diff --git a/.gitmodules b/.gitmodules new file mode 100644 index 0000000..86ef331 --- /dev/null +++ b/.gitmodules @@ -0,0 +1,8 @@ +[submodule "external/DomainBed"] + path = external/DomainBed + url = https://github.com/m-Just/DomainBed.git + ignore = dirty +[submodule "external/wilds"] + path = external/wilds + url = https://github.com/p-lambda/wilds.git + ignore = dirty diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..f91153b --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2022 OoD-Bench Team + +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. \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..6785c13 --- /dev/null +++ b/README.md @@ -0,0 +1,117 @@ +# OoD-Bench +**OoD-Bench** is a benchmark for both datasets and algorithms of out-of-distribution generalization. +It positions datasets along two dimensions of distribution shift: *diversity shift* and *correlation shift*, unifying the disjoint threads of research from the perspective of data distribution. +OoD algorithms are then evaluated and compared on two groups of datasets, each dominanted by one kind of the distribution shift. +See [our paper](https://arxiv.org/abs/2106.03721) (to appear in CVPR 2022 for **oral** presentation) for more details. + +This repository contains the code to produce the benchmark, which has two main components: +- a framework for quantifying distribution shift that benchmarks the datasets, and +- a modified version of [DomainBed](https://github.com/facebookresearch/DomainBed) that benchmarks the algorithms. + +## Environment requirements +- Python 3.6 or above +- The packages listed in `requirements.txt`. You can install them via `pip install -r requirements.txt`. Package `torch_scatter` may require a [manual installation](https://github.com/rusty1s/pytorch_scatter#installation) +- Submodules are added to the path: +```bash +export PYTHONPATH="$PYTHONPATH:$(pwd)/external/DomainBed/" +export PYTHONPATH="$PYTHONPATH:$(pwd)/external/wilds/" +``` + +## Data preparation +Please follow [this instruction](data/README.md). + +## Quantifying diversity and correlation shift +The quantification process consists of three main steps: +(1) training an environment classifier, +(2) extracting features from the trained classifier, and +(3) measuring the shifts with the extracted features. +The module `ood_bench.scripts.main` will handle the whole process for you. +For example, to quantify the distribution shift between the training environments (indexed by 0 and 1) and the test environment (indexed by 2) of [Colored MNIST](https://github.com/facebookresearch/InvariantRiskMinimization/blob/fc185d0f828a98f57030ba3647efc7394d1be95a/code/colored_mnist/main.py#L34) with 16 trials, you can simply run: +```bash +python -m ood_bench.scripts.main\ + --n_trials 16\ + --data_dir /path/to/my/data\ + --dataset ColoredMNIST_IRM\ + --envs_p 0 1\ + --envs_q 2\ + --backbone mlp\ + --output_dir /path/to/store/outputs +``` +In other cases where pretrained models are used, `--pretrained_model_path` must be specified. +For models in [torchvision model zoo](https://pytorch.org/vision/stable/models.html), you can pass `auto` to the argument and the pretrained model will be downloaded automatically. + +These two optional arguments are also useful: +- `--parallel`: utilize multiple GPUs to conduct the trials in parallel. The maximum number of parallel trials is the number of visible GPUs which can be controlled by setting `CUDA_VISIBLE_DEVICES`. +- `--calibrate`: calibrate the thresholds `eps_div` and `eps_cor` so that the estimated diversity and correlation shift are ensured to be within a range close to 0 under i.i.d. condition. + +For more quantification examples on other datasets, see [`ood_bench/examples`](ood_bench/examples). +Note that there will be some difference between the results produced by this implementation and those reported in our paper because we reworked the original implementation to ease public use and to improve quantification stability. +One of the main improvements is the use of calibration whereas previously the same thresholds that are empirically sound are used across all the datasets studied in our paper (but this may not hold for other datasets). + +### Extend OoD-Bench + +#### Experiment with other datasets +New datasets must first be added to `external/DomainBed/domainbed/datasets.py` as a subclass of `MultipleDomainDataset`, for example: +```python +class MyDataset(MultipleDomainDataset): + ENVIRONMENTS = ['env0', 'env1'] # at least two environments + def __init__(self, root, test_envs, hparams): + super().__init__() + + # you may change the transformations below + transform = get_transform() + augment_scheme = hparams.get('data_augmentation_scheme', 'default') + augment_transform = get_augment_transform(augment_scheme) + + self.datasets = [] # required + for i, env_name in enumerate(self.ENVIRONMENTS): + if hparams['data_augmentation'] and (i not in test_envs): + env_transform = augment_transform + else: + env_transform = transform + # load the environments, not necessarily as ImageFolders; + # you may write a specialized class to load them; the class + # must possess an attribute named `samples`, a sequence of + # 2-tuples where the second elements are the labels + dataset = ImageFolder(Path(root, env_name), transform=env_transform) + self.datasets.append(dataset) + + self.input_shape = (3, 224, 224,) # required + self.num_classes = 2 # required +``` + +#### Experiment with other backbones +New network backbones must be first added to `ood_bench/networks.py` as a subclass of `Backbone`, for example: +```python +class MyBackbone(Backbone): + def __init__(self, hdim, pretrained_model_path=None): + self._hdim = hdim + super(MyBackbone, self).__init__(pretrained_model_path) + + @property + def hdim(self): + return self._hdim + + def _load_modules(self): + self.modules_ = nn.Sequential( + nn.Linear(3 * 14 * 14, self.hdim), + nn.ReLU(True), + ) + + def forward(self, x): + return self.modules_(x) +``` + +## Benchmarking OoD algorithms +Please refer to [this repository](https://github.com/m-Just/DomainBed?organization=m-Just&organization=m-Just). + +## Citing +If you find the code useful or find our paper relevant to your research, please consider citing: +``` +@inproceedings{ye2022ood, + title={OoD-Bench: Quantifying and Understanding Two Dimensions of Out-of-Distribution Generalization}, + author={Ye, Nanyang and Li, Kaican and Bai, Haoyue and Yu, Runpeng and Hong, Lanqing and Zhou, Fengwei and Li, Zhenguo and Zhu, Jun}, + booktitle={CVPR}, + year={2022} +} +``` diff --git a/data/NICO/mixed_split_corrected/env_test.csv b/data/NICO/mixed_split_corrected/env_test.csv new file mode 100644 index 0000000..5932f4e --- /dev/null +++ b/data/NICO/mixed_split_corrected/env_test.csv @@ -0,0 +1,400 @@ +bear\on_snow\0.jpg,bear,on_snow,animal +bear\on_snow\101.jpg,bear,on_snow,animal +bear\on_snow\111.jpg,bear,on_snow,animal +bear\on_snow\28.jpg,bear,on_snow,animal +bear\on_snow\44.jpg,bear,on_snow,animal +bear\on_snow\57.jpg,bear,on_snow,animal +bear\on_snow\9.jpg,bear,on_snow,animal +cat\on_snow\0.jpg,cat,on_snow,animal +cat\on_snow\109.jpg,cat,on_snow,animal +cat\on_snow\116.jpg,cat,on_snow,animal +cat\on_snow\130.jpg,cat,on_snow,animal +cat\on_snow\133.jpg,cat,on_snow,animal 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+truck\on_grass\60.jpg,truck,on_grass,vehicle +truck\on_grass\66.jpg,truck,on_grass,vehicle +truck\on_grass\69.jpg,truck,on_grass,vehicle diff --git a/data/README.md b/data/README.md new file mode 100644 index 0000000..4868861 --- /dev/null +++ b/data/README.md @@ -0,0 +1,115 @@ +# Instructions for preparing the datasets +## Download +Most of the datasets, including MNIST (the base of ColoredMNIST), PACS, OfficeHome, Terra Incognita, and WILDSCamelyon, can be downloaded with [this script](https://github.com/m-Just/DomainBed/blob/main/domainbed/scripts/download.py). +Other datasets are also publicly available but need to be downloaded manually. + +## Directory structure +Make sure that the directory structure of each dataset is arranged as follows: +#### MNIST +``` +MNIST +└── processed + ├── training.pt + └── test.pt +``` +#### PACS +``` +PACS +├── art_painting +├── cartoon +├── photo +└── sketch +``` +#### OfficeHome +``` +office_home +├── Art +├── Clipart +├── Product +└── Real World +``` +#### Terra Incognita +``` +terra_incognita +├── location_38 +├── location_43 +├── location_46 +└── location_100 +``` +#### Camelyon17-WILDS +``` +camelyon17_v1.0 +├── patches +└── metadata.csv +``` +#### DomainNet +``` +domain_net +├── clipart +├── infograph +├── painting +├── quickdraw +├── real +└── sketch +``` +#### CelebA +``` +celeba +├── img_align_celeba +└── blond_split + ├── tr_env1_df.csv + ├── tr_env2_df.csv + └── te_env_df.csv +``` +#### NICO +``` +NICO +├── animal +├── vehicle +└── mixed_split_corrected + ├── env_train1.csv + ├── env_train2.csv + ├── env_val.csv + └── env_test.csv +``` +#### ImageNet-A +``` +imagenet-a +├── n01498041 +└── ... +``` +#### ImageNet-R +``` +imagenet-r +├── n01443537 +└── ... +``` +#### ImageNet-V2 +``` +imagenetv2-matched-frequency-format-val +├── n01440764 +└── ... +``` + +For the experiments on the ImageNet variants, we will also need the original ImageNet: +``` +ILSVRC +└── Data + └── CLS-LOC + └── train + ├── n01440764 + └── ... +``` +Moreover, since ImageNet-A and ImageNet-R contains only 200 classes of the original ImageNet, we also need separate directories for holding the 200-class subsets of ImageNet (symbolic links should also work). +``` +imagenet-subset-a200 +└── train + ├── n01498041 + └── ... +``` +``` +imagenet-subset-r200 +└── train + ├── n01443537 + └── ... +``` \ No newline at end of file diff --git a/data/celeba/blond_split/te_env.csv b/data/celeba/blond_split/te_env.csv new file mode 100644 index 0000000..f6e1732 --- /dev/null +++ b/data/celeba/blond_split/te_env.csv @@ -0,0 +1,1449 @@ +,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39 +164210.jpg,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,1,0,0,1,0,0,1,0,0,0,1,0,1,1,0,1,0,0,1 +190083.jpg,0,0,1,0,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1,0,1,0,0,0,0,1,1,0,0,0,0,0,0,1 +166443.jpg,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,1,0,0,1,1,0,1,0,0,0,1,0,1,1,0,1,0,0,1 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domainbed.datasets import DATASETS +from ood_bench.networks import BACKBONES + + +DEFAULT_SEED = 0 +DEFAULT_SAMPLE_SIZE = 10000 +ParserOrGroup = Union[argparse.ArgumentParser, argparse._ArgumentGroup] + + +def add_main_arguments(parser: argparse.ArgumentParser) -> None: + parser.add_argument('--seed', type=int, default=DEFAULT_SEED, help='main seed to ' + 'generate trial seeds') + parser.add_argument('--n_trials', type=int, default=10, help='number of trials ' + 'with different random seeds to run') + parser.add_argument('--parallel', action='store_true', help='run trials in ' + 'parallel making use all visible GPUs (one trial per GPU)') + parser.add_argument('--output_dir', type=str, default='outputs/my_trials', + help='root directory to store the outputs of all trials') + parser.add_argument('--calibrate', action='store_true', help='calibrate EPS_DIV ' + 'and EPS_COR to ensure that quantification under iid setting ' + 'yields near-zero result') + parser.add_argument('--skip_quant', action='store_true', help='skip quantification') + + group = parser.add_argument_group('training arguments') + add_training_arguments(group, export=True) + group = parser.add_argument_group('feature extraction arguments') + add_feature_extr_arguments(group, export=True) + group = parser.add_argument_group('shift quantification arguments') + add_quant_arguments(group, export=True) + group = parser.add_argument_group('calibration arguments') + add_calib_arguments(group, export=True) + + +def add_training_arguments(parser: ParserOrGroup, export: bool = False) -> None: + if not export: + parser.add_argument('--seed', type=int, default=DEFAULT_SEED) + parser.add_argument('--model_dir', type=str, required=True, help='directory ' + 'to store training outputs') + + parser.add_argument('--data_dir', type=str, required=True, help='root directory ' + 'storing all datasets') + parser.add_argument('--dataset', type=str, required=True, choices=DATASETS) + parser.add_argument('--envs_p', type=int, nargs='+', required=True, + help='indices of a set of environments') + parser.add_argument('--envs_q', type=int, nargs='+', required=True, + help='indices of another set of environments') + parser.add_argument('--holdout_fraction', type=float, default=0.2, help='fraction ' + 'of data used for validation') + parser.add_argument('--dataset_settings', type=str, help='JSON-serialized dict') + parser.add_argument('--n_workers', type=int, default=4) + parser.add_argument('--force_iid', action='store_true', help='merge environments p ' + 'and q; then randomly split the merged dataset') + + parser.add_argument('--backbone', type=str, required=True, choices=BACKBONES) + parser.add_argument('--pretrained_model_path', type=str, + help='load the pretrained model at the given path; or ' + 'load the pretrained model from torchvision model ' + 'zoo (if available) by passing "auto"') + parser.add_argument('--dim_z', type=int, default=8, help='dimension of the feature ' + 'space in which feature densities are estimated') + + # Optimization hyperparameters + # Environment classifiers are trained with SGD and Stochastic Weight Averaging (SWA) + # which prevents the classifiers from ending up at bad local minima, especially + # when the environments are i.i.d. + parser.add_argument('--init_lr', type=float, default=0.05, help='initial SGD ' + 'learning rate before SWA starts') + parser.add_argument('--swa_lr', type=float, default=0.025, help='SWA learning rate') + parser.add_argument('--momentum', type=float, default=0.9, help='SGD momentum') + parser.add_argument('--weight_decay', type=float, default=1e-4, help='ratio of ' + 'weight decay') + parser.add_argument('--batch_size', type=int, default=32, help='size of minibatch ' + 'from either set of environments') + + parser.add_argument('--swa_start', type=int, default=5, help='first epoch of SWA') + parser.add_argument('--n_epochs', type=int, default=10, help='total # of epochs') + parser.add_argument('--n_epochs_per_ckpt', type=int, default=1, help='# of epochs ' + 'between evaluations') + + +def add_feature_extr_arguments(parser: ParserOrGroup, export: bool = False) -> None: + if not export: + # specify `model_dir` to restore the arguments used earlier during training + # if you want to use models trained elsewhere, omit this argument + parser.add_argument('--model_dir', type=str, + help='reuse the training arguments stored under the ' + 'given directory as the default arguments') + + # if `model_dir` is omitted, you must specify the following arguments; + # if `model_dir` is given, you can optionally provide them to selectively + # override the training arguments + parser.add_argument('--seed', type=int) + + parser.add_argument('--data_dir', type=str) + parser.add_argument('--dataset', type=str, choices=DATASETS) + parser.add_argument('--envs_p', type=int, nargs='+') + parser.add_argument('--envs_q', type=int, nargs='+') + parser.add_argument('--holdout_fraction', type=float) + parser.add_argument('--dataset_settings', type=str) + parser.add_argument('--n_workers', type=int) + parser.add_argument('--force_iid', action='store_true') + + parser.add_argument('--backbone', type=str, choices=BACKBONES) + parser.add_argument('--pretrained_model_path', type=str) + parser.add_argument('--dim_z', type=int) + + parser.add_argument('--batch_size', type=int) + parser.add_argument('--output_dir', type=str, help='redirect the output to the ' + 'specified directory from MODEL_DIR') + + +def add_quant_arguments(parser: ParserOrGroup, export: bool = False) -> None: + if not export: + parser.add_argument('--seed', type=int, default=DEFAULT_SEED) + parser.add_argument('--feature_dir', type=str, help='path to the directory ' + 'storing the extracted features and corresponding labels') + parser.add_argument('--output_dir', type=str, help='redirect the output to the ' + 'specified directory from FEATURE_DIR') + + parser.add_argument('--mode', type=str, choices=['both', 'div', 'cor'], + default='both', help='quantify both kinds of shift or either ' + 'one of them') + parser.add_argument('--eps_div', type=float, default=1e-12, + help='epsilon threshold for estimating diversity shift') + parser.add_argument('--eps_cor', type=float, default=5e-4, + help='epsilon