From 8d6225609ea3cf1c08980250d9b68113c34a0474 Mon Sep 17 00:00:00 2001 From: pym1024 <1024peng@gmail.com> Date: Tue, 20 Feb 2024 17:59:33 +1100 Subject: [PATCH] first commit --- README.md | 33 + correlation.py | 66 ++ datasets/DARTS_archs_CIFAR10.csv | 1000 +++++++++++++++++++++++++++ requirements.txt | 5 + src/__init__.py | 0 src/datasets/DownsampledImageNet.py | 109 +++ src/datasets/__init__.py | 0 src/datasets/utilities.py | 115 +++ src/metrics/__init__.py | 0 src/metrics/swap.py | 99 +++ src/search_space/__init__.py | 0 src/search_space/networks.py | 105 +++ src/search_space/operations.py | 147 ++++ src/utils/__init__.py | 0 src/utils/utilities.py | 38 + 15 files changed, 1717 insertions(+) create mode 100644 README.md create mode 100644 correlation.py create mode 100644 datasets/DARTS_archs_CIFAR10.csv create mode 100644 requirements.txt create mode 100644 src/__init__.py create mode 100644 src/datasets/DownsampledImageNet.py create mode 100644 src/datasets/__init__.py create mode 100644 src/datasets/utilities.py create mode 100644 src/metrics/__init__.py create mode 100644 src/metrics/swap.py create mode 100644 src/search_space/__init__.py create mode 100644 src/search_space/networks.py create mode 100644 src/search_space/operations.py create mode 100644 src/utils/__init__.py create mode 100644 src/utils/utilities.py diff --git a/README.md b/README.md new file mode 100644 index 0000000..479165d --- /dev/null +++ b/README.md @@ -0,0 +1,33 @@ +# Sample-Wise Activation Patterns for Ultra-Fast NAS
(ICLR 2024 Spotlight) +Training-free metrics (a.k.a. zero-cost proxies) are widely used to avoid resource-intensive neural network training, especially in Neural Architecture Search (NAS). Recent studies show that existing training-free metrics have several limitations, such as limited correlation and poor generalisation across different search spaces and tasks. Hence, we propose Sample-Wise Activation Patterns and its derivative, SWAP-Score, a novel high-performance training-free metric. It measures the expressivity of networks over a batch of input samples. The SWAP-Score is strongly correlated with ground-truth performance across various search spaces and tasks, outperforming 15 existing training-free metrics on NAS-Bench-101/201/301 and TransNAS-Bench-101. + +# Usage + +The following instruction demonstrates the usage of evaluating network's performance through SWAP-Score. + +**/src/metrics/swap.py** contains the core components of SWAP-Score. + +**/datasets/DARTS_archs_CIFAR10.csv** contains 1000 architectures (randomly sampled from DARTS space) along with their CIFAR-10 validation accuracies (trained for 200 epochs). + +* Install necessary dependencies (a new virtual environment is suggested). +``` +cd SWAP +pip install -r requirements.txt +``` +* Calculate the correlation between SWAP-Score and CIFAR-10 validation accuracies of 1000 DARTS architectures. +``` +python correlation.py +``` + + +If you use or build on our code, please consider citing our paper: +``` +@inproceedings{ +peng2024swapnas, +title={{SWAP}-{NAS}: Sample-Wise Activation Patterns for Ultra-fast {NAS}}, +author={Yameng Peng and Andy Song and Haytham M. Fayek and Vic Ciesielski and Xiaojun Chang}, +booktitle={The Twelfth International Conference on Learning Representations}, +year={2024}, +url={https://openreview.net/forum?id=tveiUXU2aa} +} +``` diff --git a/correlation.py b/correlation.py new file mode 100644 index 0000000..10a3206 --- /dev/null +++ b/correlation.py @@ -0,0 +1,66 @@ +import os +os.environ['PYTORCH_ENABLE_MPS_FALLBACK'] = '1' +import argparse +import torch +import torch.nn as nn +import numpy as np +import pandas as pd +from scipy import stats +from src.utils.utilities import * +from src.metrics.swap import SWAP +from src.datasets.utilities import get_datasets +from src.search_space.networks import * + +# Settings for console outputs +import warnings +warnings.simplefilter(action='ignore', category=FutureWarning) +warnings.simplefilter(action='ignore', category=UserWarning) + +parser = argparse.ArgumentParser() + +# general setting +parser.add_argument('--data_path', default="datasets", type=str, nargs='?', help='path to the image dataset (datasets or datasets/ILSVRC/Data/CLS-LOC)') +parser.add_argument('--seed', default=0, type=int, help='random seed') +parser.add_argument('--device', default="mps", type=str, nargs='?', help='setup device (cpu, mps or cuda)') +parser.add_argument('--repeats', default=32, type=int, nargs='?', help='times of calculating the training-free metric') +parser.add_argument('--input_samples', default=16, type=int, nargs='?', help='input batch size for training-free metric') + +args = parser.parse_args() + +if __name__ == "__main__": + + device = torch.device(args.device) + + arch_info = pd.read_csv(args.data_path+'/DARTS_archs_CIFAR10.csv', names=['genotype', 'valid_acc'], sep=',') + + train_data, _, _ = get_datasets('cifar10', args.data_path, (args.input_samples, 3, 32, 32), -1) + train_loader = torch.utils.data.DataLoader(train_data, batch_size=args.input_samples, num_workers=0, pin_memory=True) + loader = iter(train_loader) + inputs, _ = next(loader) + + results = [] + + for index, i in arch_info.iterrows(): + print(f'Evaluating network: {index}') + + network = Network(3, 10, 1, eval(i.genotype)) + network = network.to(device) + + swap = SWAP(model=network, inputs=inputs, device=device, seed=args.seed) + + swap_score = [] + + for _ in range(args.repeats): + network = network.apply(network_weight_gaussian_init) + swap.reinit() + swap_score.append(swap.forward()) + swap.clear() + + results.append([np.mean(swap_score), i.valid_acc]) + + results = pd.DataFrame(results, columns=['swap_score', 'valid_acc']) + print() + print(f'Spearman\'s Correlation Coefficient: {stats.spearmanr(results.swap_score, results.valid_acc)[0]}') + + + diff --git a/datasets/DARTS_archs_CIFAR10.csv b/datasets/DARTS_archs_CIFAR10.csv new file mode 100644 index 0000000..78ff9a6 --- /dev/null +++ b/datasets/DARTS_archs_CIFAR10.csv @@ -0,0 +1,1000 @@ +"Genotype(normal=[('none', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), 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+import numpy as np +from PIL import Image +import torch.utils.data as data +if sys.version_info[0] == 2: + import cPickle as pickle +else: + import pickle + + +def calculate_md5(fpath, chunk_size=1024 * 1024): + md5 = hashlib.md5() + with open(fpath, 'rb') as f: + for chunk in iter(lambda: f.read(chunk_size), b''): + md5.update(chunk) + return md5.hexdigest() + + +def check_md5(fpath, md5, **kwargs): + return md5 == calculate_md5(fpath, **kwargs) + + +def check_integrity(fpath, md5=None): + if not os.path.isfile(fpath): return False + if md5 is None: return True + else : return check_md5(fpath, md5) + + +class ImageNet16(data.Dataset): + # http://image-net.org/download-images + # A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets + # https://arxiv.org/pdf/1707.08819.pdf + + train_list = [ + ['train_data_batch_1', '27846dcaa50de8e21a7d1a35f30f0e91'], + ['train_data_batch_2', 'c7254a054e0e795c69120a5727050e3f'], + ['train_data_batch_3', '4333d3df2e5ffb114b05d2ffc19b1e87'], + ['train_data_batch_4', '1620cdf193304f4a92677b695d70d10f'], + ['train_data_batch_5', '348b3c2fdbb3940c4e9e834affd3b18d'], + ['train_data_batch_6', '6e765307c242a1b3d7d5ef9139b48945'], + ['train_data_batch_7', '564926d8cbf8fc4818ba23d2faac7564'], + ['train_data_batch_8', 'f4755871f718ccb653440b9dd0ebac66'], + ['train_data_batch_9', 'bb6dd660c38c58552125b1a92f86b5d4'], + ['train_data_batch_10','8f03f34ac4b42271a294f91bf480f29b'], + ] + valid_list = [ + ['val_data', '3410e3017fdaefba8d5073aaa65e4bd6'], + ] + + def __init__(self, root, train, transform, use_num_of_class_only=None): + self.root = root + self.transform = transform + self.train = train # training set or valid set + if