efficientformer_l1

lucid.models.efficientformer_l1(num_classes: int = 1000, **kwargs) → EfficientFormer

The efficientformer_l1 function provides a convenient way to create an instance of the EfficientFormer module using the lightweight L1 configuration, designed for high efficiency on mobile and edge devices while maintaining good accuracy.

Total Parameters: 11,840,928

Function Signature

@register_model
def efficientformer_l1(num_classes: int = 1000, **kwargs) -> EfficientFormer

Parameters

  • num_classes (int, optional): Number of output classes for classification. Default is 1000.

  • kwargs (dict, optional): Additional keyword arguments to customize the EfficientFormer module.

Returns

  • EfficientFormer: An instance of the EfficientFormer model configured with the L1 settings.

Specifications

  • depths: (3, 2, 6, 4)

  • embed_dims: (48, 96, 224, 448)

  • num_vit: 1

Examples

Creating a Default EfficientFormer-L1 Model

import lucid.models as models

# Create an EfficientFormer-L1 model with 1000 output classes
model = models.efficientformer_l1()

print(model)  # Displays the EfficientFormer-L1 architecture

Custom Number of Classes

# Create an EfficientFormer-L1 model with 10 output classes
model = models.efficientformer_l1(num_classes=10)

print(model)  # Displays the architecture with modified output classes