diff --git a/mdlt/assets/teaser.gif b/mdlt/assets/teaser.gif new file mode 100644 index 0000000..9ab86b7 Binary files /dev/null and b/mdlt/assets/teaser.gif differ diff --git a/mdlt/command_launchers.py b/mdlt/command_launchers.py new file mode 100644 index 0000000..e923e8f --- /dev/null +++ b/mdlt/command_launchers.py @@ -0,0 +1,50 @@ +import subprocess +import time +import torch + + +def local_launcher(commands): + """Launch commands serially on the local machine.""" + for cmd in commands: + subprocess.call(cmd, shell=True) + + +def dummy_launcher(commands): + """ + Doesn't run anything; instead, prints each command. + Useful for testing. + """ + for cmd in commands: + print(f'Dummy launcher: {cmd}') + + +def multi_gpu_launcher(commands): + """ + Launch commands on the local machine, using all GPUs in parallel. + """ + print('WARNING: using multi_gpu_launcher.') + n_gpus = torch.cuda.device_count() + procs_by_gpu = [None] * n_gpus + + while len(commands) > 0: + for gpu_idx in range(n_gpus): + proc = procs_by_gpu[gpu_idx] + if (proc is None) or (proc.poll() is not None): + # Nothing is running on this GPU; launch a command. + cmd = commands.pop(0) + new_proc = subprocess.Popen(f'CUDA_VISIBLE_DEVICES={gpu_idx} {cmd}', shell=True) + procs_by_gpu[gpu_idx] = new_proc + break + time.sleep(1) + + # Wait for the last few tasks to finish before returning + for p in procs_by_gpu: + if p is not None: + p.wait() + + +REGISTRY = { + 'local': local_launcher, + 'dummy': dummy_launcher, + 'multi_gpu': multi_gpu_launcher +} diff --git a/mdlt/dataset/create_mdlt_datasets.py b/mdlt/dataset/create_mdlt_datasets.py new file mode 100644 index 0000000..57265c1 --- /dev/null +++ b/mdlt/dataset/create_mdlt_datasets.py @@ -0,0 +1,154 @@ +import numpy as np +import pandas as pd +import argparse +import os +from os.path import join +import matplotlib.pyplot as plt + + +DATASETS = { + 'VLCS': 'VLCS', + 'PACS': 'PACS', + 'OfficeHome': 'office_home', + 'TerraIncognita': 'terra_incognita', + 'DomainNet': 'domain_net', + 'SVIRO': 'sviro', +} +NUM_SAMPLES_PER_CLASS = { + # (num_test, num_val) tuple, by default num_val is set to half of num_test + 'VLCS': (30, 15), + 'PACS': (50, 25), + 'OfficeHome': (10, 5), + 'TerraIncognita': (20, 10), + 'DomainNet': (40, 20), + 'SVIRO': (100, 50), +} +ALPHA = 0.8 + + +def visualize_dataset(dataset, verbose=False): + file_path = join(args.output_dir, "temp", f"{dataset}.csv") + df = pd.read_csv(file_path) + domain_names = pd.unique(df['env']) + num_domain = len(domain_names) + num_class = len(pd.unique(df['label'])) + + _, ax = plt.subplots(num_domain, 1, figsize=(10, 24), sharex='all', sharey='all', + gridspec_kw={'left': 0.08, 'right': 0.96, 'bottom': 0.04, 'top': 0.92, 'wspace': 0.1}) + plt.suptitle(f"Dataset: {dataset.upper()}", fontsize=24) + for i, env_name in enumerate(domain_names): + hist_targets = df[df['env'] == env_name].label + ax[i].hist(hist_targets, range(num_class + 1), width=0.9, alpha=ALPHA, align='left') + min_num_per_cls = 1e10 + for rect in ax[i].patches: + height = rect.get_height() + ax[i].annotate(f'{int(height)}', xy=(rect.get_x() + rect.get_width() / 2, height), + xytext=(0, 1), textcoords='offset points', ha='center', va='bottom', fontsize=15) + min_num_per_cls = min(min_num_per_cls, height) + if verbose: + if i == 0: + print(f"\n{dataset}:") + print(f"\t[{env_name}] minimum #sample:\t{int(min_num_per_cls)}") + for i in range(num_domain): + ax[i].set_title(f"{domain_names[i]}", fontsize=18) + ax[i].set_xticks(range(num_class)) + ax[i].tick_params(axis="x", labelsize=18) + ax[i].tick_params(axis="y", labelsize=18) + plt.show() + + +def make_balanced_testset(dataset, seed=666, verbose=True, vis=True, save=False): + import random + random.seed(seed) + file_path = join(args.output_dir, "temp", f"{dataset}.csv") + df = pd.read_csv(file_path) + df['label'] = df.label.astype(int) + domain_names = pd.unique(df['env']) + val_set, test_set = [], [] + for i, env_name in enumerate(domain_names): + df_env = df[df['env'] == env_name] + for target in pd.unique(df['label']): + curr_df = df_env[df_env['label'] == target] + curr_data = curr_df['path'].values + random.shuffle(curr_data) + split_size = min(len(curr_data), int(np.sum(NUM_SAMPLES_PER_CLASS[dataset]))) + val_set += list(curr_data[:split_size // 3]) + test_set += list(curr_data[split_size // 3:split_size]) + if verbose: + print(f"Val: {len(val_set)}\nTest: {len(test_set)}") + assert len(set(val_set).intersection(set(test_set))) == 0 + combined_set = dict(zip(val_set, ['val' for _ in range(len(val_set))])) + combined_set.update(dict(zip(test_set, ['test' for _ in range(len(test_set))]))) + df['split'] = df['path'].map(combined_set) + df['split'].fillna('train', inplace=True) + if verbose: + print(df) + if save: + df.to_csv(str(join(args.output_dir, f"{dataset}.csv")), index=False) + if vis: + num_domain = len(domain_names) + num_class = len(pd.unique(df['label'])) + _, ax = plt.subplots(num_domain, 3, figsize=(20, 24), sharex='all', sharey='all', + gridspec_kw={'left': 0.04, 'right': 0.98, 'bottom': 0.03, 'top': 0.95, 'wspace': 0.1}) + plt.suptitle(f"Dataset: {dataset.upper()}", fontsize=24) + for i, env_name in enumerate(domain_names): + df_env = df[df['env'] == env_name] + hist_train = df_env[df_env['split'] == 'train'].label + hist_val = df_env[df_env['split'] == 'val'].label + hist_test = df_env[df_env['split'] == 'test'].label + ax[i, 0].hist(hist_train, range(num_class + 1), width=0.9, alpha=ALPHA, align='left') + ax[i, 1].hist(hist_val, range(num_class + 1), width=0.9, alpha=ALPHA, align='left') + ax[i, 2].hist(hist_test, range(num_class + 1), width=0.9, alpha=ALPHA, align='left') + for j in range(3): + for rect in ax[i, j].patches: + height = rect.get_height() + ax[i, j].annotate(f'{int(height)}', xy=(rect.get_x() + rect.get_width() / 2, height), + xytext=(0, 1), textcoords='offset points', ha='center', va='bottom', fontsize=15) + mapping = {0: 'train', 1: 'val', 2: 'test'} + for i in range(num_domain): + for j in range(3): + ax[i, j].set_title(f"{domain_names[i]} ({mapping[j]})", fontsize=18) + ax[i, j].set_xticks(range(num_class)) + ax[i, j].tick_params(axis="x", labelsize=18) + ax[i, j].tick_params(axis="y", labelsize=18) + plt.show() + + +def create(dataset, save_temp=False, vis=False, make_balanced=False, save_final=False): + dataset_path = join(args.data_dir, DATASETS[dataset]) + env_ids, labels, img_paths = [], [], [] + + for env in sorted(entry.name for entry in os.scandir(dataset_path) if entry.is_dir()): + for label, class_name in enumerate(sorted(os.listdir(join(dataset_path, env)))): + for img_name in os.listdir(join(dataset_path, env, class_name)): + env_ids.append(env) + labels.append(label) + img_paths.append(join(env, class_name, img_name)) + + outputs = dict(env=env_ids, label=labels, path=img_paths) + os.makedirs(args.output_dir, exist_ok=True) + output_path = join(args.output_dir, "temp", f"{dataset}.csv") + df = pd.DataFrame(data=outputs) + if save_temp: + df.to_csv(str(output_path), index=False) + + if vis: + visualize_dataset(dataset) + if make_balanced: + make_balanced_testset(dataset, save=save_final, vis=True) + + +def get_args(): + parser = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter) + parser.add_argument("--data_dir", type=str) + parser.add_argument('--output_dir', type=str) + parser.add_argument('--dataset', nargs='+', type=str, default=DATASETS) + args = parser.parse_args() + return args + + +if __name__ == '__main__': + args = get_args() + for dset in args.dataset: + # visualize_dataset(dset) + create(dset, save_temp=False, vis=False, make_balanced=True, save_final=False) diff --git a/mdlt/dataset/datasets.py b/mdlt/dataset/datasets.py new file mode 100644 index 0000000..cfb5b42 --- /dev/null +++ b/mdlt/dataset/datasets.py @@ -0,0 +1,542 @@ +import os +import numpy as np +import pandas as pd +import torch +from PIL import Image, ImageFile +from torchvision import transforms +import torchvision.datasets.folder +from torch.utils.data import TensorDataset +from torchvision.datasets import MNIST, SVHN, VisionDataset +from torchvision.transforms.functional import rotate +from mdlt.utils.misc import save_image + + +ImageFile.LOAD_TRUNCATED_IMAGES = True + +DATASETS = [ + # Debug + "Debug28", + "Debug224", + # Small MDLT datasets + "ImbalancedColoredMNIST", + "ImbalancedRotatedMNIST", + "ImbalancedDigits", + # Big MDLT datasets + "VLCS", + "PACS", + "OfficeHome", + "TerraIncognita", + "DomainNet" +] + + +def get_dataset_class(dataset_name): + """Return the dataset class with the given name.""" + if dataset_name not in globals(): + raise NotImplementedError(f"Dataset not found: {dataset_name}") + return globals()[dataset_name] + + +def num_environments(dataset_name): + return len(get_dataset_class(dataset_name).ENVIRONMENTS) + + +class MultipleDomainDataset: + N_STEPS = 5001 # Default, subclasses may override + CHECKPOINT_FREQ = 100 # Default, subclasses may override + N_WORKERS = 8 # Default, subclasses may override + MANY_SHOT_THRES = 100 # Default, subclasses may override + FEW_SHOT_THRES = 20 # Default, subclasses may override + ENVIRONMENTS = None # Subclasses should override + INPUT_SHAPE = None # Subclasses should override + + def __getitem__(self, index): + return self.datasets[index] + + def __len__(self): + return len(self.datasets) + + +class Debug(MultipleDomainDataset): + def __init__(self, root, hparams): + super().__init__() + self.input_shape = self.INPUT_SHAPE + self.num_classes = 2 + self.datasets = [] + for _ in [0, 1, 2]: + self.datasets.append( + TensorDataset( + torch.randn(16, *self.INPUT_SHAPE), + torch.randint(0, self.num_classes, (16,)) + ) + ) + + +class Debug28(Debug): + INPUT_SHAPE = (3, 28, 28) + ENVIRONMENTS = ['0', '1', '2'] + + +class Debug224(Debug): + INPUT_SHAPE = (3, 224, 224) + ENVIRONMENTS = ['0', '1', '2'] + + +class MNISTM(VisionDataset): + resources = [ + ('https://github.com/liyxi/mnist-m/releases/download/data/mnist_m_train.pt.tar.gz', + '191ed53db9933bd85cc9700558847391'), + ('https://github.com/liyxi/mnist-m/releases/download/data/mnist_m_test.pt.tar.gz', + 'e11cb4d7fff76d7ec588b1134907db59') + ] + training_file = "mnist_m_train.pt" + test_file = "mnist_m_test.pt" + + def __init__(self, root, train=True, transform=None, target_transform=None, download=False): + super(MNISTM, self).__init__(root, transform=transform, target_transform=target_transform) + self.train = train + if not self._check_exists(): + raise RuntimeError("Dataset not found.") + data_file = self.training_file if self.train else self.test_file + self.data, self.targets = torch.load(os.path.join(self.processed_folder, data_file)) + + def __getitem__(self, index): + img, target = self.data[index], int(self.targets[index]) + img = Image.fromarray(img.squeeze().numpy(), mode="RGB") + + if self.transform is not None: + img = self.transform(img) + + if self.target_transform is not None: + target = self.target_transform(target) + + return img, target + + def __len__(self): + return len(self.data) + + @property + def raw_folder(self): + return os.path.join(self.root, self.__class__.__name__, 'raw') + + @property + def processed_folder(self): + return os.path.join(self.root, self.__class__.__name__, 'processed') + + def _check_exists(self): + return (os.path.exists(os.path.join(self.processed_folder, self.training_file)) and + os.path.exists(os.path.join(self.processed_folder, self.test_file))) + + +class ImbalancedMultipleEnvironmentMNIST(MultipleDomainDataset): + def __init__(self, root, split, environments, dataset_transform, input_shape, num_classes, + imb_type_per_env, imb_factor=0.1, rand_seed=0): + super().__init__() + np.random.seed(rand_seed) + torch.manual_seed(rand_seed) + if root is None: + raise ValueError('Data directory not specified!') + + original_dataset_tr = MNIST(root, train=True, download=True) + original_dataset_te = MNIST(root, train=False, download=True) + + original_images_tr = original_dataset_tr.data + original_images_te = original_dataset_te.data + original_labels_tr = original_dataset_tr.targets + original_labels_te = original_dataset_te.targets + + shuffle_tr = torch.randperm(len(original_images_tr)) + original_images_tr = original_images_tr[shuffle_tr] + original_labels_tr = original_labels_tr[shuffle_tr] + # split original train into train & val set + val_size = len(original_images_tr) // 3 + original_images_va = original_images_tr[:val_size] + original_labels_va = original_labels_tr[:val_size] + original_images_tr = original_images_tr[val_size:] + original_labels_tr = original_labels_tr[val_size:] + + shuffle_te = torch.randperm(len(original_images_te)) + original_images_te = original_images_te[shuffle_te] + original_labels_te = original_labels_te[shuffle_te] + + if split == 'train': + original_images = original_images_tr + original_labels = original_labels_tr + elif split == 'val': + original_images = original_images_va + original_labels = original_labels_va + else: + original_images = original_images_te + original_labels = original_labels_te + + self.input_shape = input_shape + self.num_classes = num_classes + self.datasets = [] + + for i in range(len(environments)): + images = original_images[i::len(environments)] + labels = original_labels[i::len(environments)] + if split == 'train': + img_max = 1000 + img_num_list = self.get_img_num_per_cls(num_classes, img_max, imb_type_per_env[i], imb_factor) + else: + img_max = 500 + img_num_list = self.get_img_num_per_cls(num_classes, img_max, 'balanced', 1.) + images, labels = self.gen_imbalanced_data(images, labels, img_num_list) + self.datasets.append(dataset_transform(images, labels, environments[i])) + + @staticmethod + def get_img_num_per_cls(cls_num, img_max, imb_type, imb_factor): + img_num_per_cls = [] + if 'exp' in imb_type: + for cls_idx in range(cls_num): + num = img_max * (imb_factor**(cls_idx / (cls_num - 1.))) + img_num_per_cls.append(int(num)) + elif 'step' in imb_type: + for cls_idx in range(cls_num // 2): + img_num_per_cls.append(int(img_max)) + for cls_idx in range(cls_num // 2): + img_num_per_cls.append(int(img_max * imb_factor)) + else: + img_num_per_cls.extend([int(img_max)] * cls_num) + if 'inv' in imb_type: + img_num_per_cls = img_num_per_cls[::-1] + return img_num_per_cls + + def gen_imbalanced_data(self, images, labels, img_num_per_cls): + new_images, new_labels = [], [] + labels_np = np.array(labels, dtype=np.int64) + classes = np.unique(labels_np) + self.num_per_cls_dict = dict() + for the_class, the_img_num in zip(classes, img_num_per_cls): + self.num_per_cls_dict[the_class] = the_img_num + idx = np.where(labels_np == the_class)[0] + np.random.shuffle(idx) + select_idx = idx[:the_img_num] + new_images.append(images[select_idx, ...]) + new_labels.append(labels[select_idx]) + new_images = torch.vstack(new_images) + new_labels = torch.hstack(new_labels) + return new_images, new_labels + + def get_cls_num_list(self): + cls_num_list = [] + for i in range(self.num_classes): + cls_num_list.append(self.num_per_cls_dict[i]) + return cls_num_list + + def collect_vis_data(self, images, labels, num_per_cls=2): + new_images = [] + labels_np = np.array(labels, dtype=np.int64) + for class_idx in range(self.num_classes): + idx = np.where(labels_np == class_idx)[0] + new_images.append(images[idx[:num_per_cls], ...]) + new_images = torch.vstack(new_images) + return new_images + + +class ImbalancedColoredMNIST(ImbalancedMultipleEnvironmentMNIST): + ENVIRONMENTS = ['blue', 'gray', 'green', 'pink'] + COLORS = torch.tensor( + [[65., 105., 225.], [180., 180., 180.], [20., 180., 20.], [255., 20., 147.], + [255., 215., 0.], [255., 0., 0.], [0., 255., 0.], [0., 225., 225.], [0., 0., 255.], [188., 143., 143.]]) + + def __init__(self, root, split, hparams, vis=False): + self.vis = vis + super(ImbalancedColoredMNIST, self).__init__( + root, split, [0, 1, 2, 3], self.color_dataset, (3, 28, 28,), 10, + hparams['imb_type_per_env'], hparams['imb_factor'], hparams['rand_seed']) + + def color_dataset(self, images, labels, environment): + images = torch.stack([images, images, images], dim=1) + images = (images > 0).float() + images *= self.COLORS[environment].view(1, -1, 1, 1) + + x = images.float().div_(255.) + y = labels.view(-1).long() + + if self.vis: + os.makedirs('vis_data', exist_ok=True) + save_image(self.collect_vis_data(images, labels), + f"vis_data/colormnist_env_{self.ENVIRONMENTS[environment]}.png", nrow=10) + + return TensorDataset(x, y) + + @staticmethod + def torch_bernoulli_(p, size): + return (torch.rand(size) < p).float() + + @staticmethod + def torch_xor_(a, b): + return (a - b).abs() + + +class ImbalancedRotatedMNIST(ImbalancedMultipleEnvironmentMNIST): + # ENVIRONMENTS = ['0', '15', '30', '45', '60', '75'] + ENVIRONMENTS = ['0', '30', '60'] + + def __init__(self, root, split, hparams, vis=False): + self.vis = vis + super(ImbalancedRotatedMNIST, self).__init__( + root, split, [0, 30, 60], self.rotate_dataset, (1, 28, 28,), 10, + hparams['imb_type_per_env'], hparams['imb_factor'], hparams['rand_seed']) + + def rotate_dataset(self, images, labels, angle): + rotation = transforms.Compose([ + transforms.ToPILImage(), + transforms.Lambda(lambda x: rotate(x, angle, fill=(0,), + interpolation=torchvision.transforms.InterpolationMode.BILINEAR)), + transforms.ToTensor()]) + + x = torch.zeros(len(images), 1, 28, 28) + for i in range(len(images)): + x[i] = rotation(images[i]) + y = labels.view(-1).long() + + if self.vis: + os.makedirs('vis_data', exist_ok=True) + save_image(self.collect_vis_data(x * 255., labels), f"vis_data/rotmnist_env_{angle}.png", nrow=10) + + return TensorDataset(x, y) + + +class ImbalancedDigits(MultipleDomainDataset): + ENVIRONMENTS = ['MNIST', 'MNIST-M', 'SVHN'] + DATASET_MAPPINGS = {'MNIST': MNIST, 'MNIST-M': MNISTM, 'SVHN': SVHN} + + def __init__(self, root, split, hparams, vis=False, input_shape=(3, 28, 28,), num_classes=10): + super().