Update generated Python Op docs.

Change: 141379710

5 files changed, 12 insertions, 6 deletions

diff --git a/tensorflow/g3doc/api_docs/python/array_ops.md b/tensorflow/g3doc/api_docs/python/array_ops.md
index 27a4f935d0..1e6263f5ea 100644
--- a/tensorflow/g3doc/api_docs/python/array_ops.md
+++ b/tensorflow/g3doc/api_docs/python/array_ops.md
@@ -736,7 +736,7 @@ For example:
 ```python
 # 'value' is a tensor with shape [5, 30]
 # Split 'value' into 3 tensors along dimension 1
-split0, split1, split2 = tf.split(1, 3, value)
+split0, split1, split2 = tf.split(value=value, num_or_size_splits=3, axis=1)
 tf.shape(split0) ==> [5, 10]
 ```
 
@@ -745,7 +745,8 @@ using unpack, e.g.
 
 ```python
 num_items = t.get_shape()[axis].value
-[tf.squeeze(s, [axis]) for s in tf.split(axis, num_items, t)]
+[tf.squeeze(s, [axis]) for s in
+ tf.split(value=t, num_or_size_splits=num_items, axis=axis)]
 ```
 
 can be rewritten as
@@ -794,7 +795,7 @@ tf.shape(split0) ==> [5, 4]
 tf.shape(split1) ==> [5, 15]
 tf.shape(split2) ==> [5, 11]
 # Split 'value' into 3 tensors along dimension 1
-split0, split1, split2 = tf.split(value, 3, 1)
+split0, split1, split2 = tf.split(value=1, num_or_size_splits=3, axis=value)
 tf.shape(split0) ==> [5, 10]
 ```
 
diff --git a/tensorflow/g3doc/api_docs/python/functions_and_classes/shard1/tf.einsum.md b/tensorflow/g3doc/api_docs/python/functions_and_classes/shard1/tf.einsum.md
index 0e03212a1f..45597f2056 100644
--- a/tensorflow/g3doc/api_docs/python/functions_and_classes/shard1/tf.einsum.md
+++ b/tensorflow/g3doc/api_docs/python/functions_and_classes/shard1/tf.einsum.md
@@ -26,6 +26,7 @@ equation by
 
 Many common operations can be expressed in this way.  For example:
 
+```python
 # Matrix multiplication
 >>> einsum('ij,jk->ik', m0, m1)  # output[i,k] = sum_j m0[i,j] * m1[j, k]
 
@@ -40,6 +41,7 @@ Many common operations can be expressed in this way.  For example:
 
 # Batch matrix multiplication
 >>> einsum('aij,ajk->aik', s, t)  # out[a,i,k] = sum_j s[a,i,j] * t[a, j, k]
+```
 
 This function behaves like `numpy.einsum`, but does not support:
 * Ellipses (subscripts like `ij...,jk...->ik...`)
diff --git a/tensorflow/g3doc/api_docs/python/functions_and_classes/shard1/tf.split_v.md b/tensorflow/g3doc/api_docs/python/functions_and_classes/shard1/tf.split_v.md
index 0c3da3c87e..f1f5b4a040 100644
--- a/tensorflow/g3doc/api_docs/python/functions_and_classes/shard1/tf.split_v.md
+++ b/tensorflow/g3doc/api_docs/python/functions_and_classes/shard1/tf.split_v.md
@@ -20,7 +20,7 @@ tf.shape(split0) ==> [5, 4]
 tf.shape(split1) ==> [5, 15]
 tf.shape(split2) ==> [5, 11]
 # Split 'value' into 3 tensors along dimension 1
-split0, split1, split2 = tf.split(value, 3, 1)
+split0, split1, split2 = tf.split(value=1, num_or_size_splits=3, axis=value)
 tf.shape(split0) ==> [5, 10]
 ```
 
diff --git a/tensorflow/g3doc/api_docs/python/functions_and_classes/shard2/tf.split.md b/tensorflow/g3doc/api_docs/python/functions_and_classes/shard2/tf.split.md
index df60238361..6c7a5390bb 100644
--- a/tensorflow/g3doc/api_docs/python/functions_and_classes/shard2/tf.split.md
+++ b/tensorflow/g3doc/api_docs/python/functions_and_classes/shard2/tf.split.md
@@ -10,7 +10,7 @@ For example:
 ```python
 # 'value' is a tensor with shape [5, 30]
 # Split 'value' into 3 tensors along dimension 1
-split0, split1, split2 = tf.split(1, 3, value)
+split0, split1, split2 = tf.split(value=value, num_or_size_splits=3, axis=1)
 tf.shape(split0) ==> [5, 10]
 ```
 
@@ -19,7 +19,8 @@ using unpack, e.g.
 
 ```python
 num_items = t.get_shape()[axis].value
-[tf.squeeze(s, [axis]) for s in tf.split(axis, num_items, t)]
+[tf.squeeze(s, [axis]) for s in
+ tf.split(value=t, num_or_size_splits=num_items, axis=axis)]
 ```
 
 can be rewritten as
diff --git a/tensorflow/g3doc/api_docs/python/math_ops.md b/tensorflow/g3doc/api_docs/python/math_ops.md
index 5c794b50fb..7f4e35ab9d 100644
--- a/tensorflow/g3doc/api_docs/python/math_ops.md
+++ b/tensorflow/g3doc/api_docs/python/math_ops.md
@@ -2811,6 +2811,7 @@ equation by
 
 Many common operations can be expressed in this way.  For example:
 
+```python
 # Matrix multiplication
 >>> einsum('ij,jk->ik', m0, m1)  # output[i,k] = sum_j m0[i,j] * m1[j, k]
 
@@ -2825,6 +2826,7 @@ Many common operations can be expressed in this way.  For example:
 
 # Batch matrix multiplication
 >>> einsum('aij,ajk->aik', s, t)  # out[a,i,k] = sum_j s[a,i,j] * t[a, j, k]
+```
 
 This function behaves like `numpy.einsum`, but does not support:
 * Ellipses (subscripts like `ij...,jk...->ik...`)