efficientformer_l3

lucid.models.efficientformer_l3(num_classes: int = 1000, **kwargs) → EfficientFormer

The efficientformer_l3 function instantiates the L3 variant of the EfficientFormer architecture. This configuration offers a balance between computational efficiency and accuracy, suitable for mid-range devices and fast inference.

Total Parameters: 30,893,000

Function Signature

@register_model
def efficientformer_l3(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 L3 settings.

Specifications

  • depths: (4, 4, 12, 6)

  • embed_dims: (64, 128, 320, 512)

  • num_vit: 2

Examples

Creating a Default EfficientFormer-L3 Model

import lucid.models as models

model = models.efficientformer_l3()
print(model)  # Displays the EfficientFormer-L3 architecture

Custom Number of Classes

model = models.efficientformer_l3(num_classes=5)
print(model)