__init__() + np.random.seed(hparams['rand_seed']) + torch.manual_seed(hparams['rand_seed']) + if root is None: + raise ValueError('Data directory not specified!') + + self.input_shape = input_shape + self.num_classes = num_classes + self.vis = vis + self.datasets = [] + + for i, env in enumerate(self.ENVIRONMENTS): + if env != 'SVHN': + original_dataset_tr = self.DATASET_MAPPINGS[env](root, train=True, download=True) + original_dataset_te = self.DATASET_MAPPINGS[env](root, train=False, download=True) + images_tr, images_te = original_dataset_tr.data, original_dataset_te.data + labels_tr, labels_te = original_dataset_tr.targets, original_dataset_te.targets + else: + original_dataset_tr = self.DATASET_MAPPINGS[env](os.path.join(root, env), split='train', download=True) + original_dataset_te = self.DATASET_MAPPINGS[env](os.path.join(root, env), split='test', download=True) + images_tr, images_te = torch.from_numpy(original_dataset_tr.data), torch.from_numpy(original_dataset_te.data) + labels_tr, labels_te = torch.from_numpy(original_dataset_tr.labels), torch.from_numpy(original_dataset_te.labels) + + shuffle = torch.randperm(len(images_tr)) + images_tr, labels_tr = images_tr[shuffle], labels_tr[shuffle] + # split original train into train & val set + val_size = len(images_tr) // 3 + images_va, labels_va = images_tr[:val_size], labels_tr[:val_size] + images_tr, labels_tr = images_tr[val_size:], labels_tr[val_size:] + + if split == 'train': + images, labels = images_tr, labels_tr + img_max = 1000 + img_num_list = self.get_img_num_per_cls( + num_classes, img_max, hparams['imb_type_per_env'][i], hparams['imb_factor']) + elif split == 'val': + images, labels = images_va, labels_va + img_max = 800 + img_num_list = self.get_img_num_per_cls(num_classes, img_max, 'balanced', 1.) + else: + images, labels = images_te, labels_te + img_max = 800 + img_num_list = self.get_img_num_per_cls(num_classes, img_max, 'balanced', 1.) + + images, labels = self.gen_imbalanced_data(images, labels, img_num_list, env == 'SVHN') + self.datasets.append(self.digit_transform(images, labels, env)) + + def digit_transform(self, images, labels, dataset): + if dataset == 'MNIST': + images = torch.stack([images, images, images], dim=1) + elif dataset == 'MNIST-M': + images = images.permute(0, 3, 1, 2) + transform = transforms.Compose([ + transforms.ToPILImage(), + transforms.Resize((self.input_shape[1], self.input_shape[2])), + transforms.ToTensor()]) if dataset == 'SVHN' else \ + transforms.Compose([transforms.ToPILImage(), transforms.ToTensor()]) + + x = torch.zeros(len(images), *self.input_shape) + for i in range(len(images)): + x[i] = transform(images[i]) + y = labels.view(-1).long() + + if self.vis: + os.makedirs('vis_data', exist_ok=True) + save_image(self.collect_vis_data(x, labels), f"vis_data/digit_{dataset}.png", nrow=8) + + return TensorDataset(x, y) + + @staticmethod + def get_img_num_per_cls(cls_num, img_max, imb_type, imb_factor): + img_num_per_cls = [] + if 'exp' in imb_type: + for cls_idx in range(cls_num): + num = img_max * (imb_factor**(cls_idx / (cls_num - 1.))) + img_num_per_cls.append(int(num)) + elif 'step' in imb_type: + for cls_idx in range(cls_num // 2): + img_num_per_cls.append(int(img_max)) + for cls_idx in range(cls_num // 2): + img_num_per_cls.append(int(img_max * imb_factor)) + else: + img_num_per_cls.extend([int(img_max)] * cls_num) + if 'inv' in imb_type: + img_num_per_cls = img_num_per_cls[::-1] + return img_num_per_cls + + def gen_imbalanced_data(self, images, labels, img_num_per_cls, shift_class=False): + new_images, new_labels = [], [] + labels_np = np.array(labels, dtype=np.int64) + classes = np.unique(labels_np) + # if shift_class: + # classes = np.concatenate([classes[1:], classes[:1]], axis=0) + # np.random.shuffle(classes) + self.num_per_cls_dict = dict() + for the_class, the_img_num in zip(classes, img_num_per_cls): + self.num_per_cls_dict[the_class] = the_img_num + idx = np.where(labels_np == the_class)[0] + np.random.shuffle(idx) + select_idx = idx[:the_img_num] + new_images.append(images[select_idx, ...]) + new_labels.append(labels[select_idx]) + new_images = torch.vstack(new_images) + new_labels = torch.hstack(new_labels) + return new_images, new_labels + + def get_cls_num_list(self): + cls_num_list = [] + for i in range(self.num_classes): + cls_num_list.append(self.num_per_cls_dict[i]) + return cls_num_list + + def collect_vis_data(self, images, labels, num_per_cls=4): + new_images = [] + labels_np = np.array(labels, dtype=np.int64) + for class_idx in range(self.num_classes): + idx = np.where(labels_np == class_idx)[0] + new_images.append(images[idx[:num_per_cls], ...]) + new_images = torch.vstack(new_images) + return new_images + + +class SplitImageFolder(torch.utils.data.Dataset): + + def __init__(self, path, df, augment, split='train'): + self.df = df[df['split'] == split] + self.img_dir = path + self.split = split + self.augment = augment + self.transform = self.get_transform() + self.targets = self.df.label + self.classes = sorted(list(set([x.split('/')[1] for x in df.path]))) + + def __len__(self): + return len(self.df) + + def __getitem__(self, index): + index = index % len(self.df) + row = self.df.iloc[index] + img = Image.open(os.path.join(self.img_dir, row['path'])).convert('RGB') + img = self.transform(img) + y = row['label'].astype('int') + return img, y + + def get_transform(self): + if self.augment and self.split == 'train': + transform = transforms.Compose([ + # transforms.Resize((224, 224)), + transforms.RandomResizedCrop(224, scale=(0.7, 1.0)), + transforms.RandomHorizontalFlip(), + transforms.ColorJitter(0.3, 0.3, 0.3, 0.3), + transforms.RandomGrayscale(), + transforms.ToTensor(), + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + ]) + else: + transform = transforms.Compose([ + transforms.Resize((224, 224)), + transforms.ToTensor(), + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) + ]) + return transform + + +class MultipleEnvironmentImageFolder(MultipleDomainDataset): + def __init__(self, root, df, split, augment, hparams): + super().__init__() + environments = [f.name for f in os.scandir(root) if f.is_dir()] + environments = sorted(environments) + + self.datasets = [] + for i, environment in enumerate(environments): + df_env = df[df['env'] == environment] + env_dataset = SplitImageFolder(root, df_env, augment=augment, split=split) + self.datasets.append(env_dataset) + + self.input_shape = (3, 224, 224,) + self.num_classes = len(self.datasets[-1].classes) + + +class VLCS(MultipleEnvironmentImageFolder): + ENVIRONMENTS = ["C", "L", "S", "V"] + MANY_SHOT_THRES = 100 + FEW_SHOT_THRES = 20 + + def __init__(self, root, split, hparams): + self.dir = os.path.join(root, "VLCS") + self.df = pd.read_csv(os.path.join(self.dir, "VLCS.csv")) + super().__init__(self.dir, self.df, split, hparams['data_augmentation'], hparams) + + +class PACS(MultipleEnvironmentImageFolder): + ENVIRONMENTS = ["A", "C", "P", "S"] + MANY_SHOT_THRES = 100 + FEW_SHOT_THRES = 20 + + def __init__(self, root, split, hparams): + self.dir = os.path.join(root, "PACS") + self.df = pd.read_csv(os.path.join(self.dir, "PACS.csv")) + super().__init__(self.dir, self.df, split, hparams['data_augmentation'], hparams) + + +class DomainNet(MultipleEnvironmentImageFolder): + N_STEPS = 15001 + CHECKPOINT_FREQ = 300 + ENVIRONMENTS = ["clip", "info", "paint", "quick", "real", "sketch"] + MANY_SHOT_THRES = 100 + FEW_SHOT_THRES = 20 + + def __init__(self, root, split, hparams): + self.dir = os.path.join(root, "domain_net") + self.df = pd.read_csv(os.path.join(self.dir, "DomainNet.csv")) + super().__init__(self.dir, self.df, split, hparams['data_augmentation'], hparams) + + +class OfficeHome(MultipleEnvironmentImageFolder): + ENVIRONMENTS = ["A", "C", "P", "R"] + MANY_SHOT_THRES = 60 + FEW_SHOT_THRES = 20 + + def __init__(self, root, split, hparams): + self.dir = os.path.join(root, "office_home") + self.df = pd.read_csv(os.path.join(self.dir, "OfficeHome.csv")) + super().__init__(self.dir, self.df, split, hparams['data_augmentation'], hparams) + + +class TerraIncognita(MultipleEnvironmentImageFolder): + ENVIRONMENTS = ["L100", "L38", "L43", "L46"] + MANY_SHOT_THRES = 100 + FEW_SHOT_THRES = 25 + + def __init__(self, root, split, hparams): + self.dir = os.path.join(root, "terra_incognita") + self.df = pd.read_csv(os.path.join(self.dir, "TerraIncognita.csv")) + super().__init__(self.dir, self.df, split, hparams['data_augmentation'], hparams) diff --git a/mdlt/dataset/fast_dataloader.py b/mdlt/dataset/fast_dataloader.py new file mode 100644 index 0000000..f7b6c71 --- /dev/null +++ b/mdlt/dataset/fast_dataloader.py @@ -0,0 +1,73 @@ +import torch + + +class _InfiniteSampler(torch.utils.data.Sampler): + """Wraps another Sampler to yield an infinite stream.""" + def __init__(self, sampler): + self.sampler = sampler + + def __iter__(self): + while True: + for batch in self.sampler: + yield batch + + +class InfiniteDataLoader: + def __init__(self, dataset, weights, batch_size, num_workers): + super().__init__() + + if weights is not None: + sampler = torch.utils.data.WeightedRandomSampler( + weights, replacement=True, num_samples=batch_size) + else: + sampler = torch.utils.data.RandomSampler(dataset, replacement=True) + + if weights is None: + weights = torch.ones(len(dataset)) + + batch_sampler = torch.utils.data.BatchSampler( + sampler, + batch_size=batch_size, + drop_last=True) + + self._infinite_iterator = iter(torch.utils.data.DataLoader( + dataset, + num_workers=num_workers, + batch_sampler=_InfiniteSampler(batch_sampler) + )) + + def __iter__(self): + while True: + yield next(self._infinite_iterator) + + def __len__(self): + raise ValueError + + +class FastDataLoader: + """ + DataLoader wrapper with slightly improved speed by not respawning worker processes at every epoch + """ + def __init__(self, dataset, batch_size, num_workers): + super().__init__() + + batch_sampler = torch.utils.data.BatchSampler( + torch.utils.data.RandomSampler(dataset, replacement=False), + batch_size=batch_size, + drop_last=False + ) + + self._infinite_iterator = iter(torch.utils.data.DataLoader( + dataset, + num_workers=num_workers, + batch_sampler=_InfiniteSampler(batch_sampler) + )) + + self._length = len(batch_sampler) + + def __iter__(self): + for _ in range(len(self)): + yield next(self._infinite_iterator) + + def __len__(self): + return self._length diff --git a/mdlt/dataset/split/DomainNet.csv b/mdlt/dataset/split/DomainNet.csv new file mode 100644 index 0000000..c80f98f --- /dev/null +++ b/mdlt/dataset/split/DomainNet.csv @@ -0,0 +1,586576 @@ +env,label,path,split +clipart,0,clipart/The_Eiffel_Tower/clipart_309_000111.jpg,val +clipart,0,clipart/The_Eiffel_Tower/clipart_309_000049.jpg,train +clipart,0,clipart/The_Eiffel_Tower/clipart_309_000098.jpg,train 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args.imb_factor + ) + else: + records = reporting.get_grouped_records(records) + records = records.filter( + lambda r: r['dataset'] == args.dataset and + r['algorithm'] == args.algorithm + ) + selection_method = model_selection.ValMeanAccSelectionMethod + + assert len(records) == 1 + group = records[0] + print(f"(trial) seed: {group['seed']}") + sorted_hparams = selection_method.hparams_accs(group['records']) + # 'sorted_hparams' sorted by 'val_acc' + run_acc, best_hparam_records = sorted_hparams[0] + print(f"\t{run_acc}") + for r in best_hparam_records: + assert(r['hparams'] == best_hparam_records[0]['hparams']) + print("\t\thparams:") + for k, v in sorted(best_hparam_records[0]['hparams'].items()): + print('\t\t\t{}: {}'.format(k, v)) + print("\t\toutput_dirs:") + output_dir = best_hparam_records.select('args.output_dir').unique() + assert len(output_dir) == 1 + print(f"\t\t\t{output_dir[0]}") + return run_acc, best_hparam_records[0]['hparams'], output_dir[0] + + +def validate(algorithm, dataset): + algorithm.eval() + test_splits = [] + for env in dataset: + test_splits.append((env, None)) + + eval_loaders = [FastDataLoader( + dataset=env, + batch_size=64, + num_workers=dataset.N_WORKERS) + for env, _ in test_splits + ] + eval_weights = [None for _, weights in test_splits] + eval_loader_names = [f'env{i}_test' for i in range(len(test_splits))] + + evals = zip(eval_loader_names, eval_loaders, eval_weights) + class_acc_output = collections.defaultdict(list) + env_acc_output = {} + for name, loader, weights in sorted(evals, key=lambda x: x[0]): + acc, shot_acc, class_acc = misc.accuracy( + algorithm, loader, weights, [], many_shot_thr=100, few_shot_thr=20, device=device, class_shot_acc=True) + if 'test' in name: + class_acc_output[name.split('_')[0]] = list(class_acc) + env_acc_output[name.split('_')[0]] = acc + + print("\nTest accuracy (best validation checkpoint):") + print(f"\tmean:\t[{np.mean(list(env_acc_output.values())):.3f}]\n\tworst:\t[{min(env_acc_output.values()):.3f}]") + print("Class-wise accuracy:") + for env in sorted(class_acc_output): + print('\t[{}] overall {:.3f}, class-wise {}'.format( + env, env_acc_output[env], (np.array2string( + np.array(class_acc_output[env]), separator=', ', formatter={'float_kind': lambda x: "%.3f" % x})))) + + +def parse_args(): + parser = argparse.ArgumentParser(description='Evaluation using best hparams given a (algo, dataset, seed) pair') + # related args + parser.add_argument('--dataset', type=str, default="PACS", choices=datasets.DATASETS) + parser.add_argument('--algorithm', type=str, default="ERM", choices=algorithms.ALGORITHMS) + parser.add_argument('--folder_name', type=str) + # imbalance related + parser.add_argument('--imb_type', type=str, default="eee") + parser.add_argument('--imb_factor', type=float, default=0.1) + # others + parser.add_argument('--data_dir', type=str, default="./data") + parser.add_argument('--output_dir', type=str, default="./output") + parser.add_argument('--seed', type=int, default=0) + args = parser.parse_args() + return args + + +if __name__ == "__main__": + """Example usage: + python -u -m mdlt.evaluate.eval_best_hparam --algorithm ERM --dataset VLCS \ + --data_dir ... --output_dir ... --folder_name ... + """ + args = parse_args() + run_acc, hparams, input_dir = load_records() + + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + device = "cuda" if torch.cuda.is_available() else "cpu" + + if args.dataset in vars(datasets): + dataset = vars(datasets)[args.dataset](args.data_dir, 'test', hparams) + else: + raise NotImplementedError + + algorithm_class = algorithms.get_algorithm_class(args.algorithm) + algorithm = algorithm_class(dataset.input_shape, dataset.num_classes, len(dataset), hparams) + + checkpoint_path = join(input_dir, 'model.best.pkl') + assert os.path.isfile(checkpoint_path), f"No checkpoint found at '{checkpoint_path}'!" + checkpoint = torch.load(checkpoint_path) + algorithm.load_state_dict(checkpoint['model_dict'], strict=False) + algorithm.to(device) + print(f"===> Loaded checkpoint '{checkpoint_path}'") + + validate(algorithm, dataset) diff --git a/mdlt/evaluate/eval_checkpoint.py b/mdlt/evaluate/eval_checkpoint.py new file mode 100644 index 0000000..161567b --- /dev/null +++ b/mdlt/evaluate/eval_checkpoint.py @@ -0,0 +1,80 @@ +import argparse +import collections +import os +import numpy as np +import torch.utils.data + +from mdlt.dataset import datasets +from mdlt.hparams_registry import default_hparams +from mdlt.learning import algorithms +from mdlt.utils import misc +from mdlt.dataset.fast_dataloader import FastDataLoader + + +def validate(algorithm, dataset): + algorithm.eval() + test_splits = [] + for env in dataset: + test_splits.append((env, None)) + + eval_loaders = [FastDataLoader( + dataset=env, + batch_size=64, + num_workers=dataset.N_WORKERS) + for env, _ in test_splits + ] + eval_weights = [None for _, weights in test_splits] + eval_loader_names = [f'env{i}_test' for i in range(len(test_splits))] + + evals = zip(eval_loader_names, eval_loaders, eval_weights) + class_acc_output = collections.defaultdict(list) + env_acc_output = {} + for name, loader, weights in sorted(evals, key=lambda x: x[0]): + acc, shot_acc, class_acc = misc.accuracy( + algorithm, loader, weights, [], many_shot_thr=100, few_shot_thr=20, device=device, class_shot_acc=True) + class_acc_output[name.split('_')[0]] = list(class_acc) + env_acc_output[name.split('_')[0]] = acc + + print("\nTest accuracy:") + print(f"\tmean:\t[{np.mean(list(env_acc_output.values())):.3f}]\n\tworst:\t[{min(env_acc_output.values()):.3f}]") + print("Per-Env accuracy:") + for env in sorted(class_acc_output): + print(f'\t{env}:\t[{env_acc_output[env]:.3f}]') + + +def parse_args(): + parser = argparse.ArgumentParser(description='Evaluation using a given checkpoint') + parser.add_argument('--dataset', type=str, default="PACS", choices=datasets.DATASETS) + parser.add_argument('--algorithm', type=str, default="BoDA", choices=algorithms.ALGORITHMS) + parser.add_argument('--checkpoint', type=str) + parser.add_argument('--data_dir', type=str, default="./data") + args = parser.parse_args() + return args + + +if __name__ == "__main__": + """Example usage: + python -u -m mdlt.evaluate.eval_checkpoint --algorithm ERM --dataset VLCS --data_dir ... --checkpoint ... + """ + args = parse_args() + + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + device = "cuda" if torch.cuda.is_available() else "cpu" + hparams = default_hparams(args.algorithm, args.dataset) + + if args.dataset in vars(datasets): + dataset = vars(datasets)[args.dataset](args.data_dir, 'test', hparams) + else: + raise NotImplementedError + + algorithm_class = algorithms.get_algorithm_class(args.algorithm) + algorithm = algorithm_class(dataset.input_shape, dataset.num_classes, len(dataset), hparams) + + assert os.path.isfile(args.checkpoint), f"No checkpoint found at '{args.checkpoint}'!" + checkpoint = torch.load(args.checkpoint) + algorithm.load_state_dict(checkpoint['model_dict'], strict=False) + algorithm.to(device) + print(f"===> Loaded checkpoint '{args.checkpoint}'") + + validate(algorithm, dataset) diff --git a/mdlt/hparams_registry.py b/mdlt/hparams_registry.py new file mode 100644 index 0000000..ea83581 --- /dev/null +++ b/mdlt/hparams_registry.py @@ -0,0 +1,169 @@ +import numpy as np +from mdlt.utils import misc + + +def _define_hparam(hparams, hparam_name, default_val, random_val_fn): + hparams[hparam_name] = (hparams, hparam_name, default_val, random_val_fn) + + +def _hparams(algorithm, dataset, random_seed): + """ + Global registry of hyperparams. Each entry is a (default, random) tuple. + New algorithms / networks / etc. should add entries here. + """ + SMALL_IMAGES = ['Debug28', 'ImbalancedColoredMNIST', 'ImbalancedRotatedMNIST', 'ImbalancedDigits'] + + hparams = {} + + def _hparam(name, default_val, random_val_fn): + """Define a hyperparameter. random_val_fn takes a RandomState and + returns a random hyperparameter value.""" + assert name not in hparams + random_state = np.random.RandomState( + misc.seed_hash(random_seed, name) + ) + hparams[name] = (default_val, random_val_fn(random_state)) + + # Unconditional hparam definitions + + _hparam('data_augmentation', True, lambda r: True) + _hparam('resnet18', False, lambda r: False) + _hparam('resnet_dropout', 