not self._check_integrity(): raise RuntimeError('Dataset not found or corrupted.') + + if self.train: downloaded_list = self.train_list + else : downloaded_list = self.valid_list + self.data = [] + self.targets = [] + + # now load the picked numpy arrays + for i, (file_name, checksum) in enumerate(downloaded_list): + file_path = os.path.join(self.root, file_name) + #print ('Load {:}/{:02d}-th : {:}'.format(i, len(downloaded_list), file_path)) + with open(file_path, 'rb') as f: + if sys.version_info[0] == 2: + entry = pickle.load(f) + else: + entry = pickle.load(f, encoding='latin1') + self.data.append(entry['data']) + self.targets.extend(entry['labels']) + self.data = np.vstack(self.data).reshape(-1, 3, 16, 16) + self.data = self.data.transpose((0, 2, 3, 1)) # convert to HWC + if use_num_of_class_only is not None: + assert isinstance(use_num_of_class_only, int) and use_num_of_class_only > 0 and use_num_of_class_only < 1000, 'invalid use_num_of_class_only : {:}'.format(use_num_of_class_only) + new_data, new_targets = [], [] + for I, L in zip(self.data, self.targets): + if 1 <= L <= use_num_of_class_only: + new_data.append( I ) + new_targets.append( L ) + self.data = new_data + self.targets = new_targets + + + def __getitem__(self, index): + img, target = self.data[index], self.targets[index] - 1 + + img = Image.fromarray(img) + + if self.transform is not None: + img = self.transform(img) + + return img, target + + def __len__(self): + return len(self.data) + + def _check_integrity(self): + root = self.root + for fentry in (self.train_list + self.valid_list): + filename, md5 = fentry[0], fentry[1] + fpath = os.path.join(root, filename) + if not check_integrity(fpath, md5): + return False + return True + + +if __name__ == '__main__': + pass diff --git a/src/datasets/__init__.py b/src/datasets/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/datasets/utilities.py b/src/datasets/utilities.py new file mode 100644 index 0000000..4803ffc --- /dev/null +++ b/src/datasets/utilities.py @@ -0,0 +1,115 @@ +import os.path as osp +import numpy as np +import torch +import torchvision.transforms as transforms +import torchvision.datasets as dset +from .DownsampledImageNet import ImageNet16 +from sklearn.model_selection import StratifiedKFold + +Dataset2Class = {'cifar10': 10, + 'cifar100': 100, + 'imagenet-1k-s': 1000, + 'imagenet-1k': 1000, + 'ImageNet16' : 1000, + 'ImageNet16-120': 120, + 'ImageNet16-150': 150, + 'ImageNet16-200': 200} + +class RandChannel(object): + # randomly pick channels from input + def __init__(self, num_channel): + self.num_channel = num_channel + + def __repr__(self): + return ('{name}(num_channel={num_channel})'.format(name=self.__class__.__name__, **self.__dict__)) + + def __call__(self, img): + channel = img.size(0) + channel_choice = sorted(np.random.choice(list(range(channel)), size=self.num_channel, replace=False)) + return torch.index_select(img, 0, torch.Tensor(channel_choice).long()) + + +def get_datasets(name, root, input_size, cutout=-1): + assert len(input_size) in [3, 4] + if len(input_size) == 4: + input_size = input_size[1:] + assert input_size[1] == input_size[2] + + if name == 'cifar10': + mean = [0.49139968, 0.48215827, 0.44653124] + std = [0.24703233, 0.24348505, 0.26158768] + elif name == 'cifar100': + mean = [0.5071, 0.4865, 0.4409] + std = [0.2673, 0.2564, 0.2762] + elif name.startswith('imagenet-1k'): + mean, std = [0.485, 0.456, 0.406], [0.229, 0.224, 0.225] + elif name.startswith('ImageNet16'): + mean = [0.481098, 0.45749, 0.407882] + std = [0.247922, 0.240235, 0.255255] + else: + raise TypeError("Unknow dataset : {:}".format(name)) + + # Data Argumentation + if name == 'cifar10' or name == 'cifar100': + lists = [transforms.RandomCrop(input_size[1], padding=0), transforms.ToTensor(), transforms.Normalize(mean, std), RandChannel(input_size[0])] + if cutout > 0 : lists += [CUTOUT(cutout)] + train_transform = transforms.Compose(lists) + test_transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize(mean, std)]) + elif name.startswith('ImageNet16'): + lists = [transforms.RandomCrop(input_size[1], padding=0), transforms.ToTensor(), transforms.Normalize(mean, std), RandChannel(input_size[0])] + if cutout > 0 : lists += [CUTOUT(cutout)] + train_transform = transforms.Compose(lists) + test_transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize(mean, std)]) + elif name.startswith('imagenet-1k'): + normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) + if name == 'imagenet-1k': + xlists = [] + xlists.append(transforms.Resize((input_size[1], input_size[1]), interpolation=2)) + xlists.append(transforms.RandomCrop(input_size[1], padding=0)) + elif name == 'imagenet-1k-s': + xlists = [transforms.RandomResizedCrop(input_size[1], scale=(0.2, 1.0))] + xlists = [] + else: raise ValueError('invalid name : {:}'.format(name)) + xlists.append(transforms.ToTensor()) + xlists.append(normalize) + xlists.append(RandChannel(input_size[0])) + train_transform = transforms.Compose(xlists) + test_transform = transforms.Compose([transforms.Resize(input_size[1]), transforms.CenterCrop(input_size[1]), transforms.ToTensor(), normalize]) + else: + raise TypeError("Unknow dataset : {:}".format(name)) + + if name == 'cifar10': + train_data = dset.CIFAR10 (root, train=True , transform=train_transform, download=True) + test_data = dset.CIFAR10 (root, train=False, transform=test_transform , download=True) + assert len(train_data) == 50000 and len(test_data) == 10000 + elif name == 'cifar100': + train_data = dset.CIFAR100(root, train=True , transform=train_transform, download=True) + test_data = dset.CIFAR100(root, train=False, transform=test_transform , download=True) + assert len(train_data) == 50000 and len(test_data) == 10000 + elif name.startswith('imagenet-1k'): + train_data = dset.ImageFolder(osp.join(root, 'train'), train_transform) + test_data = dset.ImageFolder(osp.join(root, 'val'), test_transform) + elif name == 'ImageNet16': + root = osp.join(root, 'ImageNet16') + train_data = ImageNet16(root, True , train_transform) + test_data = ImageNet16(root, False, test_transform) + assert len(train_data) == 1281167 and len(test_data) == 50000 + elif name == 'ImageNet16-120': + root = osp.join(root, 'ImageNet16') + train_data = ImageNet16(root, True , train_transform, 120) + test_data = ImageNet16(root, False, test_transform , 120) + assert len(train_data) == 151700 and len(test_data) == 6000 + elif name == 'ImageNet16-150': + root = osp.join(root, 'ImageNet16') + train_data = ImageNet16(root, True , train_transform, 150) + test_data = ImageNet16(root, False, test_transform , 150) + assert len(train_data) == 190272 and len(test_data) == 7500 + elif name == 'ImageNet16-200': + root = osp.join(root, 'ImageNet16') + train_data = ImageNet16(root, True , train_transform, 200) + test_data = ImageNet16(root, False, test_transform , 200) + assert len(train_data) == 254775 and len(test_data) == 10000 + else: raise TypeError("Unknow dataset : {:}".format(name)) + + class_num = Dataset2Class[name] + return train_data, test_data, class_num diff --git a/src/metrics/__init__.py b/src/metrics/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/metrics/swap.py b/src/metrics/swap.py new file mode 100644 index 0000000..f95aa0e --- /dev/null +++ b/src/metrics/swap.py @@ -0,0 +1,99 @@ +import numpy as np +import torch +import torch.nn as nn +from src.utils.utilities import count_parameters + +def cal_regular_factor(model, mu, sigma): + + model_params = torch.as_tensor(count_parameters(model)) + regular_factor = torch.exp(-(torch.pow((model_params-mu),2)/sigma)) + + return regular_factor + + +class SampleWiseActivationPatterns(object): + def __init__(self, device): + self.swap = -1 + self.activations = None + self.device = device + + @torch.no_grad() + def collect_activations(self, activations): + n_sample = activations.size()[0] + n_neuron = activations.size()[1] + + if self.activations is None: + self.activations = torch.zeros(n_sample, n_neuron).to(self.device) + + self.activations = torch.sign(activations) + + @torch.no_grad() + def calSWAP(self, regular_factor): + + self.activations = self.activations.T # transpose the activation matrix: (samples, neurons) to (neurons, samples) + self.swap = torch.unique(self.activations, dim=0).size(0) + + del self.activations + self.activations = None + torch.cuda.empty_cache() + + return self.swap * regular_factor + + +class SWAP: + def __init__(self, model=None, inputs = None, device='cuda', seed=0, regular=False, mu=None, sigma=None): + self.model = model + self.interFeature = [] + self.seed = seed + self.regular_factor = 1 + self.inputs = inputs + self.device = device + + if regular and mu is not None and sigma is not None: + self.regular_factor = cal_regular_factor(self.model, mu, sigma).item() + + self.reinit(self.model, self.seed) + + def reinit(self, model=None, seed=None): + if model is not None: + self.model = model + self.register_hook(self.model) + self.swap = SampleWiseActivationPatterns(self.device) + + if seed is not None and seed != self.seed: + self.seed = seed + torch.manual_seed(seed) + torch.cuda.manual_seed(seed) + del self.interFeature + self.interFeature = [] + torch.cuda.empty_cache() + + def clear(self): + self.swap = SampleWiseActivationPatterns(self.device) + del self.interFeature + self.interFeature = [] + torch.cuda.empty_cache() + + def register_hook(self, model): + for n, m in model.named_modules(): + if isinstance(m, nn.ReLU): + m.register_forward_hook(hook=self.hook_in_forward) + + def hook_in_forward(self, module, input, output): + if isinstance(input, tuple) and len(input[0].size()) == 4: + self.interFeature.append(output.detach()) + + def forward(self): + self.interFeature = [] + with torch.no_grad(): + self.model.forward(self.inputs.to(self.device)) + if len(self.interFeature) == 0: return + activtions = torch.cat([f.view(self.inputs.size(0), -1) for f in self.interFeature], 1) + self.swap.collect_activations(activtions) + + return self.swap.calSWAP(self.regular_factor) + + + + + diff --git a/src/search_space/__init__.py b/src/search_space/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/search_space/networks.py b/src/search_space/networks.py new file mode 100644 index 0000000..4df268a --- /dev/null +++ b/src/search_space/networks.py @@ -0,0 +1,105 @@ +from .operations import * +import torch +import torch.nn as nn +import torch.nn.functional as F +from collections import namedtuple + +Genotype = namedtuple('Genotype', 'normal normal_concat reduce reduce_concat') + +def drop_path(x, drop_prob): + if drop_prob > 0.: + x = nn.functional.dropout(x, p=drop_prob) + + return x + +class Cell(nn.Module): + + def __init__(self, genotype, C_prev_prev, C_prev, C, reduction, reduction_prev): + super(Cell, self).__init__() + + if reduction_prev: + self.preprocess0 = FactorizedReduce(C_prev_prev, C) + else: + self.preprocess0 = ReLUConvBN(C_prev_prev, C, 1, 1, 0, 1, True) + self.preprocess1 = ReLUConvBN(C_prev, C, 1, 1, 0, 1, True) + + if reduction: + op_names, indices = zip(*genotype.reduce) + concat = genotype.reduce_concat # 2,3,4,5 + else: + op_names, indices = zip(*genotype.normal) + concat = genotype.normal_concat # 2,3,4,5 + self._compile(C, op_names, indices, concat, reduction) + + def _compile(self, C, op_names, indices, concat, reduction): + assert len(op_names) == len(indices) + self._steps = len(op_names) // 2 # 4 + self._concat = concat # 2,3,4,5 + self.multiplier = len(concat) # 4 + self._ops = nn.ModuleList() + + for name, index in zip(op_names, indices): + stride = 2 if reduction and index < 2 else 1 + op = OPS[name](C, C, stride, True) + self._ops += [op] + self._indices = indices + + def forward(self, s0, s1, drop_prob): + s0 = self.preprocess0(s0) + s1 = self.preprocess1(s1) + + states = [s0, s1] + for i in range(self._steps): + h1 = states[self._indices[2*i]] + h2 = states[self._indices[2*i+1]] + op1 = self._ops[2*i] + op2 = self._ops[2*i+1] + h1 = op1(h1) + h2 = op2(h2) + if self.training and drop_prob > 0.: + if not isinstance(op1, Identity): + h1 = drop_path(h1, drop_prob) + if not isinstance(op2, Identity): + h2 = drop_path(h2, drop_prob) + s = h1 + h2 + states += [s] + return torch.cat([states[i] for i in self._concat], dim=1) + +class Network(nn.Module): + + def __init__(self, C, num_classes, layers, genotype): + self.drop_path_prob = 0. + super(Network, self).__init__() + + self._layers = layers + + C_prev_prev, C_prev, C_curr = C, C, C + + self.cells = nn.ModuleList() + reduction_prev = False + + for i in range(layers): + if i in [layers // 3, 2 * layers // 3]: + C_curr *= 2 + reduction = True + else: + reduction = False + cell = Cell(genotype, C_prev_prev, C_prev, C_curr, reduction, reduction_prev) + reduction_prev = reduction + self.cells += [cell] + C_prev_prev, C_prev = C_prev, cell.multiplier * C_curr + + self.global_pooling = nn.AdaptiveAvgPool2d(1) + self.classifier = nn.Linear(C_prev, num_classes) + + def forward(self, input): + s0 = s1 = input + + for i, cell in enumerate(self.cells): + s0, s1 = s1, cell(s0, s1, self.drop_path_prob) + + out = self.global_pooling(s1) + out = out.view(out.size(0), -1) + logits = self.classifier(out) + return out + diff --git a/src/search_space/operations.py b/src/search_space/operations.py new file mode 100644 index 0000000..097d1f3 --- /dev/null +++ b/src/search_space/operations.py @@ -0,0 +1,147 @@ +import torch +import torch.nn as nn + +OPS = { + 'none': lambda C_in, C_out, stride, affine: Zero(C_in, C_out, stride), + 'avg_pool_3x3': lambda C_in, C_out, stride, affine: POOLING(C_in, C_out, stride, 'avg', affine), + 'max_pool_3x3': lambda C_in, C_out, stride, affine: POOLING(C_in, C_out, stride, 'max', affine), + 'skip_connect': lambda C_in, C_out, stride, affine: Identity() if stride == 1 and C_in == C_out else FactorizedReduce(C_in, C_out, stride, affine), + 'sep_conv_3x3': lambda C_in, C_out, stride, affine: SepConv(C_in, C_out, 3, stride, 1, affine), + 'sep_conv_5x5': lambda C_in, C_out, stride, affine: SepConv(C_in, C_out, 5, stride, 2, affine), + 'dil_conv_3x3': lambda C_in, C_out, stride, affine: DilConv(C_in, C_out, 3, stride, 2, 2, affine), + 'dil_conv_5x5': lambda C_in, C_out, stride, affine: DilConv(C_in, C_out, 5, stride, 4, 2, affine), +} + + +class ReLUConvBN(nn.Module): + + def __init__(self, C_in, C_out, kernel_size, stride, padding, dilation, affine, track_running_stats=True): + super(ReLUConvBN, self).__init__() + self.op = nn.Sequential( + nn.ReLU(inplace=False), + nn.Conv2d(C_in, C_out, kernel_size, stride=stride, padding=padding, dilation=dilation, bias=False), + nn.BatchNorm2d(C_out, affine=affine, track_running_stats=track_running_stats) + ) + + def forward(self, x): + return self.op(x) + + +class DilConv(nn.Module): + + def __init__(self, C_in, C_out, kernel_size, stride, padding, dilation, affine=True, track_running_stats=True): + super(DilConv, self).__init__() + self.op = nn.Sequential( + nn.ReLU(inplace=False), + nn.Conv2d(C_in, C_in, kernel_size=kernel_size, stride=stride, padding=padding, dilation=dilation, + groups=C_in, bias=False), + nn.Conv2d(C_in, C_out, kernel_size=1, padding=0, bias=False), + nn.BatchNorm2d(C_out, affine=affine, track_running_stats=track_running_stats), + ) + + def forward(self, x): + return self.op(x) + + +class SepConv(nn.Module): + + def __init__(self, C_in, C_out, kernel_size, stride, padding, affine=True, track_running_stats=True): + super(SepConv, self).