brails.processors.foundation_classifier.npid.npid_models.resnet_cifar module

ResNet in PyTorch.

For Pre-activation ResNet, see ‘preact_resnet.py’.

Reference: [1] Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun

Deep Residual Learning for Image Recognition. arXiv:1512.03385

class brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.BasicBlock(in_planes, planes, stride=1)

Bases: Module

expansion = 1

forward(x)

Define the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

class brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.Bottleneck(in_planes, planes, stride=1)

Bases: Module

expansion = 4

forward(x)

Define the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

class brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.ResNet(block, num_blocks, low_dim=128)

Bases: Module

forward(x)

Define the computation performed at every call.

Should be overridden by all subclasses.

Note

Although the recipe for forward pass needs to be defined within this function, one should call the Module instance afterwards instead of this since the former takes care of running the registered hooks while the latter silently ignores them.

brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.ResNet101(low_dim=128)

brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.ResNet152(low_dim=128)

brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.ResNet18(low_dim=128)

brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.ResNet34(low_dim=128)

brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.ResNet50(low_dim=128)

brails.processors.foundation_classifier.npid.npid_models.resnet_cifar.test()