composer.models.resnet_cifar.model#

ResNet models for CIFAR extending ComposerClassifier.

Classes

ComposerResNetCIFAR

ResNet models for CIFAR10 extending ComposerClassifier.
class composer.models.resnet_cifar.model.ComposerResNetCIFAR(model_name, num_classes=10, initializers=None)[source]#

Bases: composer.models.tasks.classification.ComposerClassifier

ResNet models for CIFAR10 extending ComposerClassifier.

From Deep Residual Learning for Image Recognition (He et al, 2015). ResNet9 is based on the model from myrtle.ai blog.

Parameters

  • model_name (str) โ€“ "resnet_9", "resnet_20", or "resnet_56".

  • num_classes (int, optional) โ€“ The number of classes. Needed for classification tasks. Default: 10.

  • initializers (List[Initializer], optional) โ€“ Initializers for the model. None for no initialization. Default: None.

Example:

from composer.models import ComposerResNetCIFAR

model = ComposerResNetCIFAR(model_name="resnet_56")  # creates a resnet56 for cifar image classification