diff --git a/src/diffusers/models/unet_2d_blocks.py b/src/diffusers/models/unet_2d_blocks.py
index 1290eff63ed1..18b0e41af738 100644
--- a/src/diffusers/models/unet_2d_blocks.py
+++ b/src/diffusers/models/unet_2d_blocks.py
@@ -466,6 +466,18 @@ def get_up_block(
 
 
 class AutoencoderTinyBlock(nn.Module):
+    """
+    Tiny Autoencoder block used in [`AutoencoderTiny`]. It is a mini residual module consisting of plain conv + ReLU blocks.
+
+    Args:
+        in_channels (`int`): The number of input channels.
+        out_channels (`int`): The number of output channels.
+        act_fn (`str`):` The activation function to use. Supported values are `"swish"`, `"mish"`, `"gelu"`, and `"relu"`.
+
+    Returns:
+        `torch.FloatTensor`: A tensor with the same shape as the input tensor, but with the number of channels equal to `out_channels`.
+    """
+
     def __init__(self, in_channels: int, out_channels: int, act_fn: str):
         super().__init__()
         act_fn = get_activation(act_fn)