Create activation_layers.py

This commit is contained in:
Yuan-Man
2025-05-13 14:28:13 +08:00
committed by GitHub
parent a10891c8c6
commit fc5ff407be
@@ -0,0 +1,23 @@
import torch.nn as nn
def get_activation_layer(act_type):
"""get activation layer
Args:
act_type (str): the activation type
Returns:
torch.nn.functional: the activation layer
"""
if act_type == "gelu":
return lambda: nn.GELU()
elif act_type == "gelu_tanh":
# Approximate `tanh` requires torch >= 1.13
return lambda: nn.GELU(approximate="tanh")
elif act_type == "relu":
return nn.ReLU
elif act_type == "silu":
return nn.SiLU
else:
raise ValueError(f"Unknown activation type: {act_type}")