diff --git a/layers/custom_layers.py b/layers/custom_layers.py
new file mode 100644
index 00000000..802091e8
--- /dev/null
+++ b/layers/custom_layers.py
@@ -0,0 +1,26 @@
+# coding: utf-8
+import torch
+from torch.autograd import Variable
+from torch import nn
+
+
+class StopProjection(nn.Module):
+    r""" Simple projection layer to predict the "stop token"
+
+    Args:
+        in_features (int): size of the input vector
+        out_features (int or list): size of each output vector. aka number
+            of predicted frames.
+    """  
+
+    def __init__(self, in_features, out_features):
+        super(StopProjection, self).__init__()
+        self.linear = nn.Linear(in_features, out_features)
+        self.dropout = nn.Dropout(0.5)
+        self.sigmoid = nn.Sigmoid()
+    
+    def forward(self, inputs):
+        out = self.dropout(inputs)
+        out = self.linear(out)
+        out = self.sigmoid(out)
+        return out
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