeel/methods/rmds.py b/oodeel/methods/rmds.py index 682289c..e184daf 100644 --- a/oodeel/methods/rmds.py +++ b/oodeel/methods/rmds.py @@ -22,14 +22,13 @@ # SOFTWARE. import numpy as np -from oodeel.methods.base import OODBaseDetector -from oodeel.methods.mahalanobis import Mahalanobis from ..types import DatasetType from ..types import TensorType from ..types import Tuple +from oodeel.methods.mahalanobis import Mahalanobis -class RMDS(OODBaseDetector): +class RMDS(Mahalanobis): """ "A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection" https://arxiv.org/abs/2106.09022 @@ -39,216 +38,16 @@ class RMDS(OODBaseDetector): Defaults to 0.02. """ - def __init__( - self, - eps: float = 0.002, - ): - super(RMDS, self).__init__() - self.eps = eps + def __init__(self, eps: float = 0.002): + super().__init__(eps=eps) def _fit_to_dataset(self, fit_dataset: DatasetType) -> None: """ - Constructs the mean and covariance matrix from ID data "fit_dataset", whose - pseudo-inverse will be used for mahalanobis distance computation. - - Args: - fit_dataset (Union[TensorType, DatasetType]): input dataset (ID) - """ - # extract features and labels - features, infos = self.feature_extractor.predict(fit_dataset) - labels = infos["labels"] - - # unique sorted classes - self._classes = np.sort(np.unique(self.op.convert_to_numpy(labels))) - - # compute mus and covs - mus = dict() - for cls in self._classes: - indexes = self.op.equal(labels, cls) - _features_cls = self.op.flatten(features[0][indexes]) - mus[cls] = self.op.mean(_features_cls, dim=0) - _zero_f_cls = _features_cls - mus[cls] - cov_cls = ( - self.op.matmul(self.op.t(_zero_f_cls), _zero_f_cls) - / _zero_f_cls.shape[0] - ) - if mean_cov is None: - mean_cov = (len(_features_cls) / len(features)) * cov_cls - else: - mean_cov += (len(_features_cls) / len(features)) * cov_cls - - # comput background mu and cov - _features_bg = self.op.flatten(features[0]) - mu_bg = self.op.mean(_features_bg, dim=0) - _zero_f_bg = _features_bg - mu_bg - cov_bg = (self.op.matmul(self.op.t(_zero_f_bg), _zero_f_bg) / _zero_f_bg.shape[0]) - - # means and pseudo-inverse of the mean covariance matrices - self._mus = mus - self._pinv_cov = self.op.pinv(mean_cov) - self._mu_bg = mu_bg - self._pinv_cov_bg = self.op.pinv(cov_bg) - - def _score_tensor(self, inputs: TensorType) -> Tuple[np.ndarray]: - """ - Computes an OOD score for input samples "inputs" based on the mahalanobis - distance with respect to the closest class-conditional Gaussian distribution. - - Args: - inputs (TensorType): input samples - - Returns: - Tuple[np.ndarray]: scores, logits - """ - # input preprocessing (perturbation) - if self.eps > 0: - inputs_p = self._input_perturbation(inputs) - else: - inputs_p = inputs - - # mahalanobis score on perturbed inputs - features_p, _ = self.feature_extractor.predict_tensor(inputs_p) - features_p = self.op.flatten(features_p[0]) - gaussian_score_p = self._mahalanobis_score(features_p) - - # background score on perturbed inputs - gaussian_score_bg = self._background_score(features_p) - - # take the highest score for each sample - gaussian_score_p = self.op.max(gaussian_score_p - gaussian_score_bg, dim=1) - return -self.op.convert_to_numpy(gaussian_score_p) - - def _input_perturbation(self, inputs: TensorType) -> TensorType: - """ - Apply small perturbation on inputs to make the in- and out- distribution - samples more separable. - See original paper for more information (section 2.2) - https://arxiv.org/abs/1807.03888 - - Args: - inputs (TensorType): input samples - - Returns: - TensorType: Perturbed inputs - """ - - def __loss_fn(inputs: TensorType) -> TensorType: - """ - Loss function for the input perturbation. - - Args: - inputs (TensorType): input samples - - Returns: - TensorType: loss value - """ - # extract