0., lambda r: r.choice([0., 0.1, 0.5])) + # nonlinear classifiers disabled + _hparam('nonlinear_classifier', False, lambda r: bool(r.choice([False, False]))) + + if algorithm in ['ReSamp', 'CRT']: + _hparam('class_balanced', True, lambda r: True) + else: + _hparam('class_balanced', False, lambda r: False) + + # Algorithm-specific hparam definitions + # Each block of code below corresponds to exactly one algorithm + + if 'BoDA' in algorithm: + if dataset == 'DomainNet': + _hparam('boda_start_step', 3000, lambda r: int(1000 * r.choice(range(2, 6)))) + _hparam('feat_update_freq', 2000, lambda r: int(10 * r.uniform(150, 300))) + else: + _hparam('boda_start_step', 500, lambda r: int(100 * r.choice(range(3, 7)))) + _hparam('feat_update_freq', 120, lambda r: int(r.uniform(100, 150))) + _hparam('nu', 0.5, lambda r: 10**r.uniform(-0.5, 0)) + _hparam('boda_weight', .1, lambda r: 10**r.uniform(-2, -0.5)) + _hparam('temperature', 1., lambda r: 10**r.uniform(-1, 0.5)) + _hparam('macro_weight', 1., lambda r: 10**r.uniform(-1, 1)) + _hparam('momentum', .2, lambda r: r.uniform(0, 0.4)) + + elif algorithm == 'CBLoss': + _hparam('beta', 0.9999, lambda r: 1 - 10**r.uniform(-5, -2)) + + elif algorithm == 'Focal': + _hparam('gamma', 1, lambda r: 0.5 * 10**r.uniform(0, 1)) + + elif algorithm == 'LDAM': + _hparam('max_m', 0.5, lambda r: 10**r.uniform(-1, -0.1)) + _hparam('scale', 30., lambda r: r.choice([10., 30.])) + + elif 'DANN' in algorithm: + _hparam('lambda', 1.0, lambda r: 10**r.uniform(-2, 2)) + _hparam('weight_decay_d', 0., lambda r: 10**r.uniform(-6, -2)) + _hparam('d_steps_per_g_step', 1, lambda r: int(2**r.uniform(0, 3))) + _hparam('grad_penalty', 0., lambda r: 10**r.uniform(-2, 1)) + _hparam('beta1', 0.5, lambda r: r.choice([0., 0.5])) + _hparam('mlp_width', 256, lambda r: int(2 ** r.uniform(6, 10))) + _hparam('mlp_depth', 3, lambda r: int(r.choice([3, 4, 5]))) + _hparam('mlp_dropout', 0., lambda r: r.choice([0., 0.1, 0.5])) + + elif algorithm == 'Fish': + _hparam('meta_lr', 0.5, lambda r: r.choice([0.05, 0.1, 0.5])) + + elif algorithm == "SagNet": + _hparam('sag_w_adv', 0.1, lambda r: 10**r.uniform(-2, 1)) + + elif algorithm == "IRM": + _hparam('irm_lambda', 1e2, lambda r: 10**r.uniform(-1, 5)) + _hparam('irm_penalty_anneal_iters', 500, lambda r: int(10**r.uniform(0, 4))) + + elif "Mixup" in algorithm: + _hparam('mixup_alpha', 0.2, lambda r: 10**r.uniform(-1, -1)) + + elif "GroupDRO" in algorithm: + _hparam('groupdro_eta', 1e-2, lambda r: 10**r.uniform(-3, -1)) + + elif algorithm in ["MMD", "CORAL"]: + _hparam('mmd_gamma', 1., lambda r: 10**r.uniform(-1, 1)) + + elif algorithm == "MLDG": + _hparam('mldg_beta', 1., lambda r: 10**r.uniform(-1, 1)) + + elif algorithm == "MTL": + _hparam('mtl_ema', .99, lambda r: r.choice([0.5, 0.9, 0.99, 1.])) + + # Dataset-and-algorithm-specific hparam definitions + # Each block of code below corresponds to exactly one hparam. Avoid nested conditionals + + if dataset in SMALL_IMAGES: + _hparam('lr', 1e-3, lambda r: 10**r.uniform(-4.5, -2.5)) + else: + _hparam('lr', 5e-5, lambda r: 10**r.uniform(-5, -3.5)) + + if dataset in SMALL_IMAGES: + _hparam('weight_decay', 0., lambda r: 0.) + else: + _hparam('weight_decay', 0., lambda r: 10**r.uniform(-6, -3)) + + if dataset in SMALL_IMAGES: + _hparam('batch_size', 64, lambda r: int(2**r.uniform(3, 9))) + elif dataset == 'DomainNet': + _hparam('batch_size', 32, lambda r: 32) + else: + _hparam('batch_size', 24, lambda r: 24) + + if 'DANN' in algorithm and dataset in SMALL_IMAGES: + _hparam('lr_g', 1e-3, lambda r: 10**r.uniform(-4.5, -2.5)) + elif 'DANN' in algorithm: + _hparam('lr_g', 5e-5, lambda r: 10**r.uniform(-5, -3.5)) + + if 'DANN' in algorithm and dataset in SMALL_IMAGES: + _hparam('lr_d', 1e-3, lambda r: 10**r.uniform(-4.5, -2.5)) + elif 'DANN' in algorithm: + _hparam('lr_d', 5e-5, lambda r: 10**r.uniform(-5, -3.5)) + + if 'DANN' in algorithm and dataset in SMALL_IMAGES: + _hparam('weight_decay_g', 0., lambda r: 0.) + elif 'DANN' in algorithm: + _hparam('weight_decay_g', 0., lambda r: 10**r.uniform(-6, -2)) + + if 'CRT' in algorithm: + _hparam('stage1_model', 'model.best.pkl', lambda r: 'model.best.pkl') + + # Imbalanced dataset(-and-algorithm)-specific hparam definitions + # Each block of code below corresponds to one specific imbalanced dataset + + if dataset == 'ImbalancedColoredMNIST': + _hparam('imb_type_per_env', + ['balance', 'balance', 'balance', 'balance'], + lambda r: ['balance', 'balance', 'balance', 'balance']) + _hparam('imb_factor', 0.1, lambda r: 0.1) + _hparam('rand_seed', 0, lambda r: 0) + + if dataset == 'ImbalancedRotatedMNIST': + _hparam('imb_type_per_env', + ['balance', 'balance', 'balance', 'balance', 'balance', 'balance'], + lambda r: ['balance', 'balance', 'balance', 'balance', 'balance', 'balance']) + _hparam('imb_factor', 0.1, lambda r: 0.1) + _hparam('rand_seed', 0, lambda r: 0) + + if dataset == 'ImbalancedDigits': + _hparam('imb_type_per_env', ['balance', 'balance', 'balance'], lambda r: ['balance', 'balance', 'balance']) + _hparam('imb_factor', 0.1, lambda r: 0.1) + _hparam('rand_seed', 0, lambda r: 0) + + return hparams + + +def default_hparams(algorithm, dataset): + return {a: b for a, (b, c) in _hparams(algorithm, dataset, 0).items()} + + +def random_hparams(algorithm, dataset, seed): + return {a: c for a, (b, c) in _hparams(algorithm, dataset, seed).items()} diff --git a/mdlt/learning/algorithms.py b/mdlt/learning/algorithms.py new file mode 100644 index 0000000..8bbfe60 --- /dev/null +++ b/mdlt/learning/algorithms.py @@ -0,0 +1,972 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.autograd as autograd +import copy +import numpy as np + +from mdlt.models import networks +from mdlt.utils.misc import count_samples_per_class, random_pairs_of_minibatches, ParamDict + + +ALGORITHMS = [ + 'ERM', + 'IRM', + 'GroupDRO', + 'Mixup', + 'MLDG', + 'CORAL', + 'MMD', + 'DANN', + 'CDANN', + 'MTL', + 'SagNet', + 'Fish', + 'ReSamp', + 'ReWeight', + 'SqrtReWeight', + 'CBLoss', + 'Focal', + 'LDAM', + 'BSoftmax', + 'CRT', + 'BoDA' +] + + +def get_algorithm_class(algorithm_name): + """Return the algorithm class with the given name.""" + if algorithm_name not in globals(): + raise NotImplementedError("Algorithm not found: {}".format(algorithm_name)) + return globals()[algorithm_name] + + +class Algorithm(torch.nn.Module): + """ + A subclass of Algorithm implements a domain generalization algorithm. + Subclasses should implement the following: + - update() + - return_feats() + - predict() + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(Algorithm, self).__init__() + self.hparams = hparams + + def update(self, minibatches, env_feats=None): + """ + Perform one update step, given a list of (x, y) tuples for all envs. + Admits an optional dict of features from each training domains. + """ + raise NotImplementedError + + def return_feats(self, x): + raise NotImplementedError + + def predict(self, x): + raise NotImplementedError + + +class ERM(Algorithm): + """Empirical Risk Minimization (ERM)""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(ERM, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + + self.featurizer = networks.Featurizer(input_shape, self.hparams) + self.classifier = networks.Classifier( + self.featurizer.n_outputs, + num_classes, + self.hparams['nonlinear_classifier']) + + self.network = nn.Sequential(self.featurizer, self.classifier) + self.optimizer = torch.optim.Adam( + self.network.parameters(), + lr=self.hparams["lr"], + weight_decay=self.hparams['weight_decay'] + ) + + def update(self, minibatches, env_feats=None): + all_x = torch.cat([x for x, y in minibatches]) + all_y = torch.cat([y for x, y in minibatches]) + loss = F.cross_entropy(self.predict(all_x), all_y) + + self.optimizer.zero_grad() + loss.backward() + self.optimizer.step() + + return {'loss': loss.item()} + + def return_feats(self, x): + return self.featurizer(x) + + def predict(self, x): + return self.network(x) + + +class ReSamp(ERM): + """Naive resample, with no changes to ERM, but enable balanced sampling in hparams""" + + +class ReWeight(ERM): + """Naive inverse re-weighting""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(ReWeight, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.weights_per_env = {} + for i, env in enumerate(sorted(env_labels)): + labels = env_labels[env] + per_cls_weights = 1 / np.array(count_samples_per_class(labels, num_classes)) + per_cls_weights = per_cls_weights / np.sum(per_cls_weights) * num_classes + self.weights_per_env[i] = torch.FloatTensor(per_cls_weights) + + def update(self, minibatches, env_feats=None): + device = "cuda" if minibatches[0][0].is_cuda else "cpu" + loss = 0 + for env, (x, y) in enumerate(minibatches): + loss += F.cross_entropy(self.predict(x), y, weight=self.weights_per_env[env].to(device)) + loss /= len(minibatches) + + self.optimizer.zero_grad() + loss.backward() + self.optimizer.step() + + return {'loss': loss.item()} + + +class SqrtReWeight(ReWeight): + """Square-root inverse re-weighting""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(SqrtReWeight, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.weights_per_env = {} + for i, env in enumerate(sorted(env_labels)): + labels = env_labels[env] + per_cls_weights = 1 / np.sqrt(np.array(count_samples_per_class(labels, num_classes))) + per_cls_weights = per_cls_weights / np.sum(per_cls_weights) * num_classes + self.weights_per_env[i] = torch.FloatTensor(per_cls_weights) + + +class CBLoss(ReWeight): + """Class-balanced loss, https://arxiv.org/pdf/1901.05555.pdf""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(CBLoss, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.weights_per_env = {} + for i, env in enumerate(sorted(env_labels)): + labels = env_labels[env] + effective_num = 1. - np.power(self.hparams["beta"], count_samples_per_class(labels, num_classes)) + effective_num = np.array(effective_num) + effective_num[effective_num == 1] = np.inf + per_cls_weights = (1. - self.hparams["beta"]) / effective_num + per_cls_weights = per_cls_weights / np.sum(per_cls_weights) * num_classes + self.weights_per_env[i] = torch.FloatTensor(per_cls_weights) + + +class Focal(ERM): + """Focal loss, https://arxiv.org/abs/1708.02002""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(Focal, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + + @staticmethod + def focal_loss(input_values, gamma): + p = torch.exp(-input_values) + loss = (1 - p) ** gamma * input_values + return loss.mean() + + def update(self, minibatches, env_feats=None): + all_x = torch.cat([x for x, y in minibatches]) + all_y = torch.cat([y for x, y in minibatches]) + loss = self.focal_loss(F.cross_entropy(self.predict(all_x), all_y, reduction='none'), self.hparams["gamma"]) + + self.optimizer.zero_grad() + loss.backward() + self.optimizer.step() + + return {'loss': loss.item()} + + +class LDAM(ERM): + """LDAM loss, https://arxiv.org/abs/1906.07413""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(LDAM, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.m_list = {} + for i, env in enumerate(sorted(env_labels)): + labels = env_labels[env] + m_list = 1. / np.sqrt(np.sqrt(np.array(count_samples_per_class(labels, num_classes)))) + m_list = m_list * (self.hparams["max_m"] / np.max(m_list)) + self.m_list[i] = torch.FloatTensor(m_list) + + def update(self, minibatches, env_feats=None): + device = "cuda" if minibatches[0][0].is_cuda else "cpu" + loss = 0 + for env, (x, y) in enumerate(minibatches): + x = self.predict(x) + index = torch.zeros_like(x, dtype=torch.uint8) + index.scatter_(1, y.data.view(-1, 1), 1) + index_float = index.type(torch.FloatTensor) + batch_m = torch.matmul(self.m_list[env][None, :].to(device), index_float.transpose(0, 1).to(device)) + batch_m = batch_m.view((-1, 1)) + x_m = x - batch_m + output = torch.where(index, x_m, x) + loss += F.cross_entropy(self.hparams["scale"] * output, y) + loss /= len(minibatches) + + self.optimizer.zero_grad() + loss.backward() + self.optimizer.step() + + return {'loss': loss.item()} + + +class BSoftmax(ERM): + """Balanced softmax, https://arxiv.org/abs/2007.10740""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(BSoftmax, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.n_samples_per_env = {} + for i, env in enumerate(sorted(env_labels)): + labels = env_labels[env] + n_samples_per_cls = np.array(count_samples_per_class(labels, num_classes)) + n_samples_per_cls[n_samples_per_cls == np.inf] = 1 + self.n_samples_per_env[i] = torch.FloatTensor(n_samples_per_cls) + + def update(self, minibatches, env_feats=None): + loss = 0 + for env, (x, y) in enumerate(minibatches): + x = self.predict(x) + spc = self.n_samples_per_env[env].type_as(x) + spc = spc.unsqueeze(0).expand(x.shape[0], -1) + x = x + spc.log() + loss += F.cross_entropy(input=x, target=y) + loss /= len(minibatches) + + self.optimizer.zero_grad() + loss.backward() + self.optimizer.step() + + return {'loss': loss.item()} + + +class CRT(ERM): + """Classifier re-training with balanced sampling during the second earning stage""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(CRT, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + # fix stage 1 trained featurizer + for name, param in self.featurizer.named_parameters(): + param.requires_grad = False + # only optimize the classifier + self.optimizer = torch.optim.Adam( + self.classifier.parameters(), + lr=self.hparams["lr"], + weight_decay=self.hparams['weight_decay'] + ) + + +class BoDA(ERM): + """BoDA: balanced domain-class distribution alignment""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(BoDA, self).__init__(input_shape, num_classes, num_domains, hparams) + + self.train_feats = None + self.train_labels = None + self.steps = 0 + self.nu = hparams["nu"] + self.momentum = hparams["momentum"] + self.temperature = hparams["temperature"] + self.boda_start_step = hparams["boda_start_step"] + self.feat_update_freq = hparams["feat_update_freq"] + + # 'env_labels' can be None in evaluation, but not in training + if env_labels is not None: + # number of samples per domain-class pair + self.n_samples_table = torch.tensor([ + count_samples_per_class(env_labels[env], num_classes) for env in sorted(env_labels)]) + + self.centroid_classes = torch.tensor(np.hstack([np.unique(env_labels[env]) for env in sorted(env_labels)])) + self.centroid_envs = torch.tensor(np.hstack([ + i * np.ones_like(np.unique(env_labels[env])) for i, env in enumerate(sorted(env_labels))])) + + self.register_buffer('train_centroids', torch.zeros(self.centroid_classes.size(0), self.featurizer.n_outputs)) + + @staticmethod + def pairwise_dist(x, y): + return torch.cdist(x, y) + + @staticmethod + def macro_alignment_loss(x, y): + mean_x = x.mean(0, keepdim=True) + mean_y = y.mean(0, keepdim=True) + cent_x = x - mean_x + cent_y = y - mean_y + cova_x = (cent_x.t() @ cent_x) / (len(x) - 1) + cova_y = (cent_y.t() @ cent_y) / (len(y) - 1) + + mean_diff = (mean_x - mean_y).pow(2).mean() + cova_diff = (cova_x - cova_y).pow(2).mean() + return mean_diff + cova_diff + + def update_feature_stats(self, env_feats): + if self.steps == 0 or self.steps % self.feat_update_freq != 0: + return + + train_feats = [torch.stack(x, dim=0) for x in env_feats['feats'].values()] + train_labels = [torch.stack(x, dim=0) for x in env_feats['labels'].values()] + + curr_centroids = torch.empty((0, self.train_centroids.size(-1))).to(train_feats[0].device) + for env in range(len(train_feats)): + curr_centroids = torch.cat(( + curr_centroids, + torch.stack([train_feats[env][torch.where(train_labels[env] == c)[0]].mean(0) + for c in torch.unique(train_labels[env])]) + )) + factor = 0 if self.steps == self.feat_update_freq else self.momentum + self.train_centroids = \ + (1 - factor) * curr_centroids.to(self.train_centroids.device) + factor * self.train_centroids + + def update(self, minibatches, env_feats=None): + self.update_feature_stats(env_feats) + + n_envs = len(minibatches) + all_y = torch.cat([y for _, y in minibatches]) + all_envs = torch.cat([env * torch.ones_like(y) for env, (_, y) in enumerate(minibatches)]) + features = [self.featurizer(xi) for xi, _ in minibatches] + classifiers = [self.classifier(fi) for fi in features] + targets = [yi for _, yi in minibatches] + + # cross-entropy loss + loss_x = 0 + for i in range(n_envs): + loss_x += F.cross_entropy(classifiers[i], targets[i]) + loss_x /= n_envs + + # BoDA loss + if self.steps >= self.boda_start_step: + pairwise_dist = -1 * self.pairwise_dist(self.train_centroids, torch.cat(features)) + # balanced distance + n_per_sample = self.n_samples_table[all_envs.long(), all_y.long()] + logits = torch.div(pairwise_dist, n_per_sample.to(pairwise_dist.device)) + # calibrated distance + n_samples_numerator = self.n_samples_table[self.centroid_envs.long(), self.centroid_classes.long()] + n_samples_denominator = self.n_samples_table[all_envs.long(), all_y.long()] + size_h, size_w = n_samples_numerator.size(0), n_samples_denominator.size(0) + cal_weights = (n_samples_numerator.unsqueeze(1).expand(-1, size_w) / + n_samples_denominator.unsqueeze(0).expand(size_h, -1)) ** self.nu + logits *= cal_weights.to(logits.device) + logits = torch.div(logits, self.temperature) + mask_same_d_c = torch.eq( + self.centroid_classes.contiguous().view(-1, 1).to(all_y.device), all_y.contiguous().view(-1, 1).T).float() * torch.eq( + self.centroid_envs.contiguous().view(-1, 1).to(all_envs.device), all_envs.contiguous().view(-1, 1).T).float() + log_prob = logits - torch.log((torch.exp(logits) * (1 - mask_same_d_c)).sum(0, keepdim=True)) + # compute mean of log-likelihood over positive + mask_cls = torch.eq(self.centroid_classes.contiguous().view(-1, 1).to(all_y.device), + all_y.contiguous().view(-1, 1).T).float() + mask_env = torch.eq(self.centroid_envs.contiguous().view(-1, 1).to(all_envs.device), + all_envs.contiguous().view(-1, 1).T).float() + mask = mask_cls * (1 - mask_env) + log_prob_pos = log_prob * mask + loss_b = - log_prob_pos.sum() / mask.sum() + + # macro alignment loss + # during warm-up stage, helps BoDA loss converge + # in MDLT, brings marginal improvement to BoDA; in DG, helps improve performance + # to remove, simply set "macro_weight=0" in hparams_registry + penalty = 0 + for i in range(n_envs): + for j in range(i + 1, n_envs): + penalty += self.macro_alignment_loss(features[i], features[j]) + if n_envs > 1: + penalty /= (n_envs * (n_envs - 1) / 2) + + self.optimizer.zero_grad() + loss = loss_x + self.hparams['macro_weight'] * penalty + if self.steps >= self.boda_start_step: + loss += self.hparams['boda_weight'] * loss_b + loss.backward() + self.optimizer.step() + self.steps += 1 + assert not (np.isnan(loss.item()) or loss.item() > 1e5), f"Loss explosion: {loss.item()}" + + if torch.is_tensor(penalty): + penalty = penalty.item() + + if self.steps > self.boda_start_step: + return {'loss': loss_x.item(), 'boda_loss': loss_b.item(), 'penalty': penalty} + else: + return {'loss': loss_x.item(), 'penalty': penalty} + + +class Fish(Algorithm): + """Gradient Matching for Domain Generalization, Shi et al. 2021.""