diff --git a/dnc/dnc.py b/dnc/dnc.py
index b482a6f..1c49749 100644
--- a/dnc/dnc.py
+++ b/dnc/dnc.py
@@ -271,3 +271,46 @@ class DNC(nn.Module):
       return outputs, (controller_hidden, mem_hidden, read_vectors), viz
     else:
       return outputs, (controller_hidden, mem_hidden, read_vectors)
+
+  def __repr__(self):
+    s = "\n----------------------------------------\n"
+    s += '{name}({input_size}, {hidden_size}'
+    if self.rnn_type != 'lstm':
+      s += ', rnn_type={rnn_type}'
+    if self.num_layers != 1:
+      s += ', num_layers={num_layers}'
+    if self.num_hidden_layers != 2:
+      s += ', num_hidden_layers={num_hidden_layers}'
+    if self.bias != True:
+      s += ', bias={bias}'
+    if self.batch_first != True:
+      s += ', batch_first={batch_first}'
+    if self.dropout != 0:
+      s += ', dropout={dropout}'
+    if self.bidirectional != False:
+      s += ', bidirectional={bidirectional}'
+    if self.nr_cells != 5:
+      s += ', nr_cells={nr_cells}'
+    if self.read_heads != 2:
+      s += ', read_heads={read_heads}'
+    if self.cell_size != 10:
+      s += ', cell_size={cell_size}'
+    if self.nonlinearity != 'tanh':
+      s += ', nonlinearity={nonlinearity}'
+    if self.gpu_id != -1:
+      s += ', gpu_id={gpu_id}'
+    if self.independent_linears != False:
+      s += ', independent_linears={independent_linears}'
+    if self.share_memory != True:
+      s += ', share_memory={share_memory}'
+    if self.debug != False:
+      s += ', debug={debug}'
+    if self.clip != 20:
+      s += ', clip={clip}'
+
+    s += ")\n" + super(DNC, self).__repr__() + \
+      "\n----------------------------------------\n"
+    return s.format(name=self.__class__.__name__, **self.__dict__)
+
+
+
diff --git a/dnc/sparse_memory.py b/dnc/sparse_memory.py
index 5370f4a..f8d5155 100644
--- a/dnc/sparse_memory.py
+++ b/dnc/sparse_memory.py
@@ -134,7 +134,7 @@ class SparseMemory(nn.Module):
 
   def write_into_sparse_memory(self, hidden):
     visible_memory = hidden['visible_memory']
-    positions = hidden['read_positions'].squeeze()
+    positions = hidden['read_positions']
 
     (b, m, w) = hidden['memory'].size()
     # update memory