diff --git a/tensorflow_addons/activations/rrelu.py b/tensorflow_addons/activations/rrelu.py
index 3309d3cf9e..07a0bbfa74 100644
--- a/tensorflow_addons/activations/rrelu.py
+++ b/tensorflow_addons/activations/rrelu.py
@@ -31,7 +31,7 @@ def rrelu(x, lower=0.125, upper=0.3333333333333333, training=None, seed=None):
     """rrelu function.
 
     Computes rrelu function:
-    `x if x > 0 else random(lower,upper) * x` or
+    `x if x > 0 else random(lower, upper) * x` or
     `x if x > 0 else x * (lower + upper) / 2`
     depending on whether training is enabled.
 
@@ -44,6 +44,7 @@ def rrelu(x, lower=0.125, upper=0.3333333333333333, training=None, seed=None):
         upper: `float`, upper bound for random alpha.
         training: `bool`, indicating whether the `call`
         is meant for training or inference.
+        seed: `int`, this sets the operation-level seed.
     Returns:
         result: A `Tensor`. Has the same type as `x`.
     """
@@ -51,6 +52,7 @@ def rrelu(x, lower=0.125, upper=0.3333333333333333, training=None, seed=None):
     if training is None:
         training = tf.keras.backend.learning_phase()
         training = bool(tf.keras.backend.get_value(training))
+    # TODO: get rid of v1 API
     seed1, seed2 = tf.compat.v1.random.get_seed(seed)
     result, _ = _activation_ops_so.addons_rrelu(x, lower, upper, training,
                                                 seed1, seed2)
diff --git a/tensorflow_addons/activations/rrelu_test.py b/tensorflow_addons/activations/rrelu_test.py
old mode 100755
new mode 100644