threshold for estimating correlation shift') + parser.add_argument('--sample_size', type=int, default=DEFAULT_SAMPLE_SIZE, + help='sample size of importance sampling') + parser.add_argument('--strict', action='store_true', help='raise error when KDE ' + 'fails for insufficient sample') + + +def add_calib_arguments(parser: ParserOrGroup, export: bool = False) -> None: + if not export: + parser.add_argument('--root_dir', type=str, required=True) + parser.add_argument('--parallel', action='store_true') + parser.add_argument('--n_workers', type=int) + parser.add_argument('--seed', type=int, default=DEFAULT_SEED) + parser.add_argument('--sample_size', type=int, default=DEFAULT_SAMPLE_SIZE, + help='sample size of importance sampling') + + parser.add_argument('--max_iters', type=int, default=20) + parser.add_argument('--upper_bound', type=float, default=1e-2) + parser.add_argument('--lower_bound', type=float, default=5e-3) + parser.add_argument('--min_eps_div', type=float, default=0) + parser.add_argument('--max_eps_div', type=float, default=1e-6) + parser.add_argument('--min_eps_cor', type=float, default=0) + parser.add_argument('--max_eps_cor', type=float, default=1) + + +def add_arguments(parser: argparse.ArgumentParser, script_name: str) -> None: + if script_name == 'main.py': + add_main_arguments(parser) + elif script_name == 'train.py': + add_training_arguments(parser) + elif script_name == 'extract.py': + add_feature_extr_arguments(parser) + elif script_name == 'quantify.py': + add_quant_arguments(parser) + elif script_name == 'calibrate.py': + add_calib_arguments(parser) + else: + raise ValueError + + +def parse_argument(script_name: str) -> argparse.Namespace: + parser = argparse.ArgumentParser() + add_arguments(parser, script_name) + args = parser.parse_args() + return args, parser \ No newline at end of file diff --git a/ood_bench/examples/CelebA_Blond/run.sh b/ood_bench/examples/CelebA_Blond/run.sh new file mode 100644 index 0000000..89daefc --- /dev/null +++ b/ood_bench/examples/CelebA_Blond/run.sh @@ -0,0 +1,3 @@ +data_dir=$1 +dataset="CelebA_Blond" +python -m ood_bench.scripts.main --n_trials 8 --parallel --data_dir $data_dir --dataset $dataset --envs_p 0 1 --envs_q 2 --backbone resnet-18 --pretrained_model_path auto --output_dir ood_bench/examples/$dataset/outputs --calibrate \ No newline at end of file diff --git a/ood_bench/examples/ColoredMNIST_IRM/run.sh b/ood_bench/examples/ColoredMNIST_IRM/run.sh new file mode 100644 index 0000000..7d1c792 --- /dev/null +++ b/ood_bench/examples/ColoredMNIST_IRM/run.sh @@ -0,0 +1,3 @@ +data_dir=$1 +dataset="ColoredMNIST_IRM" +python -m ood_bench.scripts.main --n_trials 8 --parallel --data_dir $data_dir --dataset $dataset --envs_p 0 1 --envs_q 2 --backbone mlp --output_dir ood_bench/examples/$dataset/outputs --calibrate \ No newline at end of file diff --git a/ood_bench/examples/DomainNet/run.sh b/ood_bench/examples/DomainNet/run.sh new file mode 100644 index 0000000..197b2aa --- /dev/null +++ b/ood_bench/examples/DomainNet/run.sh @@ -0,0 +1,10 @@ +data_dir=$1 +dataset="DomainNet" +shared_args="--n_trials 4 --parallel --data_dir $data_dir --dataset $dataset --backbone resnet-18 --pretrained_model_path auto --calibrate" + +python -m ood_bench.scripts.main $shared_args --envs_p 1 2 3 4 5 --envs_q 0 --output_dir ood_bench/examples/$dataset/outputs/clip +python -m ood_bench.scripts.main $shared_args --envs_p 0 2 3 4 5 --envs_q 1 --output_dir ood_bench/examples/$dataset/outputs/info +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 3 4 5 --envs_q 2 --output_dir ood_bench/examples/$dataset/outputs/paint +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 2 4 5 --envs_q 3 --output_dir ood_bench/examples/$dataset/outputs/quick +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 2 3 5 --envs_q 4 --output_dir ood_bench/examples/$dataset/outputs/real +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 2 3 4 --envs_q 5 --output_dir ood_bench/examples/$dataset/outputs/sketch \ No newline at end of file diff --git a/ood_bench/examples/ImageNet_A/run.sh b/ood_bench/examples/ImageNet_A/run.sh new file mode 100644 index 0000000..c3f4214 --- /dev/null +++ b/ood_bench/examples/ImageNet_A/run.sh @@ -0,0 +1,3 @@ +data_dir=$1 +dataset="ImageNet_A" +python -m ood_bench.scripts.main --n_trials 8 --parallel --data_dir $data_dir --dataset $dataset --envs_p 0 --envs_q 1 --backbone resnet-18 --pretrained_model_path auto --output_dir ood_bench/examples/$dataset/outputs --calibrate \ No newline at end of file diff --git a/ood_bench/examples/ImageNet_R/run.sh b/ood_bench/examples/ImageNet_R/run.sh new file mode 100644 index 0000000..fa89764 --- /dev/null +++ b/ood_bench/examples/ImageNet_R/run.sh @@ -0,0 +1,3 @@ +data_dir=$1 +dataset="ImageNet_R" +python -m ood_bench.scripts.main --n_trials 8 --parallel --data_dir $data_dir --dataset $dataset --envs_p 0 --envs_q 1 --backbone resnet-18 --pretrained_model_path auto --output_dir ood_bench/examples/$dataset/outputs --calibrate \ No newline at end of file diff --git a/ood_bench/examples/ImageNet_V2/run.sh b/ood_bench/examples/ImageNet_V2/run.sh new file mode 100644 index 0000000..a450315 --- /dev/null +++ b/ood_bench/examples/ImageNet_V2/run.sh @@ -0,0 +1,3 @@ +data_dir=$1 +dataset="ImageNet_V2" +python -m ood_bench.scripts.main --n_trials 8 --parallel --data_dir $data_dir --dataset $dataset --envs_p 0 --envs_q 1 --backbone resnet-18 --pretrained_model_path auto --output_dir ood_bench/examples/$dataset/outputs --calibrate \ No newline at end of file diff --git a/ood_bench/examples/NICO_Mixed/run.sh b/ood_bench/examples/NICO_Mixed/run.sh new file mode 100644 index 0000000..ff10806 --- /dev/null +++ b/ood_bench/examples/NICO_Mixed/run.sh @@ -0,0 +1,3 @@ +data_dir=$1 +dataset="NICO_Mixed" +python -m ood_bench.scripts.main --n_trials 8 --parallel --data_dir $data_dir --dataset $dataset --envs_p 0 1 --envs_q 3 --backbone resnet-18 --pretrained_model_path auto --output_dir ood_bench/examples/$dataset/outputs --calibrate \ No newline at end of file diff --git a/ood_bench/examples/OfficeHome/run.sh b/ood_bench/examples/OfficeHome/run.sh new file mode 100644 index 0000000..e574022 --- /dev/null +++ b/ood_bench/examples/OfficeHome/run.sh @@ -0,0 +1,8 @@ +data_dir=$1 +dataset="OfficeHome" +shared_args="--n_trials 4 --parallel --data_dir $data_dir --dataset $dataset --backbone resnet-18 --pretrained_model_path auto --calibrate" + +python -m ood_bench.scripts.main $shared_args --envs_p 1 2 3 --envs_q 0 --output_dir ood_bench/examples/$dataset/outputs/A +python -m ood_bench.scripts.main $shared_args --envs_p 0 2 3 --envs_q 1 --output_dir ood_bench/examples/$dataset/outputs/C +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 3 --envs_q 2 --output_dir ood_bench/examples/$dataset/outputs/P +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 2 --envs_q 3 --output_dir ood_bench/examples/$dataset/outputs/R \ No newline at end of file diff --git a/ood_bench/examples/PACS/run.sh b/ood_bench/examples/PACS/run.sh new file mode 100644 index 0000000..8c28e02 --- /dev/null +++ b/ood_bench/examples/PACS/run.sh @@ -0,0 +1,8 @@ +data_dir=$1 +dataset="PACS" +shared_args="--n_trials 4 --parallel --data_dir $data_dir --dataset $dataset --backbone resnet-18 --pretrained_model_path auto --calibrate" + +python -m ood_bench.scripts.main $shared_args --envs_p 1 2 3 --envs_q 0 --output_dir ood_bench/examples/$dataset/outputs/A +python -m ood_bench.scripts.main $shared_args --envs_p 0 2 3 --envs_q 1 --output_dir ood_bench/examples/$dataset/outputs/C +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 3 --envs_q 2 --output_dir ood_bench/examples/$dataset/outputs/P +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 2 --envs_q 3 --output_dir ood_bench/examples/$dataset/outputs/S \ No newline at end of file diff --git a/ood_bench/examples/TerraIncognita/run.sh b/ood_bench/examples/TerraIncognita/run.sh new file mode 100644 index 0000000..4fbb675 --- /dev/null +++ b/ood_bench/examples/TerraIncognita/run.sh @@ -0,0 +1,8 @@ +data_dir=$1 +dataset="TerraIncognita" +shared_args="--n_trials 4 --parallel --data_dir $data_dir --dataset $dataset --backbone resnet-18 --pretrained_model_path auto --calibrate" + +python -m ood_bench.scripts.main $shared_args --envs_p 1 2 3 --envs_q 0 --output_dir