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(Fish, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.input_shape = input_shape + self.num_classes = num_classes + + self.network = networks.WholeFish(input_shape, num_classes, hparams) + self.optimizer = torch.optim.Adam( + self.network.parameters(), + lr=self.hparams["lr"], + weight_decay=self.hparams['weight_decay'] + ) + self.optimizer_inner_state = None + + def create_clone(self, device): + self.network_inner = networks.WholeFish(self.input_shape, self.num_classes, self.hparams, + weights=self.network.state_dict()).to(device) + self.optimizer_inner = torch.optim.Adam( + self.network_inner.parameters(), + lr=self.hparams["lr"], + weight_decay=self.hparams['weight_decay'] + ) + if self.optimizer_inner_state is not None: + self.optimizer_inner.load_state_dict(self.optimizer_inner_state) + + @staticmethod + def fish(meta_weights, inner_weights, lr_meta): + meta_weights = ParamDict(meta_weights) + inner_weights = ParamDict(inner_weights) + meta_weights += lr_meta * (inner_weights - meta_weights) + return meta_weights + + def update(self, minibatches, env_feats=None): + self.create_clone(minibatches[0][0].device) + + for x, y in minibatches: + loss = F.cross_entropy(self.network_inner(x), y) + self.optimizer_inner.zero_grad() + loss.backward() + self.optimizer_inner.step() + + self.optimizer_inner_state = self.optimizer_inner.state_dict() + meta_weights = self.fish( + meta_weights=self.network.state_dict(), + inner_weights=self.network_inner.state_dict(), + lr_meta=self.hparams["meta_lr"] + ) + self.network.reset_weights(meta_weights) + + return {'loss': loss.item()} + + def predict(self, x): + return self.network(x) + + +class AbstractDANN(Algorithm): + """Domain-Adversarial Neural Networks (abstract class)""" + def __init__(self, input_shape, num_classes, num_domains, hparams, conditional, class_balance): + super(AbstractDANN, self).__init__(input_shape, num_classes, num_domains, hparams) + + self.register_buffer('update_count', torch.tensor([0])) + self.conditional = conditional + self.class_balance = class_balance + + self.featurizer = networks.Featurizer(input_shape, self.hparams) + self.classifier = networks.Classifier( + self.featurizer.n_outputs, + num_classes, + self.hparams['nonlinear_classifier']) + self.discriminator = networks.MLP(self.featurizer.n_outputs, num_domains, self.hparams) + self.class_embeddings = nn.Embedding(num_classes, self.featurizer.n_outputs) + + # optimizers + self.disc_opt = torch.optim.Adam( + (list(self.discriminator.parameters()) + list(self.class_embeddings.parameters())), + lr=self.hparams["lr_d"], + weight_decay=self.hparams['weight_decay_d'], + betas=(self.hparams['beta1'], 0.9)) + + self.gen_opt = torch.optim.Adam( + (list(self.featurizer.parameters()) + list(self.classifier.parameters())), + lr=self.hparams["lr_g"], + weight_decay=self.hparams['weight_decay_g'], + betas=(self.hparams['beta1'], 0.9)) + + def update(self, minibatches, env_feats=None): + device = "cuda" if minibatches[0][0].is_cuda else "cpu" + self.update_count += 1 + all_x = torch.cat([x for x, y in minibatches]) + all_y = torch.cat([y for x, y in minibatches]) + all_z = self.featurizer(all_x) + if self.conditional: + disc_input = all_z + self.class_embeddings(all_y) + else: + disc_input = all_z + disc_out = self.discriminator(disc_input) + disc_labels = torch.cat([ + torch.full((x.shape[0], ), i, dtype=torch.int64, device=device) + for i, (x, y) in enumerate(minibatches) + ]) + + if self.class_balance: + y_counts = F.one_hot(all_y).sum(dim=0) + weights = 1. / (y_counts[all_y] * y_counts.shape[0]).float() + disc_loss = F.cross_entropy(disc_out, disc_labels, reduction='none') + disc_loss = (weights * disc_loss).sum() + else: + disc_loss = F.cross_entropy(disc_out, disc_labels) + + disc_softmax = F.softmax(disc_out, dim=1) + input_grad = autograd.grad(disc_softmax[:, disc_labels].sum(), + [disc_input], create_graph=True)[0] + grad_penalty = (input_grad**2).sum(dim=1).mean(dim=0) + disc_loss += self.hparams['grad_penalty'] * grad_penalty + + d_steps_per_g = self.hparams['d_steps_per_g_step'] + if self.update_count.item() % (1+d_steps_per_g) < d_steps_per_g: + self.disc_opt.zero_grad() + disc_loss.backward() + self.disc_opt.step() + return {'disc_loss': disc_loss.item()} + else: + all_preds = self.classifier(all_z) + classifier_loss = F.cross_entropy(all_preds, all_y) + gen_loss = classifier_loss + (self.hparams['lambda'] * -disc_loss) + self.disc_opt.zero_grad() + self.gen_opt.zero_grad() + gen_loss.backward() + self.gen_opt.step() + return {'gen_loss': gen_loss.item()} + + def return_feats(self, x): + return self.featurizer(x) + + def predict(self, x): + return self.classifier(self.featurizer(x)) + + +class DANN(AbstractDANN): + """Unconditional DANN""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(DANN, self).__init__( + input_shape, num_classes, num_domains, hparams, conditional=False, class_balance=False) + + +class CDANN(AbstractDANN): + """Conditional DANN""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(CDANN, self).__init__( + input_shape, num_classes, num_domains, hparams, conditional=True, class_balance=True) + + +class IRM(ERM): + """Invariant Risk Minimization""" + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(IRM, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.register_buffer('update_count', torch.tensor([0])) + + @staticmethod + def _irm_penalty(logits, y): + device = "cuda" if logits[0][0].is_cuda else "cpu" + scale = torch.tensor(1.).to(device).requires_grad_() + loss_1 = F.cross_entropy(logits[::2] * scale, y[::2]) + loss_2 = F.cross_entropy(logits[1::2] * scale, y[1::2]) + grad_1 = autograd.grad(loss_1, [scale], create_graph=True)[0] + grad_2 = autograd.grad(loss_2, [scale], create_graph=True)[0] + result = torch.sum(grad_1 * grad_2) + return result + + def update(self, minibatches, env_feats=None): + device = "cuda" if minibatches[0][0].is_cuda else "cpu" + penalty_weight = (self.hparams['irm_lambda'] if self.update_count + >= self.hparams['irm_penalty_anneal_iters'] else + 1.0) + nll = 0. + penalty = 0. + + all_x = torch.cat([x for x, y in minibatches]) + all_logits = self.network(all_x) + all_logits_idx = 0 + for i, (x, y) in enumerate(minibatches): + logits = all_logits[all_logits_idx:all_logits_idx + x.shape[0]] + all_logits_idx += x.shape[0] + nll += F.cross_entropy(logits, y) + penalty += self._irm_penalty(logits, y) + nll /= len(minibatches) + penalty /= len(minibatches) + loss = nll + (penalty_weight * penalty) + + if self.update_count == self.hparams['irm_penalty_anneal_iters']: + # Reset Adam, because it doesn't like the sharp jump in gradient + # magnitudes that happens at this step. + self.optimizer = torch.optim.Adam( + self.network.parameters(), + lr=self.hparams["lr"], + weight_decay=self.hparams['weight_decay']) + + self.optimizer.zero_grad() + loss.backward() + self.optimizer.step() + + self.update_count += 1 + return {'loss': loss.item(), 'nll': nll.item(), 'penalty': penalty.item()} + + +class Mixup(ERM): + """ + Mixup of minibatches from different domains + https://arxiv.org/pdf/2001.00677.pdf + https://arxiv.org/pdf/1912.01805.pdf + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(Mixup, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + + def update(self, minibatches, env_feats=None): + objective = 0 + + for (xi, yi), (xj, yj) in random_pairs_of_minibatches(minibatches): + lam = np.random.beta(self.hparams["mixup_alpha"], self.hparams["mixup_alpha"]) + + x = lam * xi + (1 - lam) * xj + predictions = self.predict(x) + + objective += lam * F.cross_entropy(predictions, yi) + objective += (1 - lam) * F.cross_entropy(predictions, yj) + + objective /= len(minibatches) + + self.optimizer.zero_grad() + objective.backward() + self.optimizer.step() + + return {'loss': objective.item()} + + +class GroupDRO(ERM): + """ + Robust ERM minimizes the error at the worst minibatch + Algorithm 1 from [https://arxiv.org/pdf/1911.08731.pdf] + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(GroupDRO, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.register_buffer("q", torch.Tensor()) + + def update(self, minibatches, env_feats=None): + device = "cuda" if minibatches[0][0].is_cuda else "cpu" + + if not len(self.q): + self.q = torch.ones(len(minibatches)).to(device) + + losses = torch.zeros(len(minibatches)).to(device) + + for m in range(len(minibatches)): + x, y = minibatches[m] + losses[m] = F.cross_entropy(self.predict(x), y) + self.q[m] *= (self.hparams["groupdro_eta"] * losses[m].data).exp() + + self.q /= self.q.sum() + loss = torch.dot(losses, self.q) + + self.optimizer.zero_grad() + loss.backward() + self.optimizer.step() + + return {'loss': loss.item()} + + +class MLDG(ERM): + """ + Model-Agnostic Meta-Learning + Algorithm 1 / Equation (3) from: https://arxiv.org/pdf/1710.03463.pdf + Related: https://arxiv.org/pdf/1703.03400.pdf + Related: https://arxiv.org/pdf/1910.13580.pdf + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(MLDG, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + + def update(self, minibatches, env_feats=None): + """ + Terms being computed: + * Li = Loss(xi, yi, params) + * Gi = Grad(Li, params) + + * Lj = Loss(xj, yj, Optimizer(params, grad(Li, params))) + * Gj = Grad(Lj, params) + + * params = Optimizer(params, Grad(Li + beta * Lj, params)) + * = Optimizer(params, Gi + beta * Gj) + + That is, when calling .step(), we want grads to be Gi + beta * Gj + + For computational efficiency, we do not compute second derivatives. + """ + num_mb = len(minibatches) + objective = 0 + + self.optimizer.zero_grad() + for p in self.network.parameters(): + if p.grad is None: + p.grad = torch.zeros_like(p) + + for (xi, yi), (xj, yj) in random_pairs_of_minibatches(minibatches): + # fine tune clone-network on task "i" + inner_net = copy.deepcopy(self.network) + + inner_opt = torch.optim.Adam( + inner_net.parameters(), + lr=self.hparams["lr"], + weight_decay=self.hparams['weight_decay'] + ) + inner_obj = F.cross_entropy(inner_net(xi), yi) + + inner_opt.zero_grad() + inner_obj.backward() + inner_opt.step() + + # The network has now accumulated gradients Gi + # The clone-network has now parameters P - lr * Gi + for p_tgt, p_src in zip(self.network.parameters(), inner_net.parameters()): + if p_src.grad is not None: + p_tgt.grad.data.add_(p_src.grad.data / num_mb) + + # `objective` is populated for reporting purposes + objective += inner_obj.item() + + # this computes Gj on the clone-network + loss_inner_j = F.cross_entropy(inner_net(xj), yj) + grad_inner_j = autograd.grad(loss_inner_j, inner_net.parameters(), allow_unused=True) + + # `objective` is populated for reporting purposes + objective += (self.hparams['mldg_beta'] * loss_inner_j).item() + + for p, g_j in zip(self.network.parameters(), grad_inner_j): + if g_j is not None: + p.grad.data.add_(self.hparams['mldg_beta'] * g_j.data / num_mb) + + # The network has now accumulated gradients Gi + beta * Gj + # Repeat for all train-test splits, do .step() + + objective /= len(minibatches) + self.optimizer.step() + + return {'loss': objective} + + +class AbstractMMD(ERM): + """ + Perform ERM while matching the pair-wise domain feature distributions + using MMD (abstract class) + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, gaussian): + super(AbstractMMD, self).__init__(input_shape, num_classes, num_domains, hparams) + if gaussian: + self.kernel_type = "gaussian" + else: + self.kernel_type = "mean_cov" + + @staticmethod + def my_cdist(x1, x2): + x1_norm = x1.pow(2).sum(dim=-1, keepdim=True) + x2_norm = x2.pow(2).sum(dim=-1, keepdim=True) + res = torch.addmm(x2_norm.transpose(-2, -1), + x1, + x2.transpose(-2, -1), alpha=-2).add_(x1_norm) + return res.clamp_min_(1e-30) + + def gaussian_kernel(self, x, y, gamma=[0.001, 0.01, 0.1, 1, 10, 100, 1000]): + D = self.my_cdist(x, y) + K = torch.zeros_like(D) + + for g in gamma: + K.add_(torch.exp(D.mul(-g))) + + return K + + def mmd(self, x, y): + if self.kernel_type == "gaussian": + Kxx = self.gaussian_kernel(x, x).mean() + Kyy = self.gaussian_kernel(y, y).mean() + Kxy = self.gaussian_kernel(x, y).mean() + return Kxx + Kyy - 2 * Kxy + else: + mean_x = x.mean(0, keepdim=True) + mean_y = y.mean(0, keepdim=True) + cent_x = x - mean_x + cent_y = y - mean_y + cova_x = (cent_x.t() @ cent_x) / (len(x) - 1) + cova_y = (cent_y.t() @ cent_y) / (len(y) - 1) + + mean_diff = (mean_x - mean_y).pow(2).mean() + cova_diff = (cova_x - cova_y).pow(2).mean() + + return mean_diff + cova_diff + + def update(self, minibatches, env_feats=None): + objective = 0 + penalty = 0 + nmb = len(minibatches) + + features = [self.featurizer(xi) for xi, _ in minibatches] + classifiers = [self.classifier(fi) for fi in features] + targets = [yi for _, yi in minibatches] + + for i in range(nmb): + objective += F.cross_entropy(classifiers[i], targets[i]) + for j in range(i + 1, nmb): + penalty += self.mmd(features[i], features[j]) + + objective /= nmb + if nmb > 1: + penalty /= (nmb * (nmb - 1) / 2) + + self.optimizer.zero_grad() + (objective + (self.hparams['mmd_gamma'] * penalty)).backward() + self.optimizer.step() + + if torch.is_tensor(penalty): + penalty = penalty.item() + + return {'loss': objective.item(), 'penalty': penalty} + + +class MMD(AbstractMMD): + """ + MMD using Gaussian kernel + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(MMD, self).__init__(input_shape, num_classes, num_domains, hparams, gaussian=True) + + +class CORAL(AbstractMMD): + """ + MMD using mean and covariance difference + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(CORAL, self).__init__(input_shape, num_classes, num_domains, hparams, gaussian=False) + + +class MTL(Algorithm): + """ + A neural network version of + Domain Generalization by Marginal Transfer Learning (https://arxiv.org/abs/1711.07910) + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(MTL, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + self.featurizer = networks.Featurizer(input_shape, self.hparams) + self.classifier = networks.Classifier( + self.featurizer.n_outputs * 2, + num_classes, + self.hparams['nonlinear_classifier']) + self.optimizer = torch.optim.Adam( + list(self.featurizer.parameters()) + list(self.classifier.parameters()), + lr=self.hparams["lr"], + weight_decay=self.hparams['weight_decay'] + ) + + self.register_buffer('embeddings', + torch.zeros(num_domains, self.featurizer.n_outputs)) + + self.ema = self.hparams['mtl_ema'] + + def update(self, minibatches, env_feats=None): + loss = 0 + for env, (x, y) in enumerate(minibatches): + loss += F.cross_entropy(self.predict(x, env), y) + + self.optimizer.zero_grad() + loss.backward() + self.optimizer.step() + + return {'loss': loss.item()} + + def update_embeddings_(self, features, env=None): + return_embedding = features.mean(0) + + if env is not None: + return_embedding = self.ema * return_embedding + \ + (1 - self.ema) * self.embeddings[env] + self.embeddings[env] = return_embedding.clone().detach() + + return return_embedding.view(1, -1).repeat(len(features), 1) + + def predict(self, x, env=None): + features = self.featurizer(x) + embedding = self.update_embeddings_(features, env).normal_() + return self.classifier(torch.cat((features, embedding), 1)) + + +class SagNet(Algorithm): + """ + Style Agnostic Network + Algorithm 1 from: https://arxiv.org/abs/1910.11645 + """ + def __init__(self, input_shape, num_classes, num_domains, hparams, env_labels=None): + super(SagNet, self).__init__(input_shape, num_classes, num_domains, hparams, env_labels) + # featurizer network + self.network_f = networks.Featurizer(input_shape, self.hparams) + # content network + self.network_c = networks.Classifier( + self.network_f.n_outputs, + num_classes, + self.hparams['nonlinear_classifier']) + # style network + self.network_s = networks.Classifier( + self.network_f.n_outputs, + num_classes, + self.hparams['nonlinear_classifier']) + + def opt(p): + return torch.optim.Adam(p, lr=hparams["lr"], weight_decay=hparams["weight_decay"]) + + self.optimizer_f = opt(self.network_f.parameters()) + self.optimizer_c = opt(self.network_c.parameters()) + self.optimizer_s = opt(self.network_s.parameters()) + self.weight_adv = hparams["sag_w_adv"] + + def forward_c(self, x): + # learning content network on randomized style + return self.network_c(self.randomize(self.network_f(x), "style")) + + def forward_s(self, x): + # learning style network on randomized content + return self.network_s(self.randomize(self.network_f(x), "content")) + + @staticmethod + def randomize(x, what="style", eps=1e-5): + device = "cuda" if x.is_cuda else "cpu" + sizes = x.size() + alpha = torch.rand(sizes[0], 1).to(device) + + if len(sizes) == 4: + x = x.view(sizes[0], sizes[1], -1) + alpha = alpha.unsqueeze(-1) + + mean = x.mean(-1, keepdim=True) + var = x.var(-1, keepdim=True) + + x = (x - mean) / (var + eps).sqrt() + + idx_swap = torch.randperm(sizes[0]) + if what == "style": + mean = alpha * mean + (1 - alpha) * mean[idx_swap] + var = alpha * var + (1 - alpha) * var[idx_swap] + else: + x = x[idx_swap].detach() + + x = x * (var + eps).sqrt() + mean + return x.view(*sizes) + + def update(self, minibatches, env_feats=None): + all_x = torch.cat([x for x, y in minibatches]) + all_y = torch.cat([y for x, y in minibatches]) + + # learn content + self.optimizer_f.zero_grad() + self.optimizer_c.zero_grad() + loss_c = F.cross_entropy(self.forward_c(all_x), all_y) + loss_c.backward() + self.optimizer_f.step() + self.optimizer_c.step() + + # learn style + self.optimizer_s.zero_grad() + loss_s = F.cross_entropy(self.forward_s(all_x), all_y) + loss_s.backward() + self.optimizer_s.step() + + # learn adversary + self.optimizer_f.zero_grad() + loss_adv = -F.log_softmax(self.forward_s(all_x), dim=1).mean(1).mean() + loss_adv = loss_adv * self.weight_adv + loss_adv.backward() + self.optimizer_f.step() + + return {'loss_c': loss_c.item(), 'loss_s': loss_s.item(), 'loss_adv': loss_adv.item()} + + def predict(self, x): + return self.network_c(self.network_f(x)) diff --git a/mdlt/learning/model_selection.py b/mdlt/learning/model_selection.py new file mode 100644 index 0000000..dab48e4 --- /dev/null +++ b/mdlt/learning/model_selection.py @@ -0,0 +1,126 @@ +import numpy as np + + +class SelectionMethod: + """ + Abstract class whose subclasses implement strategies for model selection across hparams & steps + """ + def __init__(self): + raise TypeError + + @classmethod + def run_acc(cls, run_records): + """ + Given records from a run, return a {val_acc, test_acc, ...