features - out_features, _ = self.feature_extractor.predict(inputs, detach=False) - out_features = self.op.flatten(out_features[0]) - # get mahalanobis score for the class maximizing it - gaussian_score = self._mahalanobis_score(out_features) - log_probs_f = self.op.max(gaussian_score, dim=1) - return self.op.mean(-log_probs_f) - - # compute gradient - gradient = self.op.gradient(__loss_fn, inputs) - gradient = self.op.sign(gradient) - - inputs_p = inputs - self.eps * gradient - return inputs_p - - def _mahalanobis_score(self, out_features: TensorType) -> TensorType: - """ - Mahalanobis distance-based confidence score. For each test sample, it computes - the log of the probability densities of some observations (assuming a - normal distribution) using the mahalanobis distance with respect to every - class-conditional distributions. - - Args: - out_features (TensorType): test samples features - - Returns: - TensorType: confidence scores (conditionally to each class) - """ - gaussian_scores = list() - # compute scores conditionally to each class - for cls in self._classes: - # center features wrt class-cond dist. - mu = self._mus[cls] - zero_f = out_features - mu - # gaussian log prob density (mahalanobis) - log_probs_f = -0.5 * self.op.diag( - self.op.matmul( - self.op.matmul(zero_f, self._pinv_cov), self.op.t(zero_f) - ) - ) - gaussian_scores.append(self.op.reshape(log_probs_f, (-1, 1))) - # concatenate scores - gaussian_score = self.op.cat(gaussian_scores, 1) - return gaussian_score - - def _background_score(self, out_features: TensorType) -> TensorType: - """ - Mahalanobis distance-based confidence score. For each test sample, it computes - the log of the probability densities of some observations (assuming a - normal distribution) using the mahalanobis distance with respect to the - background distribution. - - Args: - out_features (TensorType): test samples features - - Returns: - TensorType: confidence scores (with respect to the background distribution) - """ - mu = self._mu_bg - zero_f = out_features - mu - # gaussian log prob density (mahalanobis) - log_probs_f = -0.5 * self.op.diag( - self.op.matmul( - self.op.matmul(zero_f, self._pinv_cov_bg), self.op.t(zero_f) - ) - ) - gaussian_score = self.op.reshape(log_probs_f, (-1, 1)) - return gaussian_score - - @property - def requires_to_fit_dataset(self) -> bool: - """ - Whether an OOD detector needs a `fit_dataset` argument in the fit function. - - Returns: - bool: True if `fit_dataset` is required else False. - """ - return True - - @property - def requires_internal_features(self) -> bool: - """ - Whether an OOD detector acts on internal model features. - - Returns: - bool: True if the detector perform computations on an intermediate layer - else False. - """ - return True - - -class RMDS2(Mahalanobis): - """ - "A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection" - https://arxiv.org/abs/2106.09022 - - Args: - eps (float): magnitude for gradient based input perturbation. - Defaults to 0.02. - """ - def __init__(self): - super().__init__() - - def _fit_to_dataset(self, fit_dataset: DatasetType) -> None: - """ - Constructs the mean and covariance matrix from ID data "fit_dataset", whose - pseudo-inverse will be used for mahalanobis distance computation. + Constructs the pear class means and the covariance matrice, + as well as the background mean and covariance matrice, + from ID data "fit_dataset". + The means and pseudo-inverses of the covariance matrices + will be used for RMDS score computation. Args: fit_dataset (Union[TensorType, DatasetType]): input dataset (ID) @@ -271,8 +70,9 @@ def _fit_to_dataset(self, fit_dataset: DatasetType) -> None: def _score_tensor(self, inputs: TensorType) -> Tuple[np.ndarray]: """ - Computes an OOD score for input samples "inputs" based