ood_bench/examples/$dataset/outputs/L100 +python -m ood_bench.scripts.main $shared_args --envs_p 0 2 3 --envs_q 1 --output_dir ood_bench/examples/$dataset/outputs/L38 +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 3 --envs_q 2 --output_dir ood_bench/examples/$dataset/outputs/L43 +python -m ood_bench.scripts.main $shared_args --envs_p 0 1 2 --envs_q 3 --output_dir ood_bench/examples/$dataset/outputs/L46 \ No newline at end of file diff --git a/ood_bench/examples/WILDSCamelyon/run.sh b/ood_bench/examples/WILDSCamelyon/run.sh new file mode 100644 index 0000000..b3482ed --- /dev/null +++ b/ood_bench/examples/WILDSCamelyon/run.sh @@ -0,0 +1,3 @@ +data_dir=$1 +dataset="WILDSCamelyon" +python -m ood_bench.scripts.main --n_trials 8 --parallel --data_dir $data_dir --dataset $dataset --envs_p 0 3 4 --envs_q 2 --backbone resnet-18 --pretrained_model_path auto --output_dir ood_bench/examples/$dataset/outputs --calibrate \ No newline at end of file diff --git a/ood_bench/networks.py b/ood_bench/networks.py new file mode 100644 index 0000000..847fc15 --- /dev/null +++ b/ood_bench/networks.py @@ -0,0 +1,130 @@ +from typing import Tuple + +import torch +import torch.nn as nn +import torchvision.models as models +from torchvision.models.feature_extraction import create_feature_extractor +from torch import Tensor + + +BACKBONES = [ + 'mlp', + 'resnet-18', + 'resnet-34', + 'resnet-50', + 'resnet-101', + 'resnet-152', +] + + +def get_backbone(name: str, input_shape: Tuple[int, int, int], + pretrained_model_path: str) -> nn.Module: + if name == 'mlp': + backbone = MNIST_MLP(input_shape, pretrained_model_path=pretrained_model_path) + elif name.startswith('resnet'): + _, depth = name.split('-') + backbone = ResNet(depth, pretrained_model_path=pretrained_model_path) + else: + raise NotImplementedError + return backbone + + +class Backbone(nn.Module): + def __init__(self, pretrained_model_path: str = None) -> None: + super(Backbone, self).__init__() + self.pretrained_model_path = pretrained_model_path + + self._load_modules() + if pretrained_model_path and pretrained_model_path != 'auto': + state_dict = torch.load(pretrained_model_path) + self.modules_.load_state_dict(state_dict, strict=False) + + @property + def hdim(self) -> int: + raise NotImplementedError + + def _load_modules(self) -> nn.Module: + raise NotImplementedError + + def forward(self, x: torch.Tensor) -> torch.Tensor: + raise NotImplementedError + + +class MNIST_MLP(Backbone): + def __init__(self, input_shape: Tuple[int, int, int], hdim: int = 390, + pretrained_model_path: str = None) -> None: + self.input_shape = input_shape + self._hdim = hdim + super(MNIST_MLP, self).__init__(pretrained_model_path) + + @property + def hdim(self) -> int: + return self._hdim + + def _load_modules(self) -> None: + if self.pretrained_model_path == 'auto': + raise ValueError('no available pretrained models of MNIST_MLP') + input_dim = self.input_shape[0] * self.input_shape[1] * self.input_shape[2] + self.modules_ = nn.Sequential( + nn.Linear(input_dim, self.hdim), + nn.ReLU(True), + nn.Linear(self.hdim, self.hdim), + nn.ReLU(True) + ) + for m in self.modules_: + if isinstance(m, nn.Linear): + gain = nn.init.calculate_gain('relu') + nn.init.xavier_uniform_(m.weight, gain=gain) + nn.init.zeros_(m.bias) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + x = x.view(x.size(0), -1) + return self.modules_(x) + + +class ResNet(Backbone): + def __init__(self, depth: int, pretrained_model_path: str = None) -> None: + self.depth = depth + super(ResNet, self).__init__(pretrained_model_path) + + @property + def hdim(self) -> int: + return self._hdim + + def _load_modules(self) -> None: + if self.pretrained_model_path == 'auto': + network = getattr(models, f'resnet{self.depth}')(pretrained=True) + else: + network = getattr(models, f'resnet{self.depth}')(pretrained=False) + self._hdim = network.fc.in_features + return_nodes = {'avgpool': 'avgpool'} + self.modules_ = create_feature_extractor(network, return_nodes=return_nodes) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.modules_(x)['avgpool'].flatten(1) + + +class EnvClassifier(nn.Module): + def __init__(self, backbone: nn.Module, class_dim: int, logits_dim: int, + output_dim: int) -> None: + super(EnvClassifier, self).__init__() + self.class_dim = class_dim + self.logits_dim = logits_dim + self.output_dim = output_dim + self.backbone = backbone + + self.fc = nn.Linear(backbone.hdim, logits_dim) + self.g = nn.Sequential(self.backbone, self.fc) + + y_lin = nn.Linear(class_dim, logits_dim) + self.y_map = nn.Sequential(y_lin) + self.h = nn.Linear(logits_dim, output_dim) + + for m in (self.fc, y_lin, self.h): + nn.init.xavier_uniform_(m.weight) + nn.init.zeros_(m.bias) + + def forward(self, x: Tensor, y: Tensor) -> Tuple[Tensor, Tensor]: + z = self.g(x) + w = self.y_map(y) + return z, self.h(z * w) \ No newline at end of file diff --git a/ood_bench/scripts/__init__.py b/ood_bench/scripts/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/ood_bench/scripts/calibrate.py b/ood_bench/scripts/calibrate.py new file mode 100644 index 0000000..29ee631 --- /dev/null +++ b/ood_bench/scripts/calibrate.py @@ -0,0 +1,140 @@ +import json +import subprocess +import sys +import time +from datetime import timedelta +from pathlib import Path +from typing import Optional, Tuple + +import numpy as np + +from ood_bench import config, utils + + +class Quantification(utils.Task): + def __init__(self, args_dict: dict, task_index: int, iteration: int, + redirect_stdout_and_stderr: bool) -> None: + self.args_dict = args_dict + self.task_index = task_index + self.iteration = iteration + self.redirect_stdout_and_stderr = redirect_stdout_and_stderr + + def start(self, worker_index: int) -> Tuple[Optional[float], Optional[float]]: + start_time = time.time() + output_dir = self.args_dict['feature_dir'] + if self.redirect_stdout_and_stderr: + logs_dir = Path(output_dir, 'logs_quant') + logs_dir.mkdir(exist_ok=True) + log_path = logs_dir.joinpath(f'iteration{self.iteration}.txt') + stdout = stderr = log_path.open('w') + else: + stdout, stderr = sys.stdout, sys.stderr + subprocess_kwargs = { + 'shell': True, 'check': True, 'stdout': stdout, 'stderr': stderr} + + cmd = utils.compose_command('ood_bench.scripts.quantify', self.args_dict, None) + print('executing command:', cmd, file=stdout, flush=True) + subprocess.run(cmd, **subprocess_kwargs) + + with Path(output_dir, 'result.json').open('r') as f: + result = json.load(f) + div, cor = result['div'], result['cor'] + + time_spent = int(time.time() - start_time) + time_spent = timedelta(seconds=time_spent) + print(f'quantification completed in {time_spent}', file=stdout, flush=True) + return div, cor, self.task_index + + def on_start(self): + print(f'quantification for {self.args_dict["feature_dir"]} started') + + def on_completion(self): + print(f'quantification for {self.args_dict["feature_dir"]} completed') + + def on_failure(self): + print(f'quantification for {self.args_dict["feature_dir"]} failed') + + +if __name__ == '__main__': + args, _ = config.parse_argument(Path(__file__).name) + utils.pprint_dict('Args', vars(args)) + + data_paths = sorted(Path(args.root_dir).glob('**/data.npz')) + if data_paths: + print(f'extracted features found under ({len(data_paths)} trials in total):') + for path in data_paths: + print(str(path.parent)) + else: + print(f'no data found under {args.root_dir}') + exit(1) + divs = np.zeros(len(data_paths), dtype=float) + cors = np.zeros(len(data_paths), dtype=float) + min_eps_div = args.min_eps_div + max_eps_div = args.max_eps_div + min_eps_cor = args.min_eps_cor + max_eps_cor = args.max_eps_cor + mode = 'both' + + for i in range(args.max_iters): + eps_div = (min_eps_div + max_eps_div) / 2 + eps_cor = (min_eps_cor + max_eps_cor) / 2 + print(f'iteration #{i+1}: eps_div={eps_div}, eps_cor={eps_cor}') + + tasks = [] + for j, path in enumerate(data_paths): + quant_args = { + 'feature_dir': str(path.parent), + 'eps_div': eps_div, + 'eps_cor': eps_cor, + 'sample_size': args.sample_size, + 'seed': args.seed, + 'mode': mode, + } + task = Quantification(quant_args, j, i+1, args.parallel) + tasks.append(task) + + if args.parallel: + runner = utils.ParallelRunner(args.n_workers, 'thread') + runner.launch(tasks) + for completed_future in runner.completed: + div, cor, j = completed_future.result() + if mode in ('both', 'div'): + divs[j] = div + if mode in ('both', 'cor'): + cors[j] = cor + else: + for j, task in enumerate(tasks): + div, cor, _ = task.start(0) + if mode in ('both', 'div'): + divs[j] = div + if mode in ('both', 'cor'): + cors[j] = cor + + avg_div, avg_cor = divs.mean(), cors.mean() + print(f'iteration #{i+1} result:') + print(f'eps_div: {eps_div:.4e}, eps_cor: {eps_cor:.4e}') + print(f'avg_div: {avg_div:.4e}, avg_cor: {avg_cor:.4e}') + + lb, ub = args.lower_bound, args.upper_bound + if min(avg_div, avg_cor) >= lb and max(avg_div, avg_cor) <= ub: + break + if avg_div < lb: + min_eps_div = eps_div + elif avg_div > ub: + max_eps_div = eps_div + else: + mode = 'cor' + if avg_cor < lb: + max_eps_cor = eps_cor + elif avg_cor > ub: + min_eps_cor = eps_cor + else: + mode = 'div' + else: + print('WARNING: maximum number of iterations reached') + print(f'search ended at iteration {i+1}') + + with Path(args.root_dir, 'calibration.json').open('w') as f: + json.dump({'args': vars(args), + 'result': {'eps_div': eps_div, 'eps_cor': eps_cor, + 'avg_div': avg_div, 'avg_cor': avg_cor}}, f) \ No newline at end of file diff --git a/ood_bench/scripts/extract.py b/ood_bench/scripts/extract.py new file mode 100644 index 0000000..725389e --- /dev/null +++ b/ood_bench/scripts/extract.py @@ -0,0 +1,101 @@ +import argparse +import json +import sys +from pathlib import Path + +import numpy as np +import torch +import torch.utils.data as data +import torchvision +import PIL + +from domainbed.datasets import get_dataset_class + +from ood_bench import config, utils +from ood_bench.networks import get_backbone, EnvClassifier + + +class Namespace_(argparse.Namespace): + def __init__(self, d: dict) -> None: + self.__dict__.update(d) + + +if __name__ == '__main__': + args, _ = config.parse_argument(Path(__file__).name) + + if args.model_dir: + path = Path(args.model_dir, 'args', 'train.json') + if path.exists(): + with path.open('r') as f: + args_train = json.load(f) + args_train = {k: args_train.get(k, None) for k in vars(args)} + args_train.update({k: v for k, v in vars(args).items() if v is not None + and v is not False}) + args = Namespace_(args_train) + else: + raise FileNotFoundError + + save_dir = Path(args.output_dir or args.model_dir) + save_dir.mkdir(parents=True, exist_ok=True) + args_dir = save_dir.joinpath('args') + args_dir.mkdir(exist_ok=True) + with args_dir.joinpath('extract.json').open('w') as f: + json.dump(vars(args), f) + + utils.pprint_dict('Environment', { + 'Python': sys.version.split(' ')[0], + 'PyTorch': torch.__version__, + 'Torchvision': torchvision.__version__, + 'CUDA': torch.version.cuda, + 'CUDNN': torch.backends.cudnn.version(), + 'NumPy': np.__version__, + 'PIL': PIL.__version__, + }) + utils.pprint_dict('Args in effect', vars(args)) + + if torch.cuda.is_available(): + device = 'cuda' + else: + device = 'cpu' + utils.pprint_device(device) + utils.set_deterministic(seed=args.seed) + + if args.dataset_settings: + dataset_settings = json.loads(args.dataset_settings) + else: + dataset_settings = {} + dataset_settings['data_augmentation'] = False + utils.pprint_dict('Dataset settings in effect', dataset_settings) + + dataset_class = get_dataset_class(args.dataset) + dataset = dataset_class(args.data_dir, [], dataset_settings) + dataloaders = utils.get_dataloaders( + dataset, args.envs_p, args.envs_q, args.holdout_fraction, args.batch_size, + args.n_workers, args.force_iid, args.seed) + in_dataloader_p, out_dataloader_p, in_dataloader_q, out_dataloader_q = dataloaders + + model = get_backbone(args.backbone, dataset.input_shape, args.pretrained_model_path) + if args.model_dir is not None: + model = EnvClassifier(model, dataset.num_classes, args.dim_z, 2) + model.load_state_dict(torch.load(Path(args.model_dir, 'model.pth'))) + model = model.g + model = model.to(device) + model.eval() + + save_dict = {} + for k, dataloader in enumerate([out_dataloader_p, out_dataloader_q]): + envs_code = ('p', 'q')[k] + print(f'extracting features from envs {envs_code}') + y_minibatches = [] + z_minibatches = [] + for i, (x, y) in enumerate(dataloader): + x = x.to(device) + with torch.no_grad(): + z = model(x) + y_minibatches.append(y) + z_minibatches.append(z.cpu()) + y_cat = torch.cat(y_minibatches) + z_cat = torch.cat(z_minibatches) + save_dict[f'y_{envs_code}'] = y_cat.numpy() + save_dict[f'z_{envs_code}'] = z_cat.numpy() + np.savez(save_dir.joinpath(f'data.npz'), **save_dict) \ No newline at end of file diff --git a/ood_bench/scripts/main.py b/ood_bench/scripts/main.py new file mode 100644 index 0000000..ab50c4e --- /dev/null +++ b/ood_bench/scripts/main.py @@ -0,0 +1,153 @@ +import argparse +import copy +import hashlib +import json +import os +import subprocess +import sys +import time +from datetime import timedelta +from pathlib import Path +from typing import Iterable, Sequence, Tuple + +import numpy as np + +from ood_bench import config, utils + + +class Trial(utils.Task): + def __init__(self, subprocess_args: Tuple[dict, dict, dict], output_root: str, + visible_devices: Sequence[str], skip_quant: bool = False, + redirect_stdout_and_stderr: bool = False) -> None: + self.args_train, self.args_extract, self.args_quantify = subprocess_args + s = ''.join([str(sorted(d.items())) for d in subprocess_args]) + self.id = hashlib.md5(s.encode('utf-8')).hexdigest() + self.output_dir = Path(output_root, self.id) + self.visible_devices = visible_devices + self.skip_quant = skip_quant + self.redirect_stdout_and_stderr = redirect_stdout_and_stderr + + def start(self, worker_index: int) -> None: + start_time = time.time() + devices = self.visible_devices[worker_index] + self.output_dir.mkdir(parents=True, exist_ok=True) + if self.redirect_stdout_and_stderr: + stdout = stderr = self.output_dir.joinpath('log.txt').open('w') + else: + stdout, stderr = sys.stdout, sys.stderr + subprocess_kwargs = { + 'shell': True, 'check': True, 'stdout': stdout, 'stderr': stderr} + + # train the environment classifier + args_dict = {'model_dir': self.output_dir, **self.args_train} + cmd = utils.compose_command('ood_bench.scripts.train', args_dict, devices) + print('executing command:', cmd, file=stdout, flush=True) + subprocess.run(cmd, **subprocess_kwargs) + + # extract the features from the trained classifier + args_dict = {'model_dir': self.output_dir, **self.args_extract} + cmd = utils.compose_command('ood_bench.scripts.extract', args_dict, devices) + print('executing command:', cmd, file=stdout, flush=True) + subprocess.run(cmd, **subprocess_kwargs) + + # quantify the shifts with the extracted features + if self.skip_quant: + print('skipping quantification', file=stdout, flush=True) + else: + args_dict = {'feature_dir': self.output_dir, **self.args_quantify} + cmd = utils.compose_command('ood_bench.scripts.quantify', args_dict, + devices) + print('executing command:', cmd, file=stdout, flush=True) + subprocess.run(cmd, **subprocess_kwargs) + + time_spent = int(time.time() - start_time) + time_spent = timedelta(seconds=time_spent) + print(f'Trial completed in {time_spent}', file=stdout, flush=True) + + def on_start(self): + print(f'trial {self.id} started') + + def on_completion(self): + print(f'trial {self.id} completed') + + def on_failure(self): + print(f'trial {self.id} failed') + + +def calibrate(args: argparse.Namespace, calib_subarg_names: Iterable[str]) -> None: + devices = os.environ.get('CUDA_VISIBLE_DEVICES', None) + args_dict = copy.deepcopy(vars(args)) + p = Path(args_dict['output_dir']) + p = Path(p.parent, f'{p.name}_iid') + args_dict.update({ + 'output_dir': p, + 'calibrate': False, + 'skip_quant': True, + 'force_iid': True, + }) + cmd = utils.compose_command('ood_bench.scripts.main', args_dict, devices) + print('calibration starts') + print('executing command:', cmd) + subprocess.run(cmd, shell=True, check=True) + + calib_args = {n: getattr(args, n) for n in calib_subarg_names} + args_dict = { + 'root_dir': p, + 'parallel': args.parallel, + 'n_workers': args.n_workers, + **calib_args + } + cmd = utils.compose_command('ood_bench.scripts.calibrate', args_dict, None) + print('executing command:', cmd) + subprocess.run(cmd, shell=True, check=True) + with p.joinpath('calibration.json').open('r') as f: + result = json.load(f)['result'] + eps_div, eps_cor = result['eps_div'], result['eps_cor'] + print('calibration completed') + return eps_div, eps_cor + + +if __name__ == '__main__': + args, parser = config.parse_argument(Path(__file__).name) + subarg_name_groups = [] + for group in parser._action_groups: + if group.title not in ('positional arguments', 'optional arguments'): + subarg_name_groups.append([action.dest for action in group._group_actions]) + calib_subarg_names = subarg_name_groups[-1] + subarg_name_groups = subarg_name_groups[:-1] + + if args.calibrate: + args.eps_div, args.eps_cor = calibrate(args, calib_subarg_names) + + def compose_subargs(names, seed): + subargs = {n: getattr(args, n) for n in names} + subargs['seed'] = seed + return subargs + + random_state = np.random.RandomState(args.seed) + trials, trial_seeds = [], set() + while len(trial_seeds) < args.n_trials: + trial_seed = int(random_state.randint(2**31)) + if trial_seed in trial_seeds: + continue + trial_seeds.add(trial_seed) + subargs = [compose_subargs(names, trial_seed) for names in subarg_name_groups] + trial = Trial(subargs, args.output_dir, utils.get_visible_cuda_devices(), + skip_quant=args.skip_quant, + redirect_stdout_and_stderr=args.parallel) + trials.append(trial) + + visible_devices = utils.get_visible_cuda_devices() + if args.parallel: + print(f'experiment root directory: {args.output_dir}') + print(f'#trials to run: {len(trials)}') + utils.ParallelRunner(len(visible_devices), 'thread').launch(trials) + else: + for i, trial in enumerate(trials): + print(f'trial {i+1}/{len(trials)} starts') + trial.start(0) + + args_dict = {'output_dirs': args.output_dir} + cmd = utils.compose_command('ood_bench.scripts.summarize', args_dict, None) + print('executing command:', cmd) + subprocess.run(cmd, shell=True, check=True) \ No newline at end of file diff --git a/ood_bench/scripts/quantify.py b/ood_bench/scripts/quantify.py new file mode 100644 index 0000000..8926c6e --- /dev/null +++ b/ood_bench/scripts/quantify.py @@ -0,0 +1,159 @@ +import json +import random +import sys +from pathlib import Path +from typing import Sequence + +import numpy as np +import sklearn +from sklearn.preprocessing import StandardScaler +import scipy +from scipy.stats import gaussian_kde + +from ood_bench import config, utils + + +class gaussian_kde_(gaussian_kde): + """ A gaussian kde that is friendly to small samples. """ + def _compute_covariance(self) -> None: + """Computes the covariance matrix for each Gaussian kernel using + covariance_factor(). + """ + self.factor = self.covariance_factor() + # Cache covariance and inverse covariance of the data + if not hasattr(self, '_data_inv_cov'): + self._data_covariance = np.atleast_2d( + np.cov(self.dataset, rowvar=1, bias=False, aweights=self.weights)) + w, v = np.linalg.eigh(self._data_covariance) + # Set near-zero eigenvalues to a small number, avoiding singular covariance + # matrices when the sample do not span the whole feature space + w[np.where(abs(w) < 1e-9)[0]] = 0.01 + self._data_inv_cov = np.linalg.inv(v @ np.diag(w) @ v.T) + + self.covariance = self._data_covariance * self.factor**2 + self.inv_cov = self._data_inv_cov / self.factor**2 + + +def compute_div(p: Sequence[float], q: Sequence[float], probs: Sequence[int], + eps_div: float) -> float: + if not len(p) == len(q) == len(probs): + raise ValueError + div = 0 + for i in range(len(probs)): + if p[i] < eps_div or q[i] < eps_div: + div += abs(p[i] - q[i]) / probs[i] + div /= len(probs) * 2 + return div + + +def compute_cor(y_p: np.ndarray, z_p: np.ndarray, y_q: np.ndarray, z_q: np.ndarray, + p: Sequence[float], q: Sequence[float], probs: Sequence[int], + points: np.ndarray, eps_cor: float, strict: bool = False) -> float: + if not len(p) == len(q) == len(probs): + raise ValueError + y_p_unique, y_q_unique = map(np.unique, (y_p, y_q)) + if not np.all(y_p_unique == y_q_unique): + raise ValueError + classes = sorted(y_p_unique) + n_classes = len(classes) + sample_sizes = np.zeros(n_classes, dtype=int) + cors = np.zeros(n_classes, dtype=float) + + for i in range(n_classes): + y = classes[i] + indices_p = np.where(y_p == y)[0] + indices_q = np.where(y_q == y)[0] + if indices_p.shape != indices_q.shape: + raise ValueError(f'Number of datapoints mismatch (y={y}): ' + f'{indices_p.shape} != {indices_q.shape}') + try: + kde_p = gaussian_kde_(z_p[indices_p].T) + kde_q = gaussian_kde_(z_q[indices_q].T) + p_given_y = kde_p(points) + q_given_y = kde_q(points) + except (np.linalg.LinAlgError, ValueError) as exception: + if strict: + raise exception + print(f'WARNING: skipping y={y} because scipy.stats.gaussian_kde ' + f'failed. This usually happens when there is too few datapoints.') + print(f'y={y}: #datapoints=({len(indices_p)}, {len(indices_q)}), ' + f'skipped') + continue + sample_sizes[i] = len(indices_p) + + for j in range(len(probs)): + if p[j] > eps_cor and q[j] > eps_cor: + integrand = abs(p_given_y[j] * np.sqrt(q[j] / p[j]) + - q_given_y[j] * np.sqrt(p[j] / q[j])) + cor_j = integrand / probs[j] + else: + integrand = cor_j = 0 + cors[i] += cor_j + cors[i] /= len(probs) * 2 + print(f'y={y}: #datapoints=({len(indices_p)}, {len(indices_q)}), ' + f'value={cors[i]:.4f}') + cor = np.sum(sample_sizes * cors) / np.sum(sample_sizes) + return cor + + +if __name__ == '__main__': + args, _ = config.parse_argument(Path(__file__).name) + random.seed(args.seed) + np.random.seed(args.seed) + + save_dir = Path(args.output_dir or args.feature_dir) + save_dir.mkdir(parents=True, exist_ok=True) + args_dir = save_dir.joinpath('args') + args_dir.mkdir(exist_ok=True) + with args_dir.joinpath('quantify.json').open('w') as f: + json.dump(vars(args), f) + + utils.pprint_dict('Environment', { + 'Python': sys.version.split(' ')[0], + 'NumPy': np.__version__, + 'SciPy': scipy.__version__, + 'scikit-learn': sklearn.__version__, + }) + utils.pprint_dict('Args', vars(args)) + + data = np.load(Path(args.feature_dir, 'data.npz')) + y_p, z_p, y_q, z_q = data['y_p'], data['z_p'], data['y_q'], data['z_q'] + print(f'features loaded: (p) {z_p.shape}, (q) {z_q.shape}') + print(f'labels loaded: (p) {y_p.shape}, (q) {y_q.shape}') + if len(z_p) != len(y_p) or len(z_q) != len(y_q): + raise RuntimeError + + z_all = np.append(z_p, z_q, 0) + scaler = StandardScaler().fit(z_all) + z_all, z_p, z_q = map(scaler.transform, (z_all, z_p, z_q)) + + print('computing KDE for importance sampling') + sampling_pdf = gaussian_kde(z_all.T) + points = sampling_pdf.resample(args.sample_size, seed=args.seed) + probs = sampling_pdf(points) + + print('computing KDE for p and q') + p = gaussian_kde(z_p.T)(points) + q = gaussian_kde(z_q.T)(points) + + if args.mode in ('both', 'div'): + print('computing diversity shift') + div = compute_div(p, q, probs, args.eps_div) + if np.isnan(div) or np.isinf(div): + raise RuntimeError + print(f'div: {div}') + else: + div = None + + if args.mode in ('both', 'cor'): + print('computing correlation shift') + cor = compute_cor(y_p, z_p, y_q, z_q, p, q, probs, points, args.eps_cor, + strict=args.strict) + if np.isnan(cor) or np.isinf(cor): + raise RuntimeError + print(f'cor: {cor}') + else: + cor = None + + with save_dir.joinpath('result.json').open('w') as f: + json.dump({'div': div, 'cor': cor}, f) \ No newline at end of file diff --git a/ood_bench/scripts/summarize.py b/ood_bench/scripts/summarize.py new file mode 100644 index 0000000..d9e97e6 --- /dev/null +++ b/ood_bench/scripts/summarize.py @@ -0,0 +1,70 @@ +import argparse +import json +from pathlib import Path +from typing import Iterable, Union + +import numpy as np + + +def summarize_trials(output_dir: Union[Path, str]) -> dict: + result_paths = list(Path(output_dir).glob('*/result.json')) + if not result_paths: + print(f'unable to find any completed trial under {output_dir}') + return + divs = np.zeros(len(result_paths), dtype=np.float32) + cors = np.zeros(len(result_paths), dtype=np.float32) + for i, result_path in enumerate(result_paths): + with result_path.open('r') as f: + result = json.load(f) + divs[i] = result['div'] + cors[i] = result['cor'] + print(f'Summary for trials under {output_dir}') + print(f'Result averaged over {len(result_paths)} trial(s):') + print(f'div: {divs.mean():.4f} +/- {divs.std():.4f}') + print(f'cor: {cors.mean():.4f} +/- {cors.std():.4f}') + summary = { + 'completed_trials': [path.parent.name for path in result_paths], + 'result': { + 'div': {'mean': float(divs.mean()), 'std': float(divs.std())}, + 'cor': {'mean': float(cors.mean()), 'std': float(cors.std())}, + } + } + with Path(output_dir, 'summary.json').open('w') as f: + json.dump(summary, f) + return summary + + +def summarize_sets(output_dirs: Iterable[Union[Path, str]]) -> dict: + div_avgs, cor_avgs = [], [] + div_stds, cor_stds = [], [] + n_trials = [] + summaries = {} + for output_dir in output_dirs: + summary = summarize_trials(output_dir) + if summary is None: + continue + div_avgs.append(summary['result']['div']['mean']) + cor_avgs.append(summary['result']['cor']['mean']) + div_stds.append(summary['result']['div']['std']) + cor_stds.append(summary['result']['cor']['std']) + n_trials.append(len(summary['completed_trials'])) + summaries[output_dir] = summary + div_avgs, cor_avgs = map(np.array, (div_avgs, cor_avgs)) + div_stds, cor_stds = map(np.array, (div_stds, cor_stds)) + n_trials = np.array(n_trials) + avg_div_std = sum(div_stds * n_trials / sum(n_trials)) + avg_cor_std = sum(cor_stds * n_trials / sum(n_trials)) + print(f'Overall statistics of {len(summaries)} sets of trials:') + print(f'set-average div: {div_avgs.mean():.4f} +/- ({avg_div_std:.4f})') + print(f'set-average cor: {cor_avgs.mean():.4f} +/- ({avg_cor_std:.4f})') + return summaries + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument('--output_dirs', type=str, nargs='+', required=True) + args = parser.parse_args() + if len(args.output_dirs) == 1: + summarize_trials(args.output_dirs[0]) + else: + summarize_sets(args.output_dirs) \ No newline at end of file diff --git a/ood_bench/scripts/train.py b/ood_bench/scripts/train.py new file mode 100644 index 0000000..45f36f2 --- /dev/null +++ b/ood_bench/scripts/train.py @@ -0,0 +1,191 @@ +import json +import sys +import time +from datetime import timedelta +from pathlib import Path +from typing import Iterable, Union + +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.utils.data as data +from torch.optim import SGD, swa_utils, lr_scheduler +import torchvision +import PIL + +from domainbed.datasets import get_dataset_class + +from ood_bench import config, utils +from ood_bench.networks import get_backbone, EnvClassifier + + +def evaluate(model: nn.Module, zipped_minibatches: Iterable, device: str) -> float: + model.eval() + + n_examples = 0 + n_correct_preds = 0 + for i, minibatches in enumerate(zipped_minibatches): + x, y = map(torch.cat, zip(*minibatches)) + e = torch.cat([torch.zeros(x.size(0) // 2, dtype=torch.long), + torch.ones (x.size(0) // 2, dtype=torch.long)]) + x = x.to(device) + y = F.one_hot(y, num_classes=model.class_dim).float().to(device) + e = e.to(device) + + with torch.no_grad(): + z, logits = model(x, y) + + _, pred = torch.max(logits.data, 1) + n_correct_preds += (pred == e).long().sum().item() + n_examples += x.size(0) + + model.train() + return n_correct_preds / n_examples + + +def update_swa_bn(model: nn.Module, zipped_minibatches: Iterable, device: str) -> None: + momenta = {} + for module in model.modules(): + if isinstance(module, nn.modules.batchnorm._BatchNorm): + module.running_mean = torch.zeros_like(module.running_mean) + module.running_var = torch.ones_like(module.running_var) + momenta[module] = module.momentum + + if not momenta: + return + + was_training = model.training + model.train() + for module in momenta.keys(): + module.momentum = None + module.num_batches_tracked *= 0 + + with torch.no_grad(): + for i, minibatches in enumerate(zipped_minibatches): + x, y = map(torch.cat, zip(*minibatches)) + x = x.to(device) + y = F.one_hot(y, num_classes=model.class_dim).float().to(device) + model(x, y) + + for bn_module in momenta.keys(): + bn_module.momentum = momenta[bn_module] + model.train(was_training) + + +if __name__ == '__main__': + args, _ = config.parse_argument(Path(__file__).name) + + if args.n_epochs % args.n_epochs_per_ckpt: + raise ValueError + + save_dir = Path(args.model_dir) + save_dir.mkdir(parents=True, exist_ok=True) + args_dir = save_dir.joinpath('args') + args_dir.mkdir(exist_ok=True) + with args_dir.joinpath('train.json').open('w') as f: + json.dump(vars(args), f) + + utils.pprint_dict('Environment', { + 'Python': sys.version.split(' ')[0], + 'PyTorch': torch.__version__, + 'Torchvision': torchvision.__version__, + 'CUDA': torch.version.cuda, + 'CUDNN': torch.backends.cudnn.version(), + 'NumPy': np.__version__, + 'PIL': PIL.__version__, + }) + utils.pprint_dict('Args', vars(args)) + + if torch.cuda.is_available(): + device = 'cuda' + else: + device = 'cpu' + utils.pprint_device(device) + utils.set_deterministic(seed=args.seed) + + if args.dataset_settings: + dataset_settings = json.loads(args.dataset_settings) + else: + dataset_settings = {} + dataset_settings.setdefault('data_augmentation', False) + utils.pprint_dict('Dataset settings in effect', dataset_settings) + + dataset_class = get_dataset_class(args.dataset) + dataset = dataset_class(args.data_dir, [], dataset_settings) + dataloaders = utils.get_dataloaders( + dataset, args.envs_p, args.envs_q, args.holdout_fraction, args.batch_size, + args.n_workers, args.force_iid, args.seed) + in_dataloader_p, out_dataloader_p, in_dataloader_q, out_dataloader_q = dataloaders + + backbone = get_backbone(args.backbone, dataset.input_shape, + args.pretrained_model_path) + model = EnvClassifier(backbone, dataset.num_classes, args.dim_z, 2) + model = model.to(device) + + best_dict = {'acc': 0, 'step': -1, 'state': None} + val_acc = evaluate(model, zip(out_dataloader_p, out_dataloader_q), device) + print(f'validation accuracy before training: {val_acc:.4f}') + + optimizer = SGD(model.parameters(), lr=args.init_lr, momentum=args.momentum, + weight_decay=args.weight_decay) + swa_model = swa_utils.AveragedModel(model) + if not hasattr(swa_model, 'class_dim'): + setattr(swa_model, 'class_dim', model.class_dim) + else: + raise Exception + T_max = len(in_dataloader_p) * args.swa_start + scheduler = lr_scheduler.CosineAnnealingLR(optimizer, T_max=T_max, + eta_min=args.swa_lr) + + training_loss = utils.ExponentialMovingAverage(0.1) + training_acc = utils.ExponentialMovingAverage(0.1) + for epoch in range(1, args.n_epochs + 1): + epoch_start_time = time.time() + for i, minibatches in enumerate(zip(in_dataloader_p, in_dataloader_q)): + model.train() + x, y = map(torch.cat, zip(*minibatches)) + e = torch.cat([torch.zeros(args.batch_size, dtype=torch.long), + torch.ones (args.batch_size, dtype=torch.long)]) + x = x.to(device) + y = F.one_hot(y, num_classes=model.class_dim).float().to(device) + e = e.to(device) + + z, logits = model(x, y) + loss = F.cross_entropy(logits, e) + optimizer.zero_grad() + loss.backward() + optimizer.step() + + if epoch <= args.swa_start: + scheduler.step() + else: + swa_model.update_parameters(model) + + _, pred = torch.max(logits.data, 1) + correct = (pred == e) + minibatch_acc = correct.float().sum().item() / correct.size(0) + training_loss.update(loss.item()) + training_acc.update(minibatch_acc) + epoch_time_spent = int(time.time() - epoch_start_time) + epoch_time_spent = timedelta(seconds=epoch_time_spent) + + if epoch % args.n_epochs_per_ckpt == 0: + print(f'epoch {epoch} / {args.n_epochs} finished in {epoch_time_spent}') + print(f'training loss (ema): {training_loss.ema:.4f}') + print(f' accuracy (ema): {training_acc.ema:.4f}') + val_acc = evaluate(model, zip(out_dataloader_p, out_dataloader_q), device) + print(f'validation accuracy: {val_acc:.4f}') + if epoch > args.swa_start: + update_swa_bn(swa_model, zip(in_dataloader_p, in_dataloader_q), device) + val_acc = evaluate(swa_model, zip(out_dataloader_p, out_dataloader_q), + device) + print(f'validation accuracy: {val_acc:.4f} (swa)') + + state_dict = swa_model.state_dict() + del state_dict['n_averaged'] + for name in list(state_dict.keys()): + if name.startswith('module'): + state_dict[name[7:]] = state_dict[name] + del state_dict[name] + torch.save(state_dict, str(save_dir.joinpath('model.pth'))) \ No newline at end of file diff --git a/ood_bench/utils.py b/ood_bench/utils.py new file mode 100644 index 0000000..2e7a821 --- /dev/null +++ b/ood_bench/utils.py @@ -0,0 +1,255 @@ +import os +import random +import shlex +import time +from collections