diff --git a/tensorflow/python/kernel_tests/linalg/linear_operator_block_diag_test.py b/tensorflow/python/kernel_tests/linalg/linear_operator_block_diag_test.py
index e0e6fedd34e..c18456c670d 100644
--- a/tensorflow/python/kernel_tests/linalg/linear_operator_block_diag_test.py
+++ b/tensorflow/python/kernel_tests/linalg/linear_operator_block_diag_test.py
@@ -144,6 +144,35 @@ class SquareLinearOperatorBlockDiagTest(
     self.assertTrue(operator.is_non_singular)
     self.assertFalse(operator.is_self_adjoint)
 
+  def test_is_x_parameters(self):
+    matrix = [[1., 0.], [1., 1.]]
+    sub_operator = linalg.LinearOperatorFullMatrix(matrix)
+    operator = block_diag.LinearOperatorBlockDiag(
+        [sub_operator],
+        is_positive_definite=True,
+        is_non_singular=True,
+        is_self_adjoint=False)
+    self.assertEqual(
+        operator.parameters,
+        {
+            "name": None,
+            "is_square": True,
+            "is_positive_definite": True,
+            "is_self_adjoint": False,
+            "is_non_singular": True,
+            "operators": [sub_operator],
+        })
+    self.assertEqual(
+        sub_operator.parameters,
+        {
+            "is_non_singular": None,
+            "is_positive_definite": None,
+            "is_self_adjoint": None,
+            "is_square": None,
+            "matrix": matrix,
+            "name": "LinearOperatorFullMatrix",
+        })
+
   def test_block_diag_adjoint_type(self):
     matrix = [[1., 0.], [0., 1.]]
     operator = block_diag.LinearOperatorBlockDiag(
diff --git a/tensorflow/python/kernel_tests/linalg/linear_operator_circulant_test.py b/tensorflow/python/kernel_tests/linalg/linear_operator_circulant_test.py
index c3a3ae9fe8a..1d3313d6504 100644
--- a/tensorflow/python/kernel_tests/linalg/linear_operator_circulant_test.py
+++ b/tensorflow/python/kernel_tests/linalg/linear_operator_circulant_test.py
@@ -283,6 +283,18 @@ class LinearOperatorCirculantTestNonHermitianSpectrum(
     operator = linalg.LinearOperatorCirculant(
         lin_op_spectrum, input_output_dtype=dtype)
 
+    self.assertEqual(
+        operator.parameters,
+        {
+            "input_output_dtype": dtype,
+            "is_non_singular": None,
+            "is_positive_definite": None,
+            "is_self_adjoint": None,
+            "is_square": True,
+            "name": "LinearOperatorCirculant",
+            "spectrum": lin_op_spectrum,
+        })
+
     mat = self._spectrum_to_circulant_1d(spectrum, shape, dtype=dtype)
 
     return operator, mat
@@ -526,6 +538,20 @@ class LinearOperatorCirculant2DTestHermitianSpectrum(
         is_self_adjoint=True if ensure_self_adjoint_and_pd else None,
         input_output_dtype=dtype)
 
+    self.assertEqual(
+        operator.parameters,
+        {
+            "input_output_dtype": dtype,
+            "is_non_singular": None,
+            "is_positive_definite": (
+                True if ensure_self_adjoint_and_pd else None),
+            "is_self_adjoint": (
+                True if ensure_self_adjoint_and_pd else None),
+            "is_square": True,
+            "name": "LinearOperatorCirculant2D",
+            "spectrum": lin_op_spectrum,
+        })
+
     mat = self._spectrum_to_circulant_2d(spectrum, shape, dtype=dtype)
 
     return operator, mat
@@ -570,6 +596,19 @@ class LinearOperatorCirculant2DTestNonHermitianSpectrum(
     operator = linalg.LinearOperatorCirculant2D(
         lin_op_spectrum, input_output_dtype=dtype)
 