on the mahalanobis - distance with respect to the closest class-conditional Gaussian distribution. + Computes an OOD score for input samples "inputs" based on the RMDS + distance with respect to the closest class-conditional Gaussian distribution, + and the background distribution. Args: inputs (TensorType): input samples @@ -295,14 +95,16 @@ def _score_tensor(self, inputs: TensorType) -> Tuple[np.ndarray]: gaussian_score_bg = self._background_score(features_p) # take the highest score for each sample - gaussian_score_p = self.op.max(gaussian_score_p - gaussian_score_bg, dim=1) - return -self.op.convert_to_numpy(gaussian_score_p) - + gaussian_score_corrected = self.op.max( + gaussian_score_bg - gaussian_score_p, dim=1 + ) + return -self.op.convert_to_numpy(gaussian_score_corrected) + def _background_score(self, out_features: TensorType) -> TensorType: """ - Mahalanobis distance-based confidence score. For each test sample, it computes + Mahalanobis distance-based background score. For each test sample, it computes the log of the probability densities of some observations (assuming a - normal distribution) using the mahalanobis distance with respect to the + normal distribution) using the mahalanobis distance with respect to the background distribution. Args: @@ -315,9 +117,7 @@ def _background_score(self, out_features: TensorType) -> TensorType: zero_f = out_features - mu # gaussian log prob density (mahalanobis) log_probs_f = -0.5 * self.op.diag( - self.op.matmul( - self.op.matmul(zero_f, self._pinv_cov_bg), self.op.t(zero_f) - ) + self.op.matmul(self.op.matmul(zero_f, self._pinv_cov_bg), self.op.t(zero_f)) ) gaussian_score = self.op.reshape(log_probs_f, (-1, 1)) return gaussian_score diff --git a/tests/tests_tensorflow/methods/test_tf_rmds.py b/tests/tests_tensorflow/methods/test_tf_rmds.py new file mode 100644 index 0000000..44c0daf --- /dev/null +++ b/tests/tests_tensorflow/methods/test_tf_rmds.py @@ -0,0 +1,43 @@ +# -*- coding: utf-8 -*- +# Copyright IRT Antoine de Saint Exupéry et Université Paul Sabatier Toulouse III - All +# rights reserved. DEEL is a research program operated by IVADO, IRT Saint Exupéry, +# CRIAQ and ANITI - https://www.deel.ai/ +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. +import pytest + +from oodeel.methods import RMDS +from tests.tests_tensorflow import eval_detector_on_blobs + + +@pytest.mark.parametrize("auroc_thr,fpr95_thr", [(0.95, 0.05)]) +def test_rmds(auroc_thr, fpr95_thr): + """ + Test RMDS on toy blobs OOD dataset-wise task + + We check that the area under ROC is above a certain threshold, and that the FPR95TPR + is below an other threshold. + """ + rmds = RMDS() + eval_detector_on_blobs( + detector=rmds, + auroc_thr=auroc_thr, + fpr95_thr=fpr95_thr, + batch_size=64, + ) diff --git a/tests/tests_torch/methods/test_torch_rmds.py b/tests/tests_torch/methods/test_torch_rmds.py new file mode 100644 index 0000000..5d01ab0 --- /dev/null +++ b/tests/tests_torch/methods/test_torch_rmds.py @@ -0,0 +1,42 @@ +# -*- coding: utf-8 -*- +# Copyright IRT Antoine de Saint Exupéry et Université Paul Sabatier Toulouse III - All +# rights reserved. DEEL is a research program operated by IVADO, IRT Saint Exupéry, +# CRIAQ and ANITI - https://www.deel.ai/ +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. +import pytest + +from oodeel.methods import RMDS +from tests.tests_torch import eval_detector_on_blobs + + +@pytest.mark.parametrize("auroc_thr,fpr95_thr", [(0.95, 0.05)]) +def test_rmds(auroc_thr, fpr95_thr): + """ + Test RMDS on toy blobs OOD dataset-wise task + + We check that the area under ROC is above a certain threshold, and that the FPR95TPR + is below an other threshold. + """ + rmds = RMDS() + eval_detector_on_blobs( + detector=rmds, + auroc_thr=auroc_thr, + fpr95_thr=fpr95_thr, + )