Swap order of LMU states

Having the memory state come first is more intuitive, as it is
both always present and comes first in the computational flow.

.nengobones.yml

@@ -108,6 +108,6 @@ pyproject_toml: {}
 version_py:
   type: semver
   major: 0
-  minor: 5
-  patch: 1
+  minor: 6
+  patch: 0
   release: false

CHANGES.rst

@@ -19,7 +19,7 @@ Release history
    - Removed
    - Fixed
 
-0.5.1 (unreleased)
+0.6.0 (unreleased)
 ==================
 
 *Compatible with TensorFlow 2.4 - 2.11*
@@ -31,6 +31,8 @@ Release history
   are met, as before). (`#52`_)
 - Allow ``input_to_hidden=True`` with ``hidden_cell=None``. This will act as a skip
   connection. (`#52`_)
+- Changed order of LMU states so that the LMU memory state always comes first, and
+  any states from the hidden cell come afterwards. (`#52`_)
 
 **Fixed**
 

keras_lmu/layers.py

@@ -171,9 +171,9 @@ def __init__(
             self.hidden_output_size = self.hidden_cell.units
             self.hidden_state_size = [self.hidden_cell.units]
 
-        self.state_size = tf.nest.flatten(self.hidden_state_size) + [
-            self.memory_d * self.order
-        ]
+        self.state_size = [self.memory_d * self.order] + tf.nest.flatten(
+            self.hidden_state_size
+        )
         self.output_size = self.hidden_output_size
 
     @property
@@ -329,10 +329,10 @@ def call(self, inputs, states, training=None):  # noqa: C901
 
         states = tf.nest.flatten(states)
 
-        # state for the hidden cell
-        h = states[:-1]
         # state for the LMU memory
-        m = states[-1]
+        m = states[0]
+        # state for the hidden cell
+        h = states[1:]
 
         # compute memory input
         u = (
@@ -403,7 +403,7 @@ def call(self, inputs, states, training=None):  # noqa: C901
             o = self.hidden_cell(h_in, training=training)
             h = [o]
 
-        return o, h + [m]
+        return o, [m] + h
 
     def reset_dropout_mask(self):
         """Reset dropout mask for memory and hidden components."""

keras_lmu/version.py

@@ -11,7 +11,7 @@
 tagged with the version.
 """
 
-version_info = (0, 5, 1)
+version_info = (0, 6, 0)
 
 name = "keras-lmu"
 dev = 0