import defaultdict +from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor +from typing import Any, Callable, DefaultDict, Iterable, List, Optional, Sequence, Tuple + +import numpy as np +import torch +import torch.utils.data as data + + +class Task: + def launch(self, worker_index: int): + raise NotImplementedError + + def on_start(self): + raise NotImplementedError + + def on_completion(self): + raise NotImplementedError + + def on_failure(self): + raise NotImplementedError + + +class ParallelRunner: + def __init__(self, max_workers: int, worker_type: str) -> None: + self.max_workers = max_workers + self.worker_type = worker_type + + def launch(self, tasks: Sequence[Task], callback: Callable = None) -> None: + self.num_tasks = len(tasks) + self.completed, self.failed = [], [] + self.task_futures = [None] * self.max_workers + self.next = 0 + if self.worker_type == 'thread': + Executor = ThreadPoolExecutor + elif self.worker_type == 'process': + Executor = ProcessPoolExecutor + else: + raise NotImplementedError + self.executor = Executor(max_workers=self.max_workers) + while len(self.completed) + len(self.failed) < len(tasks): + for worker in self.idle_workers: + self.check_completion(worker) + if self.next == len(tasks): + continue + self.assign(worker, tasks[self.next], callback) + self.next += 1 + time.sleep(1) + self.executor.shutdown() + + def check_completion(self, worker) -> None: + if not self.task_futures[worker]: + return + task, future = self.task_futures[worker] + if future.exception(): + task.on_failure() + self.failed.append(future) + else: + task.on_completion() + self.completed.append(future) + self.task_futures[worker] = None + print(f'{len(self.completed)} completed, {len(self.failed)} failed, ' + f'{self.num_tasks - len(self.completed) - len(self.failed)} to go') + + def assign(self, worker: int, task: Task, callback: Callable) -> None: + future = self.executor.submit(task.start, worker) + task.on_start() + if callback: + future.add_done_callback(callback) + self.task_futures[worker] = (task, future) + + @property + def idle_workers(self) -> List[int]: + idle_workers = [] + for i in range(self.max_workers): + if self.task_futures[i]: + task, future = self.task_futures[i] + if future.done(): + idle_workers.append(i) + else: + idle_workers.append(i) + return idle_workers + + +class ExponentialMovingAverage: + def __init__(self, update_ratio: float, init_val: Optional[float] = None) -> None: + if not(0 < update_ratio < 1): + raise ValueError + self._update_ratio = update_ratio + self.ema = init_val + + def update(self, value: float) -> float: + if self.ema is None: + self.ema = value + else: + self.ema *= (1 - self._update_ratio) + self.ema += self._update_ratio * value + + +class ConcatDataset_(data.ConcatDataset): + def __init__(self, datasets: Iterable[data.Dataset]) -> None: + super(ConcatDataset_, self).__init__(datasets) + self.samples = sum([dataset.samples for dataset in datasets], []) + + +class Subset_(data.Subset): + def __init__(self, dataset: data.Dataset, indices: Sequence[int]) -> None: + super(Subset_, self).__init__(dataset, indices) + self.samples = [dataset.samples[i] for i in indices] + + +class WrappedTensorDataset(data.Dataset): + def __init__(self, dataset: data.TensorDataset) -> None: + self.samples = [(x.numpy(), y.item()) for x, y in zip(*dataset.tensors)] + + def __getitem__(self, key: int) -> Tuple[Any, Any]: + x, y = self.samples[key] + return x, y + + def __len__(self) -> int: + return len(self.samples) + + +def get_label_map(dataset: data.Dataset) -> DefaultDict[Any, List[int]]: + label_maps = defaultdict(list) + for i, (_, label) in enumerate(dataset.samples): + label_maps[label].append(i) + return label_maps + + +def create_label_shift_free_datasets(datasets: Iterable[data.Dataset], + seed: int) -> Tuple[Subset_, ...]: + label_maps = [get_label_map(dataset) for dataset in datasets] + if not label_maps: + raise RuntimeError + labels = set(label_maps[0]) + + min_count = {} + for label in labels: + min_count[label] = min(len(map_[label]) for map_ in label_maps) + + keys_list = [[] for _ in range(len(label_maps))] + rng = np.random.RandomState(seed) + for label, count in min_count.items(): + for i, map_ in enumerate(label_maps): + rng.shuffle(map_[label]) + keys_list[i] += map_[label][:count] + return tuple(Subset_(d, k) for d, k in zip(datasets, keys_list)) + + +def split_dataset(dataset: data.Dataset, fraction: float, + seed: int) -> Tuple[Subset_, Subset_]: + """ Randomly split a dataset with deterministic label distribution. """ + label_map = get_label_map(dataset) + rng = np.random.RandomState(seed) + keys_p = [] + keys_q = [] + for _, keys in label_map.items(): + n = int(len(keys) * fraction) + rng.shuffle(keys) + keys_p += keys[:n] + keys_q += keys[n:] + return Subset_(dataset, keys_p), Subset_(dataset, keys_q) + + +def get_dataloaders(dataset: data.Dataset, envs_p: Iterable[int], envs_q: Iterable[int], + holdout_fraction: float, batch_size: int, n_workers: int, + force_iid: bool, seed: int) -> Tuple[data.DataLoader, ...]: + for i, env in enumerate(dataset): + if isinstance(env, data.TensorDataset): + dataset.datasets[i] = WrappedTensorDataset(env) + + dataset_p = ConcatDataset_([dataset[i] for i in envs_p]) + dataset_q = ConcatDataset_([dataset[i] for i in envs_q]) + subset_p, subset_q = create_label_shift_free_datasets([dataset_p, dataset_q], seed) + if force_iid: + subsets_p = split_dataset(subset_p, 0.5, seed) + subsets_q = split_dataset(subset_q, 0.5, seed) + subset_p, subset_q = map(ConcatDataset_, zip(subsets_p, subsets_q[::-1])) + + def in_out_split(dataset: data.Dataset) -> Tuple[data.DataLoader, data.DataLoader]: + out, in_ = split_dataset(dataset, holdout_fraction, seed) + in_dataloader = data.DataLoader(in_, batch_size, shuffle=True, + num_workers=n_workers, drop_last=True) + out_dataloader = data.DataLoader(out, batch_size, shuffle=False, + num_workers=n_workers) + return in_dataloader, out_dataloader + + in_dataloader_p, out_dataloader_p = in_out_split(subset_p) + in_dataloader_q, out_dataloader_q = in_out_split(subset_q) + + print(f'Envs p: #datapoints (in+out): {len(subset_p)} ' + f'({len(in_dataloader_p.dataset)}+{len(out_dataloader_p.dataset)})') + print(f'Envs q: #datapoints (in+out): {len(subset_q)} ' + f'({len(in_dataloader_q.dataset)}+{len(out_dataloader_q.dataset)})') + + return in_dataloader_p, out_dataloader_p, in_dataloader_q, out_dataloader_q + + +def pprint_dict(title: str, d: dict) -> None: + print(f'{title}:') + for k, v in d.items(): + print(f'\t{k}: {v}') + + +def pprint_device(device: str) -> None: + d = {'name': device} + if device == 'cuda': + default = ','.join(map(str, range(torch.cuda.device_count()))) + d['CUDA_VISIBLE_DEVICES'] = os.environ.get('CUDA_VISIBLE_DEVICES', default) + pprint_dict('Device', d) + + +def get_visible_cuda_devices() -> List[str]: + devices = os.environ.get('CUDA_VISIBLE_DEVICES', None) + if devices: + devices = devices.split(',') + else: + devices = [str(i) for i in range(torch.cuda.device_count())] + return devices + + +def set_deterministic(seed: int = 0): + ''' Reference: https://pytorch.org/docs/stable/notes/randomness.html ''' + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + # torch.use_deterministic_algorithms(True) + if torch.backends.cudnn.is_available(): + torch.backends.cudnn.benchmark = False + torch.backends.cudnn.deterministic = True + + +def compose_command(module_name: str, args_dict: dict, devices: str) -> str: + formatted_args_dict = {} + for k, v in args_dict.items(): + if v is None or v is False: + continue + elif v is True: + v = '' + elif isinstance(v, list): + v = ' '.join([str(v_) for v_ in v]) + elif isinstance(v, str): + v = shlex.quote(v) + formatted_args_dict[k] = v + cmd = ' '.join([f'--{k} {v}' if v != '' else f'--{k}' + for k, v in formatted_args_dict.items()]) + cmd = f'python -m {module_name} {cmd}' + if devices is not None: + cmd = f'CUDA_VISIBLE_DEVICES={devices} {cmd}' + return cmd \ No newline at end of file diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..5dc5ec7 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,7 @@ +numpy==1.19.5 +scipy==1.5.4 +scikit-learn==0.24.2 +Pillow==8.4.0 +torch==1.10.2 +torchvision==0.11.2 +torch_scatter==2.0.9 \ No newline at end of file