} dict representing + the best val-acc, corresponding test-acc and other test metrics for that run. + """ + raise NotImplementedError + + @classmethod + def hparams_accs(cls, records): + """ + Given all records from a single (dataset, algorithm) pair, + return a sorted list of (run_acc, records) tuples. + """ + return (records.group('args.hparams_seed').map( + lambda _, run_records: ( + cls.run_acc(run_records), + run_records + ) + ).filter(lambda x: x[0] is not None).sorted(key=lambda x: x[0]['val_acc'])[::-1]) + + @classmethod + def sweep_acc(cls, records): + """ + Given all records from a single (dataset, algorithm) pair, + return the mean test acc of the k runs with the top val accs. + """ + _hparams_accs = cls.hparams_accs(records) + if len(_hparams_accs): + return _hparams_accs[0][0]['test_acc'] + else: + return None + + @classmethod + def sweep_acc_worst(cls, records): + _hparams_accs = cls.hparams_accs(records) + if len(_hparams_accs): + return _hparams_accs[0][0]['test_acc_worst'] + else: + return None + + @classmethod + def sweep_acc_env(cls, records): + _hparams_accs = cls.hparams_accs(records) + if len(_hparams_accs): + return _hparams_accs[0][0]['test_acc_env'] + else: + return None + + @classmethod + def sweep_acc_shot(cls, records): + _hparams_accs = cls.hparams_accs(records) + if len(_hparams_accs): + return _hparams_accs[0][0]['test_acc_shot'] + else: + return None + + +class OracleSelectionMethod(SelectionMethod): + """Picks argmax(mean(env_test_acc for env in train_envs))""" + name = "test set mean accuracy (oracle)" + max_num_envs = 20 + + @classmethod + def _step_acc(cls, record): + """ + Given a single record, return a {val_acc, test_acc, ...} dict. + Here val_acc == test_acc. + """ + test_keys = [] + for i in range(cls.max_num_envs): + if f'env{i}_val' not in record: + continue + test_keys.append(f'env{i}_test') + return { + 'val_acc': np.mean([record[key] for key in test_keys]), + 'test_acc': np.mean([record[key] for key in test_keys]), + 'test_acc_worst': min([record[key] for key in test_keys]), + 'test_acc_env': [record[key] for key in test_keys], + 'test_acc_shot': [record.get("sht_many", -1), record.get("sht_median", -1), + record.get("sht_few", -1), record.get("sht_zero", -1)] + } + + @classmethod + def run_acc(cls, run_records): + return run_records.map(cls._step_acc).argmax('test_acc') + + +class ValMeanAccSelectionMethod(SelectionMethod): + """Picks argmax(mean(env_val_acc for env in train_envs))""" + name = "validation set mean accuracy" + max_num_envs = 20 + + @classmethod + def _step_acc(cls, record): + """Given a single record, return a {val_acc, test_acc, ...} dict.""" + val_keys, test_keys = [], [] + for i in range(cls.max_num_envs): + if f'env{i}_val' not in record: + continue + val_keys.append(f'env{i}_val') + test_keys.append(f'env{i}_test') + return { + 'val_acc': np.mean([record[key] for key in val_keys]), + 'test_acc': np.mean([record[key] for key in test_keys]), + 'test_acc_worst': min([record[key] for key in test_keys]), + 'test_acc_env': [record[key] for key in test_keys], + 'test_acc_shot': [record.get("sht_many", -1), record.get("sht_median", -1), + record.get("sht_few", -1), record.get("sht_zero", -1)] + } + + @classmethod + def run_acc(cls, run_records): + if not len(run_records): + return None + return run_records.map(cls._step_acc).argmax('val_acc') diff --git a/mdlt/models/__init__.py b/mdlt/models/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/mdlt/models/networks.py b/mdlt/models/networks.py new file mode 100644 index 0000000..1ddfc41 --- /dev/null +++ b/mdlt/models/networks.py @@ -0,0 +1,226 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +import torchvision.models +import copy + +from mdlt.models import wide_resnet + + +def remove_batch_norm_from_resnet(model): + fuse = torch.nn.utils.fusion.fuse_conv_bn_eval + model.eval() + + model.conv1 = fuse(model.conv1, model.bn1) + model.bn1 = Identity() + + for name, module in model.named_modules(): + if name.startswith("layer") and len(name) == 6: + for b, bottleneck in enumerate(module): + for name2, module2 in bottleneck.named_modules(): + if name2.startswith("conv"): + bn_name = "bn" + name2[-1] + setattr(bottleneck, name2, + fuse(module2, getattr(bottleneck, bn_name))) + setattr(bottleneck, bn_name, Identity()) + if isinstance(bottleneck.downsample, torch.nn.Sequential): + bottleneck.downsample[0] = fuse(bottleneck.downsample[0], + bottleneck.downsample[1]) + bottleneck.downsample[1] = Identity() + model.train() + return model + + +class Identity(nn.Module): + """An identity layer""" + def __init__(self): + super(Identity, self).__init__() + + def forward(self, x): + return x + + +class MLP(nn.Module): + """Just an MLP""" + def __init__(self, n_inputs, n_outputs, hparams): + super(MLP, self).__init__() + self.input = nn.Linear(n_inputs, hparams['mlp_width']) + self.dropout = nn.Dropout(hparams['mlp_dropout']) + self.hiddens = nn.ModuleList([ + nn.Linear(hparams['mlp_width'], hparams['mlp_width']) + for _ in range(hparams['mlp_depth']-2)]) + self.output = nn.Linear(hparams['mlp_width'], n_outputs) + self.n_outputs = n_outputs + + def forward(self, x): + x = self.input(x) + x = self.dropout(x) + x = F.relu(x) + for hidden in self.hiddens: + x = hidden(x) + x = self.dropout(x) + x = F.relu(x) + x = self.output(x) + return x + + +class ResNet(torch.nn.Module): + """ResNet with the softmax chopped off and the batchnorm frozen""" + def __init__(self, input_shape, hparams): + super(ResNet, self).__init__() + if hparams['resnet18']: + self.network = torchvision.models.resnet18(pretrained=True) + self.n_outputs = 512 + else: + self.network = torchvision.models.resnet50(pretrained=True) + self.n_outputs = 2048 + + # self.network = remove_batch_norm_from_resnet(self.network) + + # adapt number of channels + nc = input_shape[0] + if nc != 3: + tmp = self.network.conv1.weight.data.clone() + + self.network.conv1 = nn.Conv2d( + nc, 64, kernel_size=(7, 7), + stride=(2, 2), padding=(3, 3), bias=False) + + for i in range(nc): + self.network.conv1.weight.data[:, i, :, :] = tmp[:, i % 3, :, :] + + # save memory + del self.network.fc + self.network.fc = Identity() + + self.freeze_bn() + self.hparams = hparams + self.dropout = nn.Dropout(hparams['resnet_dropout']) + + def forward(self, x): + """Encode x into a feature vector of size n_outputs.""" + return self.dropout(self.network(x)) + + def train(self, mode=True): + """ + Override the default train() to freeze the BN parameters + """ + super().train(mode) + self.freeze_bn() + + def freeze_bn(self): + for m in self.network.modules(): + if isinstance(m, nn.BatchNorm2d): + m.eval() + + +class MNIST_CNN(nn.Module): + """ + Hand-tuned architecture for MNIST. + Weirdness I've noticed so far with this architecture: + - adding a linear layer after the mean-pool in features hurts + RotatedMNIST-100 generalization severely. + """ + n_outputs = 128 + + def __init__(self, input_shape): + super(MNIST_CNN, self).__init__() + self.conv1 = nn.Conv2d(input_shape[0], 64, 3, 1, padding=1) + self.conv2 = nn.Conv2d(64, 128, 3, stride=2, padding=1) + self.conv3 = nn.Conv2d(128, 128, 3, 1, padding=1) + self.conv4 = nn.Conv2d(128, 128, 3, 1, padding=1) + + self.bn0 = nn.GroupNorm(8, 64) + self.bn1 = nn.GroupNorm(8, 128) + self.bn2 = nn.GroupNorm(8, 128) + self.bn3 = nn.GroupNorm(8, 128) + + self.avgpool = nn.AdaptiveAvgPool2d((1, 1)) + + def forward(self, x): + x = self.conv1(x) + x = F.relu(x) + x = self.bn0(x) + + x = self.conv2(x) + x = F.relu(x) + x = self.bn1(x) + + x = self.conv3(x) + x = F.relu(x) + x = self.bn2(x) + + x = self.conv4(x) + x = F.relu(x) + x = self.bn3(x) + + x = self.avgpool(x) + x = x.view(len(x), -1) + return x + + +class ContextNet(nn.Module): + def __init__(self, input_shape): + super(ContextNet, self).__init__() + + # Keep same dimensions + padding = (5 - 1) // 2 + self.context_net = nn.Sequential( + nn.Conv2d(input_shape[0], 64, 5, padding=padding), + nn.BatchNorm2d(64), + nn.ReLU(), + nn.Conv2d(64, 64, 5, padding=padding), + nn.BatchNorm2d(64), + nn.ReLU(), + nn.Conv2d(64, 1, 5, padding=padding), + ) + + def forward(self, x): + return self.context_net(x) + + +def Featurizer(input_shape, hparams): + """Auto-select an appropriate featurizer for the given input shape.""" + if len(input_shape) == 1: + return MLP(input_shape[0], hparams["mlp_width"], hparams) + elif input_shape[1:3] == (28, 28): + return MNIST_CNN(input_shape) + elif input_shape[1:3] == (32, 32): + return wide_resnet.WideResNet(input_shape, 16, 2, 0.) + elif input_shape[1:3] == (224, 224): + return ResNet(input_shape, hparams) + else: + raise NotImplementedError + + +def Classifier(in_features, out_features, is_nonlinear=False): + if is_nonlinear: + return torch.nn.Sequential( + torch.nn.Linear(in_features, in_features // 2), + torch.nn.ReLU(), + torch.nn.Linear(in_features // 2, in_features // 4), + torch.nn.ReLU(), + torch.nn.Linear(in_features // 4, out_features)) + else: + return torch.nn.Linear(in_features, out_features) + + +class WholeFish(nn.Module): + def __init__(self, input_shape, num_classes, hparams, weights=None): + super(WholeFish, self).__init__() + featurizer = Featurizer(input_shape, hparams) + classifier = Classifier( + featurizer.n_outputs, + num_classes, + hparams['nonlinear_classifier']) + self.net = nn.Sequential( + featurizer, classifier + ) + if weights is not None: + self.load_state_dict(copy.deepcopy(weights)) + + def reset_weights(self, weights): + self.load_state_dict(copy.deepcopy(weights)) + + def forward(self, x): + return self.net(x) diff --git a/mdlt/models/wide_resnet.py b/mdlt/models/wide_resnet.py new file mode 100644 index 0000000..177ae48 --- /dev/null +++ b/mdlt/models/wide_resnet.py @@ -0,0 +1,94 @@ +import numpy as np +import torch.nn as nn +import torch.nn.functional as F +import torch.nn.init as init + + +def conv3x3(in_planes, out_planes, stride=1): + return nn.Conv2d( + in_planes, + out_planes, + kernel_size=3, + stride=stride, + padding=1, + bias=True) + + +def conv_init(m): + classname = m.__class__.__name__ + if classname.find('Conv') != -1: + init.xavier_uniform_(m.weight, gain=np.sqrt(2)) + init.constant_(m.bias, 0) + elif classname.find('BatchNorm') != -1: + init.constant_(m.weight, 1) + init.constant_(m.bias, 0) + + +class WideBasic(nn.Module): + def __init__(self, in_planes, planes, dropout_rate, stride=1): + super(WideBasic, self).__init__() + self.bn1 = nn.BatchNorm2d(in_planes) + self.conv1 = nn.Conv2d( + in_planes, planes, kernel_size=3, padding=1, bias=True) + self.dropout = nn.Dropout(p=dropout_rate) + self.bn2 = nn.BatchNorm2d(planes) + self.conv2 = nn.Conv2d( + planes, planes, kernel_size=3, stride=stride, padding=1, bias=True) + + self.shortcut = nn.Sequential() + if stride != 1 or in_planes != planes: + self.shortcut = nn.Sequential( + nn.Conv2d( + in_planes, planes, kernel_size=1, stride=stride, + bias=True), ) + + def forward(self, x): + out = self.dropout(self.conv1(F.relu(self.bn1(x)))) + out = self.conv2(F.relu(self.bn2(out))) + out += self.shortcut(x) + + return out + + +class WideResNet(nn.Module): + """WideResNet with the softmax layer chopped off""" + def __init__(self, input_shape, depth, widen_factor, dropout_rate): + super(WideResNet, self).__init__() + self.in_planes = 16 + + assert ((depth - 4) % 6 == 0), 'Wide-resnet depth should be 6n+4' + n = (depth - 4) / 6 + k = widen_factor + + # print('| WideResNet %dx%d' % (depth, k)) + nStages = [16, 16 * k, 32 * k, 64 * k] + + self.conv1 = conv3x3(input_shape[0], nStages[0]) + self.layer1 = self._wide_layer( + WideBasic, nStages[1], n, dropout_rate, stride=1) + self.layer2 = self._wide_layer( + WideBasic, nStages[2], n, dropout_rate, stride=2) + self.layer3 = self._wide_layer( + WideBasic, nStages[3], n, dropout_rate, stride=2) + self.bn1 = nn.BatchNorm2d(nStages[3], momentum=0.9) + + self.n_outputs = nStages[3] + + def _wide_layer(self, block, planes, num_blocks, dropout_rate, stride): + strides = [stride] + [1] * (int(num_blocks) - 1) + layers = [] + + for stride in strides: + layers.append(block(self.in_planes, planes, dropout_rate, stride)) + self.in_planes = planes + + return nn.Sequential(*layers) + + def forward(self, x): + out = self.conv1(x) + out = self.layer1(out) + out = self.layer2(out) + out = self.layer3(out) + out = F.relu(self.bn1(out)) + out = F.avg_pool2d(out, 8) + return out[:, :, 0, 0] diff --git a/mdlt/scripts/__init__.py b/mdlt/scripts/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/mdlt/scripts/collect_results.py b/mdlt/scripts/collect_results.py new file mode 100644 index 0000000..d8316ff --- /dev/null +++ b/mdlt/scripts/collect_results.py @@ -0,0 +1,179 @@ +import argparse +import json +import os +import random +import sys +import numpy as np + +from mdlt.dataset import datasets +from mdlt.learning import algorithms, model_selection +from mdlt.utils import misc, reporting +from mdlt.utils.query import Q + + +def format_mean(data, latex): + """Given a list of datapoints, return a string describing their mean and standard error""" + if len(data) == 0: + return None, None, "X" + mean = 100 * np.mean(list(data)) + err = 100 * np.std(list(data) / np.sqrt(len(data))) + if latex: + return mean, err, f"{mean:.1f} $\\pm$ {err:.1f}" + else: + return mean, err, f"{mean:.1f} +/- {err:.1f}" + + +def print_table(table, header_text, row_labels, col_labels, colwidth=10, latex=True): + """Pretty-print a 2D array of dataset, optionally with row/col labels""" + print("") + + if latex: + num_cols = len(table[0]) + print("\\begin{center}") + print("\\adjustbox{max width=\\textwidth}{%") + print("\\begin{tabular}{l" + "c" * num_cols + "}") + print("\\toprule") + else: + print("--------", header_text) + + for row, label in zip(table, row_labels): + row.insert(0, label) + + if latex: + col_labels = ["\\textbf{" + str(col_label).replace("%", "\\%") + "}" for col_label in col_labels] + table.insert(0, col_labels) + + for r, row in enumerate(table): + misc.print_row(row, colwidth=colwidth, latex=latex) + if latex and r == 0: + print("\\midrule") + if latex: + print("\\bottomrule") + print("\\end{tabular}}") + print("\\end{center}") + + +def print_results_tables(records, selection_method, latex): + grouped_records = reporting.get_grouped_records(records).map( + lambda group: {**group, + "sweep_acc": selection_method.sweep_acc(group["records"]), + "sweep_acc_worst": selection_method.sweep_acc_worst(group["records"]), + "sweep_acc_env": selection_method.sweep_acc_env(group["records"]), + "sweep_acc_shot": selection_method.sweep_acc_shot(group["records"])} + ).filter(lambda g: g["sweep_acc"] is not None) + + # read algorithm names and sort (predefined order) + alg_names = Q(records).select("args.algorithm").unique() + alg_names = ([n for n in algorithms.ALGORITHMS if n in alg_names] + + [n for n in alg_names if n not in algorithms.ALGORITHMS]) + + # read dataset names and sort (lexicographic order) + dataset_names = Q(records).select("args.dataset").unique().sorted() + dataset_names = [d for d in datasets.DATASETS if d in dataset_names] + + # print a summary table for each dataset + for dataset in dataset_names: + if latex: + print() + print("\\subsubsection{{{}}}".format(dataset)) + envs = range(datasets.num_environments(dataset)) + + table = [[None for _ in [*envs, "Avg", "Worst", "Many", "Medium", "Few", "Zero"]] for _ in alg_names] + for i, algorithm in enumerate(alg_names): + # env_0, env_1, ..., env_n + trial_accs = (grouped_records.filter_equals( + "dataset, algorithm", (dataset, algorithm) + ).select("sweep_acc_env")) + for env in envs: + mean, err, table[i][env] = format_mean([x[env] for x in trial_accs], latex) + # avg + trial_accs = (grouped_records.filter_equals( + "dataset, algorithm", (dataset, algorithm) + ).select("sweep_acc")) + _, _, table[i][env + 1] = format_mean(trial_accs, latex) + # worst + trial_accs = (grouped_records.filter_equals( + "dataset, algorithm", (dataset, algorithm) + ).select("sweep_acc_worst")) + _, _, table[i][env + 2] = format_mean(trial_accs, latex) + # shot-wise + trial_accs = (grouped_records.filter_equals( + "dataset, algorithm", (dataset, algorithm) + ).select("sweep_acc_shot")) + for s in range(4): + _, _, table[i][env + 3 + s] = format_mean([x[s] for x in trial_accs], latex) + + col_labels = [ + "Algorithm", + *datasets.get_dataset_class(dataset).ENVIRONMENTS, + "Avg", "Worst", "Many", "Medium", "Few", "Zero" + ] + header_text = (f"Dataset: {dataset}, " + f"model selection method: {selection_method.name}") + print_table(table, header_text, alg_names, list(col_labels), colwidth=20 if latex else 15, latex=latex) + + # print an "averages" table + if latex: + print() + print("\\subsubsection{Averages}") + + table = [[None for _ in [*dataset_names, "Avg"]] for _ in alg_names] + for i, algorithm in enumerate(alg_names): + means = [] + for j, dataset in enumerate(dataset_names): + trial_averages = ( + grouped_records.filter_equals( + "algorithm, dataset", (algorithm, dataset) + ).group("seed").map( + lambda trial_seed, group: group.select("sweep_acc").mean() + ) + ) + mean, err, table[i][j] = format_mean(trial_averages, latex) + means.append(mean) + if None in means: + table[i][-1] = "X" + else: + table[i][-1] = f"{sum(means) / len(means):.1f}" + + col_labels = ["Algorithm", *dataset_names, "Avg"] + header_text = f"Averages, model selection method: {selection_method.name}" + print_table(table, header_text, alg_names, col_labels, colwidth=25 if latex else 20, latex=latex) + + +if __name__ == "__main__": + np.set_printoptions(suppress=True) + + parser = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter) + parser.add_argument("--input_dir", type=str, required=True) + parser.add_argument("--latex", action="store_true") + args = parser.parse_args() + + results_file = "results.tex" if args.latex else "results.txt" + + sys.stdout = misc.Tee(os.path.join(args.input_dir, results_file), "w") + + records = reporting.load_records(args.input_dir) + + if args.latex: + print("\\documentclass{article}") + print("\\usepackage{booktabs}") + print("\\usepackage{adjustbox}") + print("\\begin{document}") + print("\\section{Full MDLT results}") + print("% Total records:", len(records)) + else: + print(f"Total records: [{len(records)}]") + + SELECTION_METHODS = [ + model_selection.ValMeanAccSelectionMethod + ] + + for selection_method in SELECTION_METHODS: + if args.latex: + print() + print("\\subsection{{Model selection: {}}}".format( + selection_method.name)) + print_results_tables(records, selection_method, args.latex) + + if args.latex: + print("\\end{document}") diff --git a/mdlt/scripts/download.py b/mdlt/scripts/download.py new file mode 100644 index 0000000..967be6e --- /dev/null +++ b/mdlt/scripts/download.py @@ -0,0 +1,203 @@ +import argparse +import tarfile +import shutil +import gdown +import json +import os +from torchvision.datasets import MNIST +from zipfile import ZipFile + + +def stage_path(data_dir, name): + full_path = os.path.join(data_dir, name) + + if not os.path.exists(full_path): + os.makedirs(full_path) + + return full_path + + +def download_and_extract(url, dst, remove=True): + gdown.download(url, dst, quiet=False) + + if dst.endswith(".tar.gz"): + tar = tarfile.open(dst, "r:gz") + tar.extractall(os.path.dirname(dst)) + tar.close() + + if dst.endswith(".tar"): + tar = tarfile.open(dst, "r:") + tar.extractall(os.path.dirname(dst)) + tar.close() + + if dst.endswith(".zip"): + zf = ZipFile(dst, "r") + zf.extractall(os.path.dirname(dst)) + zf.close() + + if remove: + os.remove(dst) + + +# VLCS + +def download_vlcs(data_dir): + # Original URL: http://www.eecs.qmul.ac.uk/~dl307/project_iccv2017 + full_path = stage_path(data_dir, "VLCS") + + download_and_extract("https://drive.google.com/uc?id=1skwblH1_okBwxWxmRsp9_qi15hyPpxg8", + os.path.join(data_dir, "VLCS.tar.gz")) + + +# MNIST + +def download_mnist(data_dir): + # Original URL: http://yann.lecun.com/exdb/mnist/ + full_path = stage_path(data_dir, "MNIST") + MNIST(full_path, download=True) + + +# PACS + +def download_pacs(data_dir): + # Original URL: http://www.eecs.qmul.ac.uk/~dl307/project_iccv2017 + full_path = stage_path(data_dir, "PACS") + + download_and_extract("https://drive.google.com/uc?id=1JFr8f805nMUelQWWmfnJR3y4_SYoN5Pd", + os.path.join(data_dir, "PACS.zip")) + + os.rename(os.path.join(data_dir, "kfold"), full_path) + + +# Office-Home + +def download_office_home(data_dir): + # Original URL: http://hemanthdv.org/OfficeHome-Dataset/ + full_path = stage_path(data_dir, "office_home") + + download_and_extract( + "https://drive.google.com/file/d/0B81rNlvomiwed0V1YUxQdC1uOTg/view?resourcekey=0-2SNWq0CDAuWOBRRBL7ZZsw", + os.path.join(data_dir, "office_home.zip")) + + os.rename(os.path.join(data_dir, "OfficeHomeDataset_10072016"), full_path) + + +# DomainNet + +def download_domain_net(data_dir): + # Original URL: http://ai.bu.edu/M3SDA/ + full_path = stage_path(data_dir, "domain_net") + + urls = [ + "http://csr.bu.edu/ftp/visda/2019/multi-source/groundtruth/clipart.zip", + "http://csr.bu.edu/ftp/visda/2019/multi-source/infograph.zip", + "http://csr.bu.edu/ftp/visda/2019/multi-source/groundtruth/painting.zip", + "http://csr.bu.edu/ftp/visda/2019/multi-source/quickdraw.zip", + "http://csr.bu.edu/ftp/visda/2019/multi-source/real.zip", + "http://csr.bu.edu/ftp/visda/2019/multi-source/sketch.zip" + ] + + for url in urls: + download_and_extract(url, os.path.join(full_path, url.split("/")[-1])) + + with open("scripts/misc/domain_net_duplicates.txt", "r") as f: + for line in f.readlines(): + try: + os.remove(os.path.join(full_path, line.strip())) + except OSError: + pass + + +# TerraIncognita + +def download_terra_incognita(data_dir): + # Original URL: https://beerys.github.io/CaltechCameraTraps/ + # New URL: http://lila.science/datasets/caltech-camera-traps + + full_path = stage_path(data_dir, "terra_incognita") + + download_and_extract( + "https://lilablobssc.blob.core.windows.net/caltechcameratraps/eccv_18_all_images_sm.tar.gz", + os.path.join(full_path, "terra_incognita_images.tar.gz")) + + download_and_extract( + "https://lilablobssc.blob.core.windows.net/caltechcameratraps/labels/caltech_camera_traps.json.zip", + os.path.join(full_path, "caltech_camera_traps.json.zip")) + + include_locations = ["38", "46", "100", "43"] + + include_categories = [ + "bird", "bobcat", "cat", "coyote", "dog", "empty", "opossum", "rabbit", + "raccoon", "squirrel" + ] + + images_folder = os.path.join(full_path, "eccv_18_all_images_sm/") + annotations_file = os.path.join(full_path, "caltech_images_20210113.json") + destination_folder = full_path + + stats = {} + + if not os.path.exists(destination_folder): + os.mkdir(destination_folder) + + with open(annotations_file, "r") as f: + data = json.load(f) + + category_dict = {} + for item in data['categories']: + category_dict[item['id']] = item['name'] + + for image in data['images']: + image_location = image['location'] + + if image_location not in include_locations: + continue + + loc_folder = os.path.join(destination_folder, 'location_' + str(image_location) + '/') + + if not os.path.exists(loc_folder): + os.mkdir(loc_folder) + + image_id = image['id'] + image_fname = image['file_name'] + + for annotation in data['annotations']: + if annotation['image_id'] == image_id: + if image_location not in stats: + stats[image_location] = {} + + category = category_dict[annotation['category_id']] + + if category not in include_categories: + continue + + if category not in stats[image_location]: + stats[image_location][category] = 0 + else: + stats[image_location][category] += 1 + + loc_cat_folder = os.path.join(loc_folder, category + '/') + + if not os.path.exists(loc_cat_folder): + os.mkdir(loc_cat_folder) + + dst_path = os.path.join(loc_cat_folder, image_fname) + src_path = os.path.join(images_folder, image_fname) + + shutil.copyfile(src_path, dst_path) + + shutil.rmtree(images_folder) + os.remove(annotations_file) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Download dataset') + parser.add_argument('--data_dir', type=str, required=True) + args = parser.parse_args() + + download_mnist(args.data_dir) + download_pacs(args.data_dir) + download_office_home(args.data_dir) + download_domain_net(args.data_dir) + download_vlcs(args.data_dir) + download_terra_incognita(args.data_dir) diff --git a/mdlt/scripts/list_top_hparams.py b/mdlt/scripts/list_top_hparams.py new file mode 100644 index 0000000..7dbd3f5 --- /dev/null +++ b/mdlt/scripts/list_top_hparams.py @@ -0,0 +1,50 @@ +import argparse +import numpy as np +from mdlt.learning import model_selection +from mdlt.utils import reporting + + +if __name__ == "__main__": + """Example usage: + python -u -m mdlt.scripts.list_top_hparams --algorithm ERM --dataset VLCS --input_dir ... + """ + + np.set_printoptions(suppress=True) + + parser = argparse.ArgumentParser() + parser.add_argument("--input_dir", required=True) + parser.add_argument('--dataset', required=True) + parser.add_argument('--algorithm', required=True) + args = parser.parse_args() + + records = reporting.load_records(args.input_dir) + print("Total records:", len(records)) + + records = reporting.get_grouped_records(records) + records = records.filter( + lambda r: r['dataset'] == args.dataset and + r['algorithm'] == args.algorithm + ) + + SELECTION_METHODS = [ + model_selection.ValMeanAccSelectionMethod + ] + + for selection_method in SELECTION_METHODS: + print(f'Model selection: {selection_method.name}') + + for group in records: + print(f"(trial) seed: {group['seed']}") + best_hparams = selection_method.hparams_accs(group['records']) + # 'best_hparams' sorted by 'val_acc' + run_acc, hparam_records = best_hparams[0] + print(f"\t{run_acc}") + for r in hparam_records: + assert(r['hparams'] == hparam_records[0]['hparams']) + print("\t\thparams:") + for k, v in sorted(hparam_records[0]['hparams'].items()): + print('\t\t\t{}: {}'.format(k, v)) + print("\t\toutput_dirs:") + output_dirs = hparam_records.select('args.output_dir').unique() + for output_dir in output_dirs: + print(f"\t\t\t{output_dir}") diff --git a/mdlt/sweep.py b/mdlt/sweep.py new file mode 100644 index 0000000..439b7b8 --- /dev/null +++ b/mdlt/sweep.py @@ -0,0 +1,254 @@ +import argparse +import copy +import os +import shutil +import numpy as np +import tqdm +import shlex + +from mdlt import command_launchers +from mdlt.dataset import datasets +from mdlt.learning import algorithms, model_selection +from mdlt.utils import reporting + + +class Job: + NOT_LAUNCHED = 'Not launched' + INCOMPLETE = 'Incomplete' + DONE = 'Done' + + def __init__(self, train_args): + self.output_dir = os.path.join( + args.output_dir, + args.output_folder_name, + f"{train_args['dataset']}_{train_args['algorithm']}" + f"_hparams{train_args['hparams_seed']}_seed{train_args['seed']}" + ) + if 'selected_envs' in train_args: + self.output_dir += f"_env{str(train_args['selected_envs']).replace(' ', '')[1:-1]}" + + self.train_args = copy.deepcopy(train_args) + command = ['python', '-m', 'mdlt.train'] + for k, v in sorted(self.train_args.items()): + if isinstance(v, list): + v = ' '.join([str(v_) for v_ in v]) + elif isinstance(v, str): + v = shlex.quote(v) + command.append(f'--{k} {v}') + self.command_str = ' '.join(command) + + if os.path.exists(os.path.join(self.output_dir, 'done')): + self.state = Job.DONE + elif os.path.exists(self.output_dir): + self.state = Job.INCOMPLETE + else: + self.state = Job.NOT_LAUNCHED + + def __str__(self): + job_info = (self.train_args['dataset'], + self.train_args['algorithm'], + self.train_args['hparams_seed'], + self.train_args['seed']) + return f'{self.state}: {self.output_dir} {job_info}' + + @staticmethod + def launch(jobs, launcher_fn): + print('Launching...') + jobs = jobs.copy() + np.random.shuffle(jobs) + print('Making job directories:') + for job in tqdm.tqdm(jobs, leave=False): + os.makedirs(job.output_dir, exist_ok=True) + commands = [job.command_str for job in jobs] + launcher_fn(commands) + print(f'Launched {len(jobs)} jobs!') + + @staticmethod + def delete(jobs): + print('Deleting...') + for job in jobs: + shutil.rmtree(job.output_dir) + print(f'Deleted {len(jobs)} jobs!') + + +def load_best_hparams(all_records, dataset, algo): + records = all_records.filter( + lambda r: r['dataset'] == dataset and r['algorithm'] == algo) + selection_method = model_selection.ValMeanAccSelectionMethod + + assert len(records) == 1 + group = records[0] + sorted_hparams = selection_method.hparams_accs(group['records']) + # 'sorted_hparams' sorted by 'val_acc' + run_acc, best_hparam_records = sorted_hparams[0] + for r in best_hparam_records: + assert(r['hparams'] == best_hparam_records[0]['hparams']) + output_dir = best_hparam_records.select('args.output_dir').unique() + assert len(output_dir) == 1 + hp_seed = output_dir[0][output_dir[0].find('hparams') + len('hparams'):output_dir[0].find('_seed')] + return int(hp_seed) + + +def make_args_list(n_trials, dataset_names, algorithms, n_hparams_from, n_hparams, steps, stage1_folder, stage1_algo, + output_folder_name, single_train_env, hparams): + args_list = [] + for trial_seed in range(n_trials): + for dataset in dataset_names: + for algorithm in algorithms: + if single_train_env: + all_train_envs = [[i] for i in range(datasets.num_environments(dataset))] + for train_env in all_train_envs: + for hparams_seed in range(n_hparams_from, n_hparams): + train_args = {} + train_args['dataset'] = dataset + train_args['algorithm'] = algorithm + train_args['output_folder_name'] = output_folder_name + train_args['hparams_seed'] = hparams_seed + train_args['seed'] = trial_seed + train_args['selected_envs'] = train_env + if stage1_folder is not None: + train_args['stage1_folder'] = stage1_folder + if stage1_algo is not None: + train_args['stage1_algo'] = stage1_algo + if steps is not None: + train_args['steps'] = steps + if hparams is not None: + train_args['hparams'] = hparams + args_list.append(train_args) + else: + for hparams_seed in range(n_hparams_from, n_hparams): + train_args = {} + train_args['dataset'] = dataset + train_args['algorithm'] = algorithm + train_args['output_folder_name'] = output_folder_name + train_args['hparams_seed'] = hparams_seed + train_args['seed'] = trial_seed + if stage1_folder is not None: + train_args['stage1_folder'] = stage1_folder + if stage1_algo is not None: + train_args['stage1_algo'] = stage1_algo + if steps is not None: + train_args['steps'] = steps + if hparams is not None: + train_args['hparams'] = hparams + args_list.append(train_args) + return args_list + + +def make_best_hp_args_list(n_trials, dataset_names, algorithms, steps, stage1_folder, stage1_algo, output_folder_name, hparams): + all_records = reporting.load_records(os.path.join(args.output_dir, args.input_folder)) + all_records = reporting.get_grouped_records(all_records) + args_list = [] + for dataset in dataset_names: + for algorithm in algorithms: + hparams_seed = load_best_hparams(all_records, dataset, algorithm) + for trial_seed in range(n_trials): + train_args = {} + train_args['dataset'] = dataset + train_args['algorithm'] = algorithm + train_args['output_folder_name'] = output_folder_name + train_args['hparams_seed'] = hparams_seed + train_args['seed'] = trial_seed + if stage1_folder is not None: + train_args['stage1_folder'] = stage1_folder + if stage1_algo is not None: + train_args['stage1_algo'] = stage1_algo + if steps is not None: + train_args['steps'] = steps + if hparams is not None: + train_args['hparams'] = hparams + args_list.append(train_args) + return args_list + + +def ask_for_confirmation(): + response = input('Are you sure? (y/n) ') + if not response.lower().strip()[:1] == "y": + print('Nevermind!') + exit(0) + + +DATASETS = [d for d in datasets.DATASETS if "Debug" not in d and "Imbalance" not in d] + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Run a sweep') + # pass through commands / change here each run + parser.add_argument('command', choices=['launch', 'delete_incomplete', 'delete_all']) + parser.add_argument('--command_launcher', type=str, default='multi_gpu') + parser.add_argument('--output_folder_name', type=str, required=True) + parser.add_argument('--dataset', nargs='+', type=str, default=DATASETS) + parser.add_argument('--algorithms', nargs='+', type=str, default=algorithms.ALGORITHMS) + # sweep with best hparam, different seeds + parser.add_argument('--best_hp', action='store_true') + parser.add_argument('--input_folder', type=str, default='vanilla') + parser.add_argument('--n_trials', type=int, default=3) + # optional usage + parser.add_argument('--single_train_env', action='store_true') + parser.add_argument('--stage1_folder', type=str, default=None) + parser.add_argument('--stage1_algo', type=str, default=None) + # default fixed + parser.add_argument('--n_hparams_from', type=int, default=0) + parser.add_argument('--n_hparams', type=int, default=16) + parser.add_argument('--data_dir', type=str, default="./data") + parser.add_argument('--output_dir', type=str, default="./output") + parser.add_argument('--steps', type=int, default=None) + parser.add_argument('--hparams', type=str, default=None) + parser.add_argument('--skip_confirmation', action='store_true') + args = parser.parse_args() + + args_list = make_args_list( + n_trials=1, # args.n_trials + dataset_names=args.dataset, + algorithms=args.algorithms, + n_hparams_from=args.n_hparams_from, + n_hparams=args.n_hparams, + steps=args.steps, + stage1_folder=args.stage1_folder, + stage1_algo=args.stage1_algo, + output_folder_name=args.output_folder_name, + single_train_env=args.single_train_env, + hparams=args.hparams + ) if not args.best_hp else make_best_hp_args_list( + n_trials=args.n_trials, + dataset_names=args.dataset, + algorithms=args.algorithms, + steps=args.steps, + stage1_folder=args.stage1_folder, + stage1_algo=args.stage1_algo, + output_folder_name=args.output_folder_name, + hparams=args.hparams + ) + + jobs = [Job(train_args) for train_args in args_list] + + for job in jobs: + print(job) + print("{} jobs: {} done, {} incomplete, {} not launched.".format( + len(jobs), + len([j for j in jobs if j.state == Job.DONE]), + len([j for j in jobs if j.state == Job.INCOMPLETE]), + len([j for j in jobs if j.state == Job.NOT_LAUNCHED])) + ) + + if args.command == 'launch': + to_launch = [j for j in jobs if j.state == Job.NOT_LAUNCHED] + print(f'About to launch {len(to_launch)} jobs.') + if not args.skip_confirmation: + ask_for_confirmation() + launcher_fn = command_launchers.REGISTRY[args.command_launcher] + Job.launch(to_launch, launcher_fn) + + elif args.command == 'delete_incomplete': + to_delete = [j for j in jobs if j.state == Job.INCOMPLETE] + print(f'About to delete {len(to_delete)} jobs.') + if not args.skip_confirmation: + ask_for_confirmation() + Job.delete(to_delete) + + elif args.command == 'delete_all': + to_delete = [j for j in jobs if j.state == Job.INCOMPLETE or j.state == Job.DONE] + print(f'About to delete {len(to_delete)} jobs.') + if not args.skip_confirmation: + ask_for_confirmation() + Job.delete(to_delete) diff --git a/mdlt/sweep_synthetic.py b/mdlt/sweep_synthetic.py new file mode 100644 index 0000000..a33457b --- /dev/null +++ b/mdlt/sweep_synthetic.py @@ -0,0 +1,201 @@ +import argparse +import copy +import os +import shutil +import numpy as np +import shlex +import tqdm + +from mdlt import command_launchers +from mdlt.dataset import datasets +from mdlt.learning import algorithms +from mdlt.utils import misc +from mdlt.sweep import ask_for_confirmation + + +# For each sweep on imbalanced datasets, double check (modify) this function for customized need +def all_imb_combinations(n, candidates=('b', 'i', 'e')): + """Generate all possible imb_type given imbalanced config""" + if n == 1: + return [i for i in candidates] + elif n == 2: + return [f"{i}{j}" for i in candidates for j in candidates] + elif n == 3: + return [f"{i}{j}{k}" for i in candidates for j in candidates for k in candidates] + else: + raise NotImplementedError(f"[{n}] envs not supported now.") + + +def make_imb_type_for_selected_envs(n_envs, select_envs): + init_imb_types = all_imb_combinations(len(select_envs)) + final_imb_types = [] + for imb_type in init_imb_types: + curr_type = "+" * n_envs + for i, loc in enumerate(select_envs): + curr_type = curr_type[:loc] + imb_type[i] + curr_type[loc + 1:] + final_imb_types.append(curr_type) + return final_imb_types + + +class ImbalanceJob: + NOT_LAUNCHED = 'Not launched' + INCOMPLETE = 'Incomplete' + DONE = 'Done' + + def __init__(self, train_args): + self.output_dir = os.path.join( + args.output_dir, + args.output_folder_name, + f"{train_args['dataset']}_{train_args['imb_type']}_{train_args['imb_factor']}_{train_args['algorithm']}" + f"_hparams{train_args['hparams_seed']}_seed{train_args['seed']}" + ) + if 'selected_envs' in train_args: + self.output_dir += f"_env{str(train_args['selected_envs']).replace(' ', '')[1:-1]}" + + self.train_args = copy.deepcopy(train_args) + command = ['python', '-m', 'mdlt.train'] + for k, v in sorted(self.train_args.items()): + if isinstance(v, list): + v = ' '.join([str(v_) for v_ in v]) + elif isinstance(v, str): + v = shlex.quote(v) + command.append(f'--{k} {v}') + self.command_str = ' '.join(command) + + if os.path.exists(os.path.join(self.output_dir, 'done')): + self.state = ImbalanceJob.DONE + elif os.path.exists(self.output_dir): + self.state = ImbalanceJob.INCOMPLETE + else: + self.state = ImbalanceJob.NOT_LAUNCHED + + def __str__(self): + job_info = (self.train_args['dataset'], + self.train_args['algorithm'], + self.train_args['hparams_seed'], + self.train_args['seed']) + return f'{self.state}: {self.output_dir} {job_info}' + + @staticmethod + def launch(jobs, launcher_fn): + print('Launching...') + jobs = jobs.copy() + np.random.shuffle(jobs) + print('Making job directories:') + for job in tqdm.tqdm(jobs, leave=False): + os.makedirs(job.output_dir, exist_ok=True) + commands = [job.command_str for job in jobs] + launcher_fn(commands) + print(f'Launched {len(jobs)} jobs!') + + @staticmethod + def delete(jobs): + print('Deleting...') + for job in jobs: + shutil.rmtree(job.output_dir) + print(f'Deleted {len(jobs)} jobs!') + + +def make_args_list(n_trials, dataset_names, imb_factor, algorithms, n_hparams_from, n_hparams, steps, + stage1_folder, stage1_algo, selected_envs, output_folder_name, hparams): + args_list = [] + for trial_seed in range(n_trials): + for dataset in dataset_names: + for algorithm in algorithms: + imb_types = make_imb_type_for_selected_envs(datasets.num_environments(dataset), selected_envs) \ + if selected_envs is not None else all_imb_combinations(datasets.num_environments(dataset)) + for imb_type in imb_types: + for hparams_seed in range(n_hparams_from, n_hparams): + train_args = {} + train_args['dataset'] = dataset + train_args['imb_type'] = imb_type + train_args['imb_factor'] = imb_factor + train_args['algorithm'] = algorithm + train_args['output_folder_name'] = output_folder_name + train_args['hparams_seed'] = hparams_seed + train_args['seed'] = trial_seed + if stage1_folder is not None: + train_args['stage1_folder'] = stage1_folder + if stage1_algo is not None: + train_args['stage1_algo'] = stage1_algo + if selected_envs is not None: + train_args['selected_envs'] = selected_envs + if steps is not None: + train_args['steps'] = steps + if hparams is not None: + train_args['hparams'] = hparams + args_list.append(train_args) + return args_list + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Run a sweep over synthetic MDLT datasets') + # pass through commands / change here each run + parser.add_argument('command', choices=['launch', 'delete_incomplete', 'delete_all']) + parser.add_argument('--command_launcher', type=str, default='multi_gpu') + parser.add_argument('--output_folder_name', type=str, required=True) + parser.add_argument('--dataset', nargs='+', type=str, default=["ImbalancedDigits"]) + parser.add_argument('--algorithms', nargs='+', type=str, default=algorithms.ALGORITHMS) + parser.add_argument('--imb_factor', type=float, default=0.01) + parser.add_argument('--n_trials', type=int, default=1) + # optional usage + parser.add_argument('--selected_envs', type=int, nargs='+', default=None, help='Train only on selected envs') + parser.add_argument('--stage1_folder', type=str, default=None) + parser.add_argument('--stage1_algo', type=str, default=None) + # default fixed + parser.add_argument('--n_hparams_from', type=int, default=0) + parser.add_argument('--n_hparams', type=int, default=1) + parser.add_argument('--data_dir', type=str, default="./data") + parser.add_argument('--output_dir', type=str, default="./output") + parser.add_argument('--steps', type=int, default=None) + parser.add_argument('--hparams', type=str, default=None) + parser.add_argument('--skip_confirmation', action='store_true') + args = parser.parse_args() + + args_list = make_args_list( + n_trials=args.n_trials, + dataset_names=args.dataset, + imb_factor=args.imb_factor, + algorithms=args.algorithms, + n_hparams_from=args.n_hparams_from, + n_hparams=args.n_hparams, + steps=args.steps, + stage1_folder=args.stage1_folder, + stage1_algo=args.stage1_algo, + selected_envs=args.selected_envs, + output_folder_name=args.output_folder_name, + hparams=args.hparams + ) + + jobs = [ImbalanceJob(train_args) for train_args in args_list] + + for job in jobs: + print(job) + print("{} jobs: {} done, {} incomplete, {} not launched.".format( + len(jobs), + len([j for j in jobs if j.state == ImbalanceJob.DONE]), + len([j for j in jobs if j.state == ImbalanceJob.INCOMPLETE]), + len([j for j in jobs if j.state == ImbalanceJob.NOT_LAUNCHED])) + ) + + if args.command == 'launch': + to_launch = [j for j in jobs if j.state == ImbalanceJob.NOT_LAUNCHED] + print(f'About to launch {len(to_launch)} jobs.') + if not args.skip_confirmation: + ask_for_confirmation() + launcher_fn = command_launchers.REGISTRY[args.command_launcher] + ImbalanceJob.launch(to_launch, launcher_fn) + + elif args.command == 'delete_incomplete': + to_delete = [j for j in jobs if j.state == ImbalanceJob.INCOMPLETE] + print(f'About to delete {len(to_delete)} jobs.') + if not args.skip_confirmation: + ask_for_confirmation() + ImbalanceJob.delete(to_delete) + + elif args.command == 'delete_all': + to_delete = [j for j in jobs if j.state == ImbalanceJob.INCOMPLETE or j.state == ImbalanceJob.DONE] + print(f'About to delete {len(to_delete)} jobs.') + if not args.skip_confirmation: + ask_for_confirmation() + ImbalanceJob.delete(to_delete) diff --git a/mdlt/train.py b/mdlt/train.py new file mode 100644 index 0000000..a059063 --- /dev/null +++ b/mdlt/train.py @@ -0,0 +1,350 @@ +import argparse +import collections +import json +import os +import random +import sys +import time +import shutil +import numpy as np +import PIL +import torch +import torchvision +import torch.utils.data +from tensorboard_logger import Logger + +from mdlt import hparams_registry +from mdlt.dataset import datasets +from mdlt.learning import algorithms +from mdlt.utils import misc +from mdlt.dataset.fast_dataloader import InfiniteDataLoader, FastDataLoader + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Multi-Domain LT') + # training + parser.add_argument('--dataset', type=str, default="PACS", choices=datasets.DATASETS) + parser.add_argument('--algorithm', type=str, default="ERM", choices=algorithms.ALGORITHMS) + parser.add_argument('--output_folder_name', type=str, default='debug') + # imbalance related + parser.add_argument('--imb_type', type=str, default="eeee", + help='Length should be equal to # of envs, each refers to imb_type within that env') + parser.add_argument('--imb_factor', type=float, default=0.1) + # others + parser.add_argument('--data_dir', type=str, default="./data") + parser.add_argument('--output_dir', type=str, default="./output") + parser.add_argument('--hparams', type=str, help='JSON-serialized hparams dict') + parser.add_argument('--hparams_seed', type=int, default=0, help='Seed for random hparams (0 for "default hparams")') + parser.add_argument('--seed', type=int, default=0, help='Seed for everything else') + parser.add_argument('--steps', type=int, default=None) + parser.add_argument('--selected_envs', type=int, nargs='+', default=None, help='Train only on selected envs') + # two-stage related + parser.add_argument('--stage1_folder', type=str, default='vanilla') + parser.add_argument('--stage1_algo', type=str, default='ERM') + # checkpoints + parser.add_argument('--resume', '-r', type=str, default='') + parser.add_argument('--pretrained', type=str, default='') + parser.add_argument('--checkpoint_freq', type=int, default=None, help='Checkpoint every N steps') + parser.add_argument('--skip_model_save', action='store_true') + args = parser.parse_args() + + start_step = 0 + args.best_val_acc = 0 + best_env_acc = {} + best_shot_acc = {} + best_class_acc = collections.defaultdict(list) + store_prefix = f"{args.dataset}_{args.imb_type}_{args.imb_factor}" if 'Imbalance' in args.dataset else args.dataset + args.store_name = f"{store_prefix}_{args.algorithm}_hparams{args.hparams_seed}_seed{args.seed}" + if args.selected_envs is not None: + args.store_name = f"{args.store_name}_env{str(args.selected_envs).replace(' ', '')[1:-1]}" + + misc.prepare_folders(args) + args.output_dir = os.path.join(args.output_dir, args.output_folder_name, args.store_name) + sys.stdout = misc.Tee(os.path.join(args.output_dir, 'out.txt')) + sys.stderr = misc.Tee(os.path.join(args.output_dir, 'err.txt')) + + tb_logger = Logger(logdir=args.output_dir, flush_secs=2) + + print("Environment:") + print("\tPython: {}".format(sys.version.split(" ")[0])) + print("\tPyTorch: {}".format(torch.__version__)) + print("\tTorchvision: {}".format(torchvision.__version__)) + print("\tCUDA: {}".format(torch.version.cuda)) + print("\tCUDNN: {}".format(torch.backends.cudnn.version())) + print("\tNumPy: {}".format(np.__version__)) + print("\tPIL: {}".format(PIL.__version__)) + + print('Args:') + for k, v in sorted(vars(args).items()): + print('\t{}: {}'.format(k, v)) + + if args.hparams_seed == 0: + hparams = hparams_registry.default_hparams(args.algorithm, args.dataset) + else: + hparams = hparams_registry.random_hparams(args.algorithm, args.dataset, misc.seed_hash(args.hparams_seed)) + if args.hparams: + hparams.update(json.loads(args.hparams)) + if 'Imbalance' in args.dataset: + hparams.update({'imb_type_per_env': [misc.IMBALANCE_TYPE[x] for x in args.imb_type], + 'imb_factor': args.imb_factor}) + + print('HParams:') + for k, v in sorted(hparams.items()): + print('\t{}: {}'.format(k, v)) + + random.seed(args.seed) + np.random.seed(args.seed) + torch.manual_seed(args.seed) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + + device = "cuda" if torch.cuda.is_available() else "cpu" + + if args.dataset in vars(datasets): + train_dataset = vars(datasets)[args.dataset](args.data_dir, 'train', hparams) + val_dataset = vars(datasets)[args.dataset](args.data_dir, 'val', hparams) + test_dataset = vars(datasets)[args.dataset](args.data_dir, 'test', hparams) + else: + raise NotImplementedError + + num_workers = train_dataset.N_WORKERS + input_shape = train_dataset.input_shape + num_classes = train_dataset.num_classes + n_steps = args.steps or train_dataset.N_STEPS + checkpoint_freq = args.checkpoint_freq or train_dataset.CHECKPOINT_FREQ + many_shot_thr = train_dataset.MANY_SHOT_THRES + few_shot_thr = train_dataset.FEW_SHOT_THRES + + if args.selected_envs is not None: + train_dataset = torch.utils.data.Subset(train_dataset, args.selected_envs) + val_dataset = torch.utils.data.Subset(val_dataset, args.selected_envs) + test_dataset = torch.utils.data.Subset(test_dataset, args.selected_envs) + env_ids = args.selected_envs if args.selected_envs is not None else np.arange(len(train_dataset)) + + print("Dataset:") + for i, (tr, va, te) in enumerate(zip(train_dataset, val_dataset, test_dataset)): + print(f"\tenv{env_ids[i]}:\t{len(tr)}\t|\t{len(va)}\t|\t{len(te)}") + + # Split each env into train, val, test + train_splits, val_splits, test_splits = [], [], [] + train_labels = dict() + for i, env in enumerate(zip(train_dataset, val_dataset, test_dataset)): + env_train, env_val, env_test = env + if hparams['class_balanced']: + train_weights = misc.make_balanced_weights_per_sample( + env_train.targets if 'Imbalance' not in args.dataset else env_train.tensors[1].numpy()) + val_weights = misc.make_balanced_weights_per_sample( + env_val.targets if 'Imbalance' not in args.dataset else env_val.tensors[1].numpy()) + test_weights = misc.make_balanced_weights_per_sample( + env_test.targets if 'Imbalance' not in args.dataset else env_test.tensors[1].numpy()) + else: + train_weights, val_weights, test_weights = None, None, None + train_splits.append((env_train, train_weights)) + val_splits.append((env_val, val_weights)) + test_splits.append((env_test, test_weights)) + train_labels[f"env{env_ids[i]}"] = env_train.targets if 'Imbalance' not in args.dataset else env_train.tensors[1].numpy() + + train_loaders = [InfiniteDataLoader( + dataset=env, + weights=env_weights, + batch_size=hparams['batch_size'], + num_workers=num_workers) + for env, env_weights in train_splits + ] + eval_loaders = [FastDataLoader( + dataset=env, + batch_size=64, + num_workers=num_workers) + for env, _ in (val_splits + test_splits) + ] + # loader for online training feature updates + train_feat_loaders = [FastDataLoader( + dataset=env, + batch_size=64, + num_workers=num_workers) + for env, _ in train_splits + ] if 'BoDA' in args.algorithm else None + eval_weights = [None for _, weights in (val_splits + test_splits)] + eval_loader_names = [f'env{env_ids[i]}_val' for i in range(len(val_splits))] + eval_loader_names += [f'env{env_ids[i]}_test' for i in range(len(test_splits))] + feat_loader_names = [f'env{env_ids[i]}' for i in range(len(train_splits))] + + algorithm_class = algorithms.get_algorithm_class(args.algorithm) + algorithm = algorithm_class(input_shape, num_classes, len(train_dataset), hparams, env_labels=train_labels) + + # load stage1 model if using 2-stage algorithm + if 'CRT' in args.algorithm: + args.pretrained = os.path.join( + args.output_dir.replace(args.output_folder_name, args.stage1_folder), hparams['stage1_model'] + ).replace(args.algorithm, args.stage1_algo) + args.pretrained = args.pretrained.replace( + f"seed{args.pretrained[args.pretrained.find('seed') + len('seed')]}", 'seed0') + assert os.path.isfile(args.pretrained) + + if args.pretrained: + checkpoint = torch.load(args.pretrained, map_location="cpu") + from collections import OrderedDict + new_state_dict = OrderedDict() + for k, v in checkpoint['model_dict'].items(): + if 'classifier' not in k and 'network.1.' not in k: + new_state_dict[k] = v + algorithm.load_state_dict(new_state_dict, strict=False) + print(f"===> Pretrained weights found in total: [{len(list(new_state_dict.keys()))}]") + print(f"===> Pre-trained model loaded: '{args.pretrained}'") + + if args.resume: + if os.path.isfile(args.resume): + print(f"===> Loading checkpoint '{args.resume}'") + checkpoint = torch.load(args.resume) + start_step = checkpoint['start_step'] + args.best_val_acc = checkpoint['best_val_acc'] + algorithm.load_state_dict(checkpoint['model_dict']) + print(f"===> Loaded checkpoint '{args.resume}' (step [{start_step}])") + else: + print(f"===> No checkpoint found at '{args.resume}'") + + algorithm.to(device) + + train_minibatches_iterator = zip(*train_loaders) + checkpoint_vals = collections.defaultdict(lambda: []) + + steps_per_epoch = min([len(env)/hparams['batch_size'] for env, _ in train_splits]) + + def save_checkpoint(best=False, filename='model.pkl', curr_step=0): + if args.skip_model_save: + return + filename = os.path.join(args.output_dir, filename) + save_dict = { + "args": vars(args), + "best_val_acc": args.best_val_acc, + "start_step": curr_step + 1, + "num_classes": num_classes, + "num_domains": len(train_dataset), + "model_input_shape": input_shape, + "model_hparams": hparams, + "model_dict": algorithm.state_dict() + } + torch.save(save_dict, filename) + if best: + shutil.copyfile(filename, filename.replace('pkl', 'best.pkl')) + + last_results_keys = None + for step in range(start_step, n_steps): + step_start_time = time.time() + minibatches_device = [(x.to(device), y.to(device)) + for x, y in next(train_minibatches_iterator)] + + # update features before training step + train_features = {} + if 'BoDA' in args.algorithm and (step > 0 and step % hparams["feat_update_freq"] == 0): + curr_tr_feats, curr_tr_labels = collections.defaultdict(list), collections.defaultdict(list) + for name, loader in sorted(zip(feat_loader_names, train_feat_loaders), key=lambda x: x[0]): + algorithm.eval() + with torch.no_grad(): + for x, y in loader: + x, y = x.to(device), y.to(device) + feats = algorithm.return_feats(x) + curr_tr_feats[name].extend(feats.data) + curr_tr_labels[name].extend(y.data) + train_features = {'feats': curr_tr_feats, 'labels': curr_tr_labels} + + algorithm.train() + step_vals = algorithm.update(minibatches_device, train_features) + checkpoint_vals['step_time'].append(time.time() - step_start_time) + + for key, val in step_vals.items(): + checkpoint_vals[key].append(val) + + if (step % checkpoint_freq == 0) or (step == n_steps - 1): + results = { + 'step': step, + 'epoch': step / steps_per_epoch, + } + for key, val in checkpoint_vals.items(): + results[key] = np.mean(val) + + evals = zip(eval_loader_names, eval_loaders, eval_weights) + class_acc_output = collections.defaultdict(list) + shot_acc_output = collections.defaultdict(list) + env_acc_output = {} + for name, loader, weights in sorted(evals, key=lambda x: x[0]): + if 'test' in name: + acc, shot_acc, class_acc = misc.accuracy( + algorithm, loader, weights, train_labels[name.split('_')[0]], + many_shot_thr, few_shot_thr, device, class_shot_acc=True) + class_acc_output[name.split('_')[0]] = list(class_acc) + env_acc_output[name.split('_')[0]] = acc + shot_acc_output['many'].extend(shot_acc[0]) + shot_acc_output['median'].extend(shot_acc[1]) + shot_acc_output['few'].extend(shot_acc[2]) + shot_acc_output['zero'].extend(shot_acc[3]) + else: + acc = misc.accuracy(algorithm, loader, weights, train_labels[name.split('_')[0]], + many_shot_thr, few_shot_thr, device, class_shot_acc=False) + results[name] = acc + + # shot-wise results + for shot in ['many', 'median', 'few', 'zero']: + if len(shot_acc_output[shot]) == 0: + shot_acc_output[shot].append(-1) + results[f"sht_{shot}"] = np.mean(shot_acc_output[shot]) + + results['mem_gb'] = torch.cuda.max_memory_allocated() / (1024.*1024.*1024.) + + results_keys = list(results.keys()) + if results_keys != last_results_keys: + print("\n") + misc.print_row([key for key in results_keys if key not in {'mem_gb', 'step_time'}], colwidth=8) + last_results_keys = results_keys + misc.print_row([results[key] for key in results_keys if key not in {'mem_gb', 'step_time'}], colwidth=8) + + results.update({ + 'hparams': hparams, + 'args': vars(args), + 'class_acc': class_acc_output + }) + + epochs_path = os.path.join(args.output_dir, 'results.json') + with open(epochs_path, 'a') as f: + f.write(json.dumps(results, sort_keys=True) + "\n") + + # record best validation accuracy (mean over all envs) + val_env_keys = [f'env{i}_val' for i in env_ids if f'env{i}_val' in results.keys()] + val_acc_mean = np.mean([results[key] for key in val_env_keys]) + is_best = val_acc_mean > args.best_val_acc + args.best_val_acc = max(val_acc_mean, args.best_val_acc) + if is_best: + best_class_acc = class_acc_output + best_env_acc = env_acc_output + best_shot_acc = {s: np.mean(shot_acc_output[s]) for s in ['many', 'median', 'few', 'zero']} + + save_checkpoint(best=is_best, curr_step=step) + + # tensorboard logger + for key in checkpoint_vals.keys() - {'step_time'}: + tb_logger.log_value(key, results[key], step) + tb_logger.log_value('val_acc', val_acc_mean, step) + tb_logger.log_value('test_acc_mean', np.mean(list(env_acc_output.values())), step) + tb_logger.log_value('test_acc_worst', min(env_acc_output.values()), step) + for i in env_ids: + tb_logger.log_value(f'test_env{i}_acc', results[f"env{i}_test"], step) + for s in ['many', 'median', 'few', 'zero']: + tb_logger.log_value(f'shot_{s}', results[f"sht_{s}"], step) + if hasattr(algorithm, 'optimizer'): + tb_logger.log_value('learning_rate', algorithm.optimizer.param_groups[0]['lr'], step) + + checkpoint_vals = collections.defaultdict(lambda: []) + + print("\nTest accuracy (best validation checkpoint):") + print(f"\tmean:\t[{np.mean(list(best_env_acc.values())):.3f}]\n\tworst:\t[{min(best_env_acc.values()):.3f}]") + print("Shot-wise accuracy:") + for s in ['many', 'median', 'few', 'zero']: + print(f"\t[{s[:4]}]:\t[{best_shot_acc[s]:.3f}]") + print("Class-wise accuracy:") + for env in sorted(best_class_acc): + print('\t[{}] overall {:.3f}, class-wise {}'.format( + env, best_env_acc[env], (np.array2string( + np.array(best_class_acc[env]), separator=', ', formatter={'float_kind': lambda x: "%.3f" % x})))) + + with open(os.path.join(args.output_dir, 'done'), 'w') as f: + f.write('done') diff --git a/mdlt/utils/misc.py b/mdlt/utils/misc.py new file mode 100644 index 0000000..b659ca8 --- /dev/null +++ b/mdlt/utils/misc.py @@ -0,0 +1,354 @@ +import hashlib +import os +import sys +import math +import operator +import numpy as np +import torch +from collections import Counter +from collections import OrderedDict +from numbers import Number +from sklearn.metrics import confusion_matrix + + +IMBALANCE_TYPE = { + 'b': 'balance', + 'e': 'exp', + 's': 'step', + 'i': 'inv_exp', + 'j': 'inv_step', + # placeholder for unused envs, when 'selected_envs' enabled + '+': 'balance' +} + + +def prepare_folders(args): + folders_util = [args.output_dir, + os.path.join(args.output_dir, args.output_folder_name, args.store_name)] + for folder in folders_util: + if not os.path.exists(folder): + print(f"===> Creating folder: {folder}") + os.makedirs(folder) + + +def count_samples_per_class(targets, num_classes): + counts = Counter() + for y in targets: + counts[int(y)] += 1 + return [counts[i] if counts[i] else np.inf for i in range(num_classes)] + + +def make_balanced_weights_per_sample(targets): + counts = Counter() + classes = [] + for y in targets: + y = int(y) + counts[y] += 1 + classes.append(y) + + n_classes = len(counts) + weight_per_class = {} + for y in counts: + weight_per_class[y] = 1 / (counts[y] * n_classes) + + weights = torch.zeros(len(targets)) + for i, y in enumerate(classes): + weights[i] = weight_per_class[int(y)] + + return weights + + +def pdb(): + sys.stdout = sys.__stdout__ + import pdb + print("Launching PDB, enter 'n' to step to parent function.") + pdb.set_trace() + + +def seed_hash(*args): + """Derive an integer hash from all args, for use as a random seed.""" + args_str = str(args) + return int(hashlib.md5(args_str.encode("utf-8")).hexdigest(), 16) % (2**31) + + +def print_separator(): + print("="*80) + + +def print_row(row, colwidth=10, latex=False): + if latex: + sep = " & " + end_ = "\\\\" + else: + sep = " " + end_ = "" + + def format_val(x): + if np.issubdtype(type(x), np.floating): + x = "{:.4f}".format(x) + return str(x).ljust(colwidth)[:colwidth] + + print(sep.join([format_val(x) for x in row]), end_) + + +class _SplitDataset(torch.utils.data.Dataset): + """Used by split_dataset""" + def __init__(self, underlying_dataset, keys): + super(_SplitDataset, self).__init__() + self.underlying_dataset = underlying_dataset + self.keys = keys + + def __getitem__(self, key): + return self.underlying_dataset[self.keys[key]] + + def __len__(self): + return len(self.keys) + + +def split_dataset(dataset, n, seed=0): + """ + Return a pair of dataset corresponding to a random split of the given dataset, + with n data points in the first dataset and the rest in the last using the given random seed + """ + assert(n <= len(dataset)) + keys = list(range(len(dataset))) + np.random.RandomState(seed).shuffle(keys) + keys_1 = keys[:n] + keys_2 = keys[n:] + return _SplitDataset(dataset, keys_1), _SplitDataset(dataset, keys_2) + + +def random_pairs_of_minibatches(minibatches): + perm = torch.randperm(len(minibatches)).tolist() + pairs = [] + + for i in range(len(minibatches)): + j = i + 1 if i < (len(minibatches) - 1) else 0 + + xi, yi = minibatches[perm[i]][0], minibatches[perm[i]][1] + xj, yj = minibatches[perm[j]][0], minibatches[perm[j]][1] + + min_n = min(len(xi), len(xj)) + pairs.append(((xi[:min_n], yi[:min_n]), (xj[:min_n], yj[:min_n]))) + + return pairs + + +def mixup_data(x, y, alpha=1., device="cpu"): + lam = np.random.beta(alpha, alpha) if alpha > 0 else 1 + + batch_size = x.size()[0] + index = torch.randperm(batch_size).to(device) + + mixed_x = lam * x + (1 - lam) * x[index, :] + y_a, y_b = y, y[index] + + return mixed_x, y_a, y_b, lam + + +def accuracy(network, loader, weights, train_labels, many_shot_thr, few_shot_thr, device, class_shot_acc=True): + correct = 0 + total = 0 + weights_offset = 0 + all_p, all_t = [], [] + + network.eval() + with torch.no_grad(): + for x, y in loader: + x = x.to(device) + y = y.to(device) + p = network.predict(x) + all_p.extend(p.argmax(1).cpu().numpy()) + all_t.extend(y.cpu().numpy()) + if weights is None: + batch_weights = torch.ones(len(x)) + else: + batch_weights = weights[weights_offset: weights_offset + len(x)] + weights_offset += len(x) + batch_weights = batch_weights.to(device) + correct += (p.gt(0).eq(y).float() * batch_weights.view(-1, 1)).sum().item() if p.size(1) == 1 else \ + (p.argmax(1).eq(y).float() * batch_weights).sum().item() + total += batch_weights.sum().item() + total_acc = correct / total + # shot-wise & per-class accuracy + if class_shot_acc: + shot_acc = shot_accuracy(np.asarray(all_p), np.asarray(all_t), train_labels, many_shot_thr, few_shot_thr) + cf = confusion_matrix(all_t, all_p).astype(float) + class_cnt = cf.sum(axis=1) + class_hit = np.diag(cf) + class_acc = class_hit / class_cnt + network.train() + + if class_shot_acc: + return total_acc, shot_acc, class_acc + return total_acc + + +def shot_accuracy(preds, labels, train_labels, many_shot_thr, few_shot_thr): + train_labels = np.array(train_labels).astype(int) + + if isinstance(preds, torch.Tensor): + preds = preds.detach().cpu().numpy() + labels = labels.detach().cpu().numpy() + elif isinstance(preds, np.ndarray): + pass + else: + raise TypeError(f'Type ({type(preds)}) of predictions not supported!') + + train_class_count, test_class_count = [], [] + class_correct = [] + for l in np.unique(labels): + train_class_count.append(len(train_labels[train_labels == l])) + test_class_count.append(len(labels[labels == l])) + class_correct.append((preds[labels == l] == labels[labels == l]).sum()) + + many_shot, median_shot, few_shot, zero_shot = [], [], [], [] + for i in range(len(train_class_count)): + if train_class_count[i] > many_shot_thr: + many_shot.append((class_correct[i] / test_class_count[i])) + elif train_class_count[i] <= few_shot_thr: + if train_class_count[i] == 0: + zero_shot.append((class_correct[i] / test_class_count[i])) + else: + few_shot.append((class_correct[i] / test_class_count[i])) + else: + median_shot.append((class_correct[i] / test_class_count[i])) + + return many_shot, median_shot, few_shot, zero_shot + + +class Tee: + def __init__(self, fname, mode="a"): + self.stdout = sys.stdout + self.file = open(fname, mode) + + def write(self, message): + self.stdout.write(message) + self.file.write(message) + self.flush() + + def flush(self): + self.stdout.flush() + self.file.flush() + + +class ParamDict(OrderedDict): + """Code adapted from https://github.com/Alok/rl_implementations/tree/master/reptile. + A dictionary where the values are Tensors, meant to represent weights of + a model. This subclass lets you perform arithmetic on weights directly. + """ + def __init__(self, *args, **kwargs): + super().__init__(*args, *kwargs) + + def _prototype(self, other, op): + if isinstance(other, Number): + return ParamDict({k: op(v, other) for k, v in self.items()}) + elif isinstance(other, dict): + return ParamDict({k: op(self[k], other[k]) for k in self}) + else: + raise NotImplementedError + + def __add__(self, other): + return self._prototype(other, operator.add) + + def __rmul__(self, other): + return self._prototype(other, operator.mul) + + __mul__ = __rmul__ + + def __neg__(self): + return ParamDict({k: -v for k, v in self.items()}) + + def __rsub__(self, other): + return self.__add__(other.__neg__()) + + __sub__ = __rsub__ + + def __truediv__(self, other): + return self._prototype(other, operator.truediv) + + +def make_grid(tensor, nrow=8, padding=2, normalize=False, ranges=None, scale_each=False, pad_value=0): + """Make a grid of images. + Args: + tensor (Tensor or list): 4D mini-batch Tensor of shape (B x C x H x W) + or a list of images all of the same size. + nrow (int, optional): Number of images displayed in each row of the grid. + The Final grid size is (B / nrow, nrow). Default is 8. + padding (int, optional): amount of padding. Default is 2. + normalize (bool, optional): If True, shift the image to the range (0, 1), + by subtracting the minimum and dividing by the maximum pixel value. + ranges (tuple, optional): tuple (min, max) where min and max are numbers, + then these numbers are used to normalize the image. By default, min and max + are computed from the tensor. + scale_each (bool, optional): If True, scale each image in the batch of + images separately rather than the (min, max) over all images. + pad_value (float, optional): Value for the padded pixels. + Example: + See this notebook `here ` + """ + if not (torch.is_tensor(tensor) or + (isinstance(tensor, list) and all(torch.is_tensor(t) for t in tensor))): + raise TypeError('tensor or list of tensors expected, got {}'.format(type(tensor))) + + # if list of tensors, convert to a 4D mini-batch Tensor + if isinstance(tensor, list): + tensor = torch.stack(tensor, dim=0) + + if tensor.dim() == 2: # single image H x W + tensor = tensor.view(1, tensor.size(0), tensor.size(1)) + if tensor.dim() == 3: # single image + if tensor.size(0) == 1: # if single-channel, convert to 3-channel + tensor = torch.cat((tensor, tensor, tensor), 0) + return tensor + if tensor.dim() == 4 and tensor.size(1) == 1: # single-channel images + tensor = torch.cat((tensor, tensor, tensor), 1) + + if normalize is True: + tensor = tensor.clone() # avoid modifying tensor in-place + if ranges is not None: + assert isinstance(ranges, tuple), \ + "ranges has to be a tuple (min, max) if specified. min and max are numbers" + + def norm_ip(img, min, max): + img.clamp_(min=min, max=max) + img.add_(-min).div_(max - min) + + def norm_range(t, ranges): + if ranges is not None: + norm_ip(t, ranges[0], ranges[1]) + else: + norm_ip(t, t.min(), t.max()) + + if scale_each is True: + for t in tensor: # loop over mini-batch dimension + norm_range(t, ranges) + else: + norm_range(tensor, ranges) + + # make the mini-batch of images into a grid + nmaps = tensor.size(0) + xmaps = min(nrow, nmaps) + ymaps = int(math.ceil(float(nmaps) / xmaps)) + height, width = int(tensor.size(2) + padding), int(tensor.size(3) + padding) + grid = tensor.new(3, height * ymaps + padding, width * xmaps + padding).fill_(pad_value) + k = 0 + for y in range(ymaps): + for x in range(xmaps): + if k >= nmaps: + break + grid.narrow(1, y * height + padding, height - padding)\ + .narrow(2, x * width + padding, width - padding)\ + .copy_(tensor[k]) + k = k + 1 + return grid + + +def save_image(tensor, filename, nrow=8, padding=2, normalize=False, ranges=None, scale_each=False, pad_value=0): + from PIL import Image + tensor = tensor.cpu() + grid = make_grid(tensor, nrow=nrow, padding=padding, pad_value=pad_value, + normalize=normalize, ranges=ranges, scale_each=scale_each) + ndarray = grid.mul(255).clamp(0, 255).byte().permute(1, 2, 0).numpy() + im = Image.fromarray(ndarray) + im.save(filename) diff --git a/mdlt/utils/query.py b/mdlt/utils/query.py new file mode 100644 index 0000000..4a9b5dc --- /dev/null +++ b/mdlt/utils/query.py @@ -0,0 +1,178 @@ +import inspect +import json +import types +import warnings +import numpy as np + + +def make_selector_fn(selector): + """ + If selector is a function, return selector. + Otherwise, return a function corresponding to the selector string. Examples + of valid selector strings and the corresponding functions: + x lambda obj: obj['x'] + x.y lambda obj: obj['x']['y'] + x,y lambda obj: (obj['x'], obj['y']) + """ + if isinstance(selector, str): + if ',' in selector: + parts = selector.split(',') + part_selectors = [make_selector_fn(part) for part in parts] + return lambda obj: tuple(sel(obj) for sel in part_selectors) + elif '.' in selector: + parts = selector.split('.') + part_selectors = [make_selector_fn(part) for part in parts] + + def f(obj): + for sel in part_selectors: + obj = sel(obj) + return obj + return f + else: + key = selector.strip() + return lambda obj: obj[key] + elif isinstance(selector, types.FunctionType): + return selector + else: + raise TypeError + + +def hashable(obj): + try: + hash(obj) + return obj + except TypeError: + return json.dumps({'_': obj}, sort_keys=True) + + +class Q(object): + def __init__(self, list_): + super(Q, self).__init__() + self._list = list_ + + def __len__(self): + return len(self._list) + + def __getitem__(self, key): + return self._list[key] + + def __eq__(self, other): + if isinstance(other, self.__class__): + return self._list == other._list + else: + return self._list == other + + def __str__(self): + return str(self._list) + + def __repr__(self): + return repr(self._list) + + def _append(self, item): + """Unsafe, be careful you know what you're doing.""" + self._list.append(item) + + def group(self, selector): + """ + Group elements by selector and return a list of (group, group_records) + tuples. + """ + selector = make_selector_fn(selector) + groups = {} + for x in self._list: + group = selector(x) + group_key = hashable(group) + if group_key not in groups: + groups[group_key] = (group, Q([])) + groups[group_key][1]._append(x) + results = [groups[key] for key in sorted(groups.keys())] + return Q(results) + + def group_map(self, selector, fn): + """ + Group elements by selector, apply fn to each group, and return a list + of the results. + """ + return self.group(selector).map(fn) + + def map(self, fn): + """ + map self onto fn. If fn takes multiple args, tuple-unpacking + is applied. + """ + if len(inspect.signature(fn).parameters) > 1: + return Q([fn(*x) for x in self._list]) + else: + return Q([fn(x) for x in self._list]) + + def select(self, selector): + selector = make_selector_fn(selector) + return Q([selector(x) for x in self._list]) + + def min(self): + return min(self._list) + + def max(self): + return max(self._list) + + def sum(self): + return sum(self._list) + + def len(self): + return len(self._list) + + def mean(self): + with warnings.catch_warnings(): + warnings.simplefilter("ignore") + return float(np.mean(self._list)) + + def std(self): + with warnings.catch_warnings(): + warnings.simplefilter("ignore") + return float(np.std(self._list)) + + def mean_std(self): + return (self.mean(), self.std()) + + def argmax(self, selector): + selector = make_selector_fn(selector) + return max(self._list, key=selector) + + def filter(self, fn): + return Q([x for x in self._list if fn(x)]) + + def filter_equals(self, selector, value): + """like [x for x in y if x.selector == value]""" + selector = make_selector_fn(selector) + return self.filter(lambda r: selector(r) == value) + + def filter_not_none(self): + return self.filter(lambda r: r is not None) + + def filter_not_nan(self): + return self.filter(lambda r: not np.isnan(r)) + + def flatten(self): + return Q([y for x in self._list for y in x]) + + def unique(self): + result = [] + result_set = set() + for x in self._list: + hashable_x = hashable(x) + if hashable_x not in result_set: + result_set.add(hashable_x) + result.append(x) + return Q(result) + + def sorted(self, key=None): + if key is None: + key = lambda x: x + + def key2(x): + x = key(x) + if isinstance(x, (np.floating, float)) and np.isnan(x): + return float('-inf') + else: + return x + return Q(sorted(self._list, key=key2)) diff --git a/mdlt/utils/reporting.py b/mdlt/utils/reporting.py new file mode 100644 index 0000000..71fd862 --- /dev/null +++ b/mdlt/utils/reporting.py @@ -0,0 +1,45 @@ +import collections +import json +import os +import tqdm +from mdlt.utils.query import Q + + +def load_records(path): + records = [] + for i, subdir in tqdm.tqdm(list(enumerate(os.listdir(path))), ncols=80, leave=False): + results_path = os.path.join(path, subdir, "results.json") + try: + with open(results_path, "r") as f: + for line in f: + records.append(json.loads(line[:-1])) + except IOError: + pass + + return Q(records) + + +def get_grouped_records(records): + """Group records by (seed, dataset, algorithm).""" + result = collections.defaultdict(lambda: []) + for r in records: + group = (r["args"]["seed"], + r["args"]["dataset"], + r["args"]["algorithm"]) + result[group].append(r) + return Q([{"seed": s, "dataset": d, "algorithm": a, "records": Q(r)} + for (s, d, a), r in result.items()]) + + +def get_imbalanced_grouped_records(records): + """Group records by (seed, dataset, algorithm, imb_type, imb_factor).""" + result = collections.defaultdict(lambda: []) + for r in records: + group = (r["args"]["seed"], + r["args"]["dataset"], + r["args"]["algorithm"], + r["args"]["imb_type"], + r["args"]["imb_factor"]) + result[group].append(r) + return Q([{"seed": s, "dataset": d, "algorithm": a, "imb_type": t, "imb_factor": f, + "records": Q(r)} for (s, d, a, t, f), r in result.items()])