+    self.assertEqual(
+        operator.parameters,
+        {
+            "input_output_dtype": dtype,
+            "is_non_singular": None,
+            "is_positive_definite": None,
+            "is_self_adjoint": None,
+            "is_square": True,
+            "name": "LinearOperatorCirculant2D",
+            "spectrum": lin_op_spectrum,
+        }
+    )
+
     mat = self._spectrum_to_circulant_2d(spectrum, shape, dtype=dtype)
 
     return operator, mat
@@ -675,6 +714,18 @@ class LinearOperatorCirculant3DTest(test.TestCase):
       operator = linalg.LinearOperatorCirculant3D(spectrum)
       self.assertAllEqual((2, 2 * 3 * 5, 2 * 3 * 5), operator.shape)
 
+      self.assertEqual(
+          operator.parameters,
+          {
+              "input_output_dtype": dtypes.complex64,
+              "is_non_singular": None,
+              "is_positive_definite": None,
+              "is_self_adjoint": None,
+              "is_square": True,
+              "name": "LinearOperatorCirculant3D",
+              "spectrum": spectrum,
+          })
+
       matrix_tensor = operator.to_dense()
       self.assertEqual(matrix_tensor.dtype, dtypes.complex64)
       matrix_h = linalg.adjoint(matrix_tensor)
diff --git a/tensorflow/python/kernel_tests/linalg/linear_operator_test.py b/tensorflow/python/kernel_tests/linalg/linear_operator_test.py
index 475cac212ce..0100eb4934b 100644
--- a/tensorflow/python/kernel_tests/linalg/linear_operator_test.py
+++ b/tensorflow/python/kernel_tests/linalg/linear_operator_test.py
@@ -43,6 +43,14 @@ class LinearOperatorShape(linalg.LinearOperator):
                is_self_adjoint=None,
                is_positive_definite=None,
                is_square=None):
+    parameters = dict(
+        shape=shape,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square
+    )
+
     self._stored_shape = shape
     super(LinearOperatorShape, self).__init__(
         dtype=dtypes.float32,
@@ -50,7 +58,8 @@ class LinearOperatorShape(linalg.LinearOperator):
         is_non_singular=is_non_singular,
         is_self_adjoint=is_self_adjoint,
         is_positive_definite=is_positive_definite,
-        is_square=is_square)
+        is_square=is_square,
+        parameters=parameters)
 
   def _shape(self):
     return tensor_shape.TensorShape(self._stored_shape)
@@ -71,13 +80,22 @@ class LinearOperatorMatmulSolve(linalg.LinearOperator):
                is_self_adjoint=None,
                is_positive_definite=None,
                is_square=None):
+    parameters = dict(
+        matrix=matrix,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square
+    )
+
     self._matrix = ops.convert_to_tensor(matrix, name="matrix")
     super(LinearOperatorMatmulSolve, self).__init__(
         dtype=self._matrix.dtype,
         is_non_singular=is_non_singular,
         is_self_adjoint=is_self_adjoint,
         is_positive_definite=is_positive_definite,
-        is_square=is_square)
+        is_square=is_square,
+        parameters=parameters)
 
   def _shape(self):
     return self._matrix.shape
@@ -109,6 +127,14 @@ class LinearOperatorTest(test.TestCase):
     self.assertAllEqual((1, 2), operator.batch_shape)
     self.assertAllEqual(4, operator.domain_dimension)
     self.assertAllEqual(3, operator.range_dimension)
+    expected_parameters = {
+        "is_non_singular": None,
+        "is_positive_definite": None,
+        "is_self_adjoint": None,
+        "is_square": None,
+        "shape": (1, 2, 3, 4),
+    }
+    self.assertEqual(expected_parameters, operator.parameters)
 
   def test_all_shape_methods_defined_by_the_one_method_shape(self):
     with self.cached_session():
@@ -131,6 +157,19 @@ class LinearOperatorTest(test.TestCase):
     self.assertTrue(operator.is_self_adjoint)
     self.assertFalse(operator.is_positive_definite)
 