__init__() + self.op = nn.Sequential( + nn.ReLU(inplace=False), + nn.Conv2d(C_in, C_in, kernel_size=kernel_size, stride=stride, padding=padding, groups=C_in, bias=False), + nn.Conv2d(C_in, C_in, kernel_size=1, padding=0, bias=False), + nn.BatchNorm2d(C_in, affine=affine, track_running_stats=track_running_stats), + + nn.ReLU(inplace=False), + nn.Conv2d(C_in, C_in, kernel_size=kernel_size, stride=1, padding=padding, groups=C_in, bias=False), + nn.Conv2d(C_in, C_out, kernel_size=1, padding=0, bias=False), + nn.BatchNorm2d(C_out, affine=affine, track_running_stats=track_running_stats), + ) + + def forward(self, x): + return self.op(x) + + +class Identity(nn.Module): + + def __init__(self): + super(Identity, self).__init__() + + def forward(self, x): + return x + + +class FactorizedReduce(nn.Module): + def __init__(self, C_in, C_out, stride=2, affine=True, track_running_stats=True): + super(FactorizedReduce, self).__init__() + self.stride = stride + self.C_in = C_in + self.C_out = C_out + self.relu = nn.ReLU(inplace=False) + if stride == 2: + C_outs = [C_out // 2, C_out - C_out // 2] + self.convs = nn.ModuleList() + for i in range(2): + self.convs.append( nn.Conv2d(C_in, C_outs[i], 1, stride=stride, padding=0, bias=False)) + self.pad = nn.ConstantPad2d((0, 1, 0, 1), 0) + elif stride == 1: + self.conv = nn.Conv2d(C_in, C_out, 1, stride=stride, padding=0, bias=False) + else: + raise ValueError('Invalid stride : {:}'.format(stride)) + self.bn = nn.BatchNorm2d(C_out, affine=affine, track_running_stats=track_running_stats) + + def forward(self, x): + if self.stride == 2: + x = self.relu(x) + y = self.pad(x) + out = torch.cat([self.convs[0](x), self.convs[1](y[:, :, 1:, 1:])], dim=1) + else: + out = self.conv(x) + out = self.bn(out) + return out + + def extra_repr(self): + return 'C_in={C_in}, C_out={C_out}, stride={stride}'.format(**self.__dict__) + + +class Zero(nn.Module): + + def __init__(self, C_in, C_out, stride): + super(Zero, self).__init__() + self.C_in = C_in + self.C_out = C_out + self.stride = stride + self.is_zero = True + + def forward(self, x): + if self.C_in == self.C_out: + if self.stride == 1: return x.mul(0.) + else : return x[:,:,::self.stride,::self.stride].mul(0.) + else: + shape = list(x.shape) + shape[1] = self.C_out + zeros = x.new_zeros(shape, dtype=x.dtype, device=x.device) + return zeros + + def extra_repr(self): + return 'C_in={C_in}, C_out={C_out}, stride={stride}'.format(**self.__dict__) + + +class POOLING(nn.Module): + + def __init__(self, C_in, C_out, stride, mode, affine=True, track_running_stats=True): + super(POOLING, self).__init__() + if C_in == C_out: + self.preprocess = None + else: + self.preprocess = ReLUConvBN(C_in, C_out, 1, 1, 0, 1, affine, track_running_stats) + if mode == 'avg' : self.op = nn.AvgPool2d(3, stride=stride, padding=1, count_include_pad=False) + elif mode == 'max': self.op = nn.MaxPool2d(3, stride=stride, padding=1) + else : raise ValueError('Invalid mode={:} in POOLING'.format(mode)) + + def forward(self, inputs): + if self.preprocess: x = self.preprocess(inputs) + else : x = inputs + return self.op(x) + diff --git a/src/utils/__init__.py b/src/utils/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/utils/utilities.py b/src/utils/utilities.py new file mode 100644 index 0000000..d4cc794 --- /dev/null +++ b/src/utils/utilities.py @@ -0,0 +1,38 @@ +import numpy as np +import torch +import torch.nn as nn + +class Model(object): + def __init__(self): + self.arch = None + self.geno = None + self.score = None + +def count_parameters(model): + return np.sum(np.prod(v.size()) for name, v in model.named_parameters() if "auxiliary" not in name)/1e3 + + +def network_weight_gaussian_init(net: nn.Module): + with torch.no_grad(): + for m in net.modules(): + if isinstance(m, nn.Conv2d): + nn.init.normal_(m.weight) + if hasattr(m, 'bias') and m.bias is not None: + nn.init.zeros_(m.bias) + elif isinstance(m, (nn.BatchNorm2d, nn.GroupNorm)): + nn.init.ones_(m.weight) + nn.init.zeros_(m.bias) + elif isinstance(m, nn.Linear): + nn.init.normal_(m.weight) + if hasattr(m, 'bias') and m.bias is not None: + nn.init.zeros_(m.bias) + else: + continue + + return net + + +if __name__ == '__main__': + pass + +