+  def test_nontrivial_parameters(self):
+    matrix = rng.randn(2, 3, 4)
+    matrix_ph = array_ops.placeholder_with_default(input=matrix, shape=None)
+    operator = LinearOperatorMatmulSolve(matrix_ph)
+    expected_parameters = {
+        "is_non_singular": None,
+        "is_positive_definite": None,
+        "is_self_adjoint": None,
+        "is_square": None,
+        "matrix": matrix_ph,
+    }
+    self.assertEqual(expected_parameters, operator.parameters)
+
   def test_generic_to_dense_method_non_square_matrix_static(self):
     matrix = rng.randn(2, 3, 4)
     operator = LinearOperatorMatmulSolve(matrix)
diff --git a/tensorflow/python/ops/linalg/linear_operator.py b/tensorflow/python/ops/linalg/linear_operator.py
index cf14cdb6eae..08974f83ffb 100644
--- a/tensorflow/python/ops/linalg/linear_operator.py
+++ b/tensorflow/python/ops/linalg/linear_operator.py
@@ -146,6 +146,27 @@ class LinearOperator(module.Module):
   * If `is_X == False`, callers should expect the operator to not have `X`.
   * If `is_X == None` (the default), callers should have no expectation either
     way.
+
+  #### Initialization parameters
+
+  All subclasses of `LinearOperator` are expected to pass a `parameters`
+  argument to `super().__init__()`.  This should be a `dict` containing
+  the unadulterated arguments passed to the subclass `__init__`.  For example,
+  `MyLinearOperator` with an initializer should look like:
+
+  ```python
+  def __init__(self, operator, is_square=False, name=None):
+     parameters = dict(
+         operator=operator,
+         is_square=is_square,
+         name=name
+     )
+     ...
+     super().__init__(..., parameters=parameters)
+   ```
+
+   Users can then access `my_linear_operator.parameters` to see all arguments
+   passed to its initializer.
   """
 
   # TODO(b/143910018) Remove graph_parents in V3.
@@ -158,7 +179,8 @@ class LinearOperator(module.Module):
                is_self_adjoint=None,
                is_positive_definite=None,
                is_square=None,
-               name=None):
+               name=None,
+               parameters=None):
     r"""Initialize the `LinearOperator`.
 
     **This is a private method for subclass use.**
@@ -179,6 +201,8 @@ class LinearOperator(module.Module):
         https://en.wikipedia.org/wiki/Positive-definite_matrix#Extension_for_non-symmetric_matrices
       is_square:  Expect that this operator acts like square [batch] matrices.
       name: A name for this `LinearOperator`.
+      parameters: Python `dict` of parameters used to instantiate this
+        `LinearOperator`.
 
     Raises:
       ValueError:  If any member of graph_parents is `None` or not a `Tensor`.
@@ -210,6 +234,8 @@ class LinearOperator(module.Module):
     self._is_non_singular = is_non_singular
     self._is_self_adjoint = is_self_adjoint
     self._is_positive_definite = is_positive_definite
+    self._parameters = self._no_dependency(parameters)
+    self._parameters_sanitized = False
     self._name = name or type(self).__name__
 
   @contextlib.contextmanager
@@ -221,6 +247,11 @@ class LinearOperator(module.Module):
     with ops.name_scope(full_name) as scope:
       yield scope
 
+  @property
+  def parameters(self):
+    """Dictionary of parameters used to instantiate this `LinearOperator`."""
+    return dict(self._parameters)
+
   @property
   def dtype(self):
     """The `DType` of `Tensor`s handled by this `LinearOperator`."""
diff --git a/tensorflow/python/ops/linalg/linear_operator_adjoint.py b/tensorflow/python/ops/linalg/linear_operator_adjoint.py
index 57c65647330..1af0ce9a008 100644
--- a/tensorflow/python/ops/linalg/linear_operator_adjoint.py
+++ b/tensorflow/python/ops/linalg/linear_operator_adjoint.py
@@ -112,6 +112,14 @@ class LinearOperatorAdjoint(linear_operator.LinearOperator):
     Raises:
       ValueError:  If `operator.is_non_singular` is False.
     """
+    parameters = dict(
+        operator=operator,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name,
+    )
 
     self._operator = operator
 
@@ -150,6 +158,7 @@ class LinearOperatorAdjoint(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
     # TODO(b/143910018) Remove graph_parents in V3.
     self._set_graph_parents(operator.graph_parents)
diff --git a/tensorflow/python/ops/linalg/linear_operator_block_diag.py b/tensorflow/python/ops/linalg/linear_operator_block_diag.py
index 7afa15ae069..514b023ba82 100644
--- a/tensorflow/python/ops/linalg/linear_operator_block_diag.py
+++ b/tensorflow/python/ops/linalg/linear_operator_block_diag.py
@@ -163,6 +163,15 @@ class LinearOperatorBlockDiag(linear_operator.LinearOperator):
       TypeError:  If all operators do not have the same `dtype`.
       ValueError:  If `operators` is empty or are non-square.
     """
+    parameters = dict(
+        operators=operators,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
+
     # Validate operators.
     check_ops.assert_proper_iterable(operators)
     operators = list(operators)
@@ -224,6 +233,7 @@ class LinearOperatorBlockDiag(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=True,
+          parameters=parameters,
           name=name)
 
     # TODO(b/143910018) Remove graph_parents in V3.
diff --git a/tensorflow/python/ops/linalg/linear_operator_block_lower_triangular.py b/tensorflow/python/ops/linalg/linear_operator_block_lower_triangular.py
index 84f2ff15345..43107c092e3 100644
--- a/tensorflow/python/ops/linalg/linear_operator_block_lower_triangular.py
+++ b/tensorflow/python/ops/linalg/linear_operator_block_lower_triangular.py
@@ -231,6 +231,15 @@ class LinearOperatorBlockLowerTriangular(linear_operator.LinearOperator):
       ValueError:  If `operators` is empty, contains an erroneous number of
         elements, or contains operators with incompatible shapes.
     """
+    parameters = dict(
+        operators=operators,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
+
     # Validate operators.
     check_ops.assert_proper_iterable(operators)
     for row in operators:
@@ -256,6 +265,7 @@ class LinearOperatorBlockLowerTriangular(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
 
   def _validate_num_operators(self):
diff --git a/tensorflow/python/ops/linalg/linear_operator_circulant.py b/tensorflow/python/ops/linalg/linear_operator_circulant.py
index d4b671c53bd..31dd5b2967a 100644
--- a/tensorflow/python/ops/linalg/linear_operator_circulant.py
+++ b/tensorflow/python/ops/linalg/linear_operator_circulant.py
@@ -63,6 +63,7 @@ class _BaseLinearOperatorCirculant(linear_operator.LinearOperator):
                is_self_adjoint=None,
                is_positive_definite=None,
                is_square=True,
+               parameters=None,
                name="LinearOperatorCirculant"):
     r"""Initialize an `_BaseLinearOperatorCirculant`.
 
@@ -83,6 +84,8 @@ class _BaseLinearOperatorCirculant(linear_operator.LinearOperator):
         https://en.wikipedia.org/wiki/Positive-definite_matrix\
             #Extension_for_non_symmetric_matrices
       is_square:  Expect that this operator acts like square [batch] matrices.
+      parameters: Python `dict` of parameters used to instantiate this
+        `LinearOperator`.
       name:  A name to prepend to all ops created by this class.
 
     Raises:
@@ -121,6 +124,7 @@ class _BaseLinearOperatorCirculant(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
       # TODO(b/143910018) Remove graph_parents in V3.
       self._set_graph_parents([self.spectrum])
@@ -744,6 +748,15 @@ class LinearOperatorCirculant(_BaseLinearOperatorCirculant):
       is_square:  Expect that this operator acts like square [batch] matrices.
       name:  A name to prepend to all ops created by this class.
     """
+    parameters = dict(
+        spectrum=spectrum,
+        input_output_dtype=input_output_dtype,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
     super(LinearOperatorCirculant, self).__init__(
         spectrum,
         block_depth=1,
@@ -752,6 +765,7 @@ class LinearOperatorCirculant(_BaseLinearOperatorCirculant):
         is_self_adjoint=is_self_adjoint,
         is_positive_definite=is_positive_definite,
         is_square=is_square,
+        parameters=parameters,
         name=name)
 
   def _eigvals(self):
@@ -924,6 +938,15 @@ class LinearOperatorCirculant2D(_BaseLinearOperatorCirculant):
       is_square:  Expect that this operator acts like square [batch] matrices.
       name:  A name to prepend to all ops created by this class.
     """
+    parameters = dict(
+        spectrum=spectrum,
+        input_output_dtype=input_output_dtype,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
     super(LinearOperatorCirculant2D, self).__init__(
         spectrum,
         block_depth=2,
@@ -932,6 +955,7 @@ class LinearOperatorCirculant2D(_BaseLinearOperatorCirculant):
         is_self_adjoint=is_self_adjoint,
         is_positive_definite=is_positive_definite,
         is_square=is_square,
+        parameters=parameters,
         name=name)
 
 
@@ -1074,6 +1098,15 @@ class LinearOperatorCirculant3D(_BaseLinearOperatorCirculant):
       is_square:  Expect that this operator acts like square [batch] matrices.
       name:  A name to prepend to all ops created by this class.
     """
+    parameters = dict(
+        spectrum=spectrum,
+        input_output_dtype=input_output_dtype,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
     super(LinearOperatorCirculant3D, self).__init__(
         spectrum,
         block_depth=3,
@@ -1082,6 +1115,7 @@ class LinearOperatorCirculant3D(_BaseLinearOperatorCirculant):
         is_self_adjoint=is_self_adjoint,
         is_positive_definite=is_positive_definite,
         is_square=is_square,
+        parameters=parameters,
         name=name)
 
 
diff --git a/tensorflow/python/ops/linalg/linear_operator_composition.py b/tensorflow/python/ops/linalg/linear_operator_composition.py
index 00ef86d5aba..ace7e85ddf6 100644
--- a/tensorflow/python/ops/linalg/linear_operator_composition.py
+++ b/tensorflow/python/ops/linalg/linear_operator_composition.py
@@ -143,6 +143,14 @@ class LinearOperatorComposition(linear_operator.LinearOperator):
       TypeError:  If all operators do not have the same `dtype`.
       ValueError:  If `operators` is empty.
     """
+    parameters = dict(
+        operators=operators,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name)
+
     # Validate operators.
     check_ops.assert_proper_iterable(operators)
     operators = list(operators)
@@ -182,6 +190,7 @@ class LinearOperatorComposition(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
     # TODO(b/143910018) Remove graph_parents in V3.
     self._set_graph_parents(graph_parents)
diff --git a/tensorflow/python/ops/linalg/linear_operator_diag.py b/tensorflow/python/ops/linalg/linear_operator_diag.py
index b5e81b267ce..3f298bce341 100644
--- a/tensorflow/python/ops/linalg/linear_operator_diag.py
+++ b/tensorflow/python/ops/linalg/linear_operator_diag.py
@@ -139,6 +139,14 @@ class LinearOperatorDiag(linear_operator.LinearOperator):
       TypeError:  If `diag.dtype` is not an allowed type.
       ValueError:  If `diag.dtype` is real, and `is_self_adjoint` is not `True`.
     """
+    parameters = dict(
+        diag=diag,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
 
     with ops.name_scope(name, values=[diag]):
       self._diag = linear_operator_util.convert_nonref_to_tensor(
@@ -163,6 +171,7 @@ class LinearOperatorDiag(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
       # TODO(b/143910018) Remove graph_parents in V3.
       self._set_graph_parents([self._diag])
diff --git a/tensorflow/python/ops/linalg/linear_operator_full_matrix.py b/tensorflow/python/ops/linalg/linear_operator_full_matrix.py
index b10822589d5..a616a8c09fe 100644
--- a/tensorflow/python/ops/linalg/linear_operator_full_matrix.py
+++ b/tensorflow/python/ops/linalg/linear_operator_full_matrix.py
@@ -133,6 +133,14 @@ class LinearOperatorFullMatrix(linear_operator.LinearOperator):
     Raises:
       TypeError:  If `diag.dtype` is not an allowed type.
     """
+    parameters = dict(
+        matrix=matrix,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
 
     with ops.name_scope(name, values=[matrix]):
       self._matrix = linear_operator_util.convert_nonref_to_tensor(
@@ -146,6 +154,7 @@ class LinearOperatorFullMatrix(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
       # TODO(b/143910018) Remove graph_parents in V3.
       self._set_graph_parents([self._matrix])
diff --git a/tensorflow/python/ops/linalg/linear_operator_householder.py b/tensorflow/python/ops/linalg/linear_operator_householder.py
index 265c862ea03..cbb7a88a9ed 100644
--- a/tensorflow/python/ops/linalg/linear_operator_householder.py
+++ b/tensorflow/python/ops/linalg/linear_operator_householder.py
@@ -123,6 +123,14 @@ class LinearOperatorHouseholder(linear_operator.LinearOperator):
       ValueError:  `is_self_adjoint` is not `True`, `is_positive_definite` is
         not `False` or `is_square` is not `True`.
     """
+    parameters = dict(
+        reflection_axis=reflection_axis,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
 
     with ops.name_scope(name, values=[reflection_axis]):
       self._reflection_axis = linear_operator_util.convert_nonref_to_tensor(
@@ -152,6 +160,7 @@ class LinearOperatorHouseholder(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
       # TODO(b/143910018) Remove graph_parents in V3.
       self._set_graph_parents([self._reflection_axis])
diff --git a/tensorflow/python/ops/linalg/linear_operator_identity.py b/tensorflow/python/ops/linalg/linear_operator_identity.py
index a0f7ead42d6..8d5d2c8a52a 100644
--- a/tensorflow/python/ops/linalg/linear_operator_identity.py
+++ b/tensorflow/python/ops/linalg/linear_operator_identity.py
@@ -252,6 +252,17 @@ class LinearOperatorIdentity(BaseLinearOperatorIdentity):
         `{is_self_adjoint, is_non_singular, is_positive_definite}`.
       TypeError:  If `num_rows` or `batch_shape` is ref-type (e.g. Variable).
     """
+    parameters = dict(
+        num_rows=num_rows,
+        batch_shape=batch_shape,
+        dtype=dtype,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        assert_proper_shapes=assert_proper_shapes,
+        name=name)
+
     dtype = dtype or dtypes.float32
     self._assert_proper_shapes = assert_proper_shapes
 
@@ -272,6 +283,7 @@ class LinearOperatorIdentity(BaseLinearOperatorIdentity):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
 
       linear_operator_util.assert_not_ref_type(num_rows, "num_rows")
@@ -596,6 +608,16 @@ class LinearOperatorScaledIdentity(BaseLinearOperatorIdentity):
       ValueError:  If `num_rows` is determined statically to be non-scalar, or
         negative.
     """
+    parameters = dict(
+        num_rows=num_rows,
+        multiplier=multiplier,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        assert_proper_shapes=assert_proper_shapes,
+        name=name)
+
     self._assert_proper_shapes = assert_proper_shapes
 
     with ops.name_scope(name, values=[multiplier, num_rows]):
@@ -620,6 +642,7 @@ class LinearOperatorScaledIdentity(BaseLinearOperatorIdentity):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
 
       self._num_rows = linear_operator_util.shape_tensor(
diff --git a/tensorflow/python/ops/linalg/linear_operator_inversion.py b/tensorflow/python/ops/linalg/linear_operator_inversion.py
index d6527e7c6d5..b2784c4d1e5 100644
--- a/tensorflow/python/ops/linalg/linear_operator_inversion.py
+++ b/tensorflow/python/ops/linalg/linear_operator_inversion.py
@@ -113,6 +113,14 @@ class LinearOperatorInversion(linear_operator.LinearOperator):
     Raises:
       ValueError:  If `operator.is_non_singular` is False.
     """
+    parameters = dict(
+        operator=operator,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
 
     self._operator = operator
 
@@ -163,6 +171,7 @@ class LinearOperatorInversion(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
     # TODO(b/143910018) Remove graph_parents in V3.
     self._set_graph_parents(operator.graph_parents)
diff --git a/tensorflow/python/ops/linalg/linear_operator_kronecker.py b/tensorflow/python/ops/linalg/linear_operator_kronecker.py
index 1fe68885bfe..b351bc5c507 100644
--- a/tensorflow/python/ops/linalg/linear_operator_kronecker.py
+++ b/tensorflow/python/ops/linalg/linear_operator_kronecker.py
@@ -167,6 +167,15 @@ class LinearOperatorKronecker(linear_operator.LinearOperator):
       TypeError:  If all operators do not have the same `dtype`.
       ValueError:  If `operators` is empty.
     """
+    parameters = dict(
+        operators=operators,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
+
     # Validate operators.
     check_ops.assert_proper_iterable(operators)
     operators = list(operators)
@@ -226,6 +235,7 @@ class LinearOperatorKronecker(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
     # TODO(b/143910018) Remove graph_parents in V3.
     self._set_graph_parents(graph_parents)
diff --git a/tensorflow/python/ops/linalg/linear_operator_low_rank_update.py b/tensorflow/python/ops/linalg/linear_operator_low_rank_update.py
index c141bb19f35..2f12c71b48a 100644
--- a/tensorflow/python/ops/linalg/linear_operator_low_rank_update.py
+++ b/tensorflow/python/ops/linalg/linear_operator_low_rank_update.py
@@ -182,6 +182,18 @@ class LinearOperatorLowRankUpdate(linear_operator.LinearOperator):
     Raises:
       ValueError:  If `is_X` flags are set in an inconsistent way.
     """
+    parameters = dict(
+        base_operator=base_operator,
+        u=u,
+        diag_update=diag_update,
+        v=v,
+        is_diag_update_positive=is_diag_update_positive,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
     dtype = base_operator.dtype
 
     if diag_update is not None:
@@ -253,6 +265,7 @@ class LinearOperatorLowRankUpdate(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
       self._set_graph_parents(graph_parents)
 
diff --git a/tensorflow/python/ops/linalg/linear_operator_lower_triangular.py b/tensorflow/python/ops/linalg/linear_operator_lower_triangular.py
index a4120102663..fbc1f531083 100644
--- a/tensorflow/python/ops/linalg/linear_operator_lower_triangular.py
+++ b/tensorflow/python/ops/linalg/linear_operator_lower_triangular.py
@@ -137,6 +137,14 @@ class LinearOperatorLowerTriangular(linear_operator.LinearOperator):
     Raises:
       ValueError:  If `is_square` is `False`.
     """
+    parameters = dict(
+        tril=tril,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
 
     if is_square is False:
       raise ValueError(
@@ -155,6 +163,7 @@ class LinearOperatorLowerTriangular(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
       self._set_graph_parents([self._tril])
 
diff --git a/tensorflow/python/ops/linalg/linear_operator_permutation.py b/tensorflow/python/ops/linalg/linear_operator_permutation.py
index 9cc8e158a21..7f15941c473 100644
--- a/tensorflow/python/ops/linalg/linear_operator_permutation.py
+++ b/tensorflow/python/ops/linalg/linear_operator_permutation.py
@@ -140,6 +140,15 @@ class LinearOperatorPermutation(linear_operator.LinearOperator):
       ValueError:  `is_self_adjoint` is not `True`, `is_positive_definite` is
         not `False` or `is_square` is not `True`.
     """
+    parameters = dict(
+        perm=perm,
+        dtype=dtype,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
 
     with ops.name_scope(name, values=[perm]):
       self._perm = linear_operator_util.convert_nonref_to_tensor(
@@ -160,6 +169,7 @@ class LinearOperatorPermutation(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
 
   def _check_perm(self, perm):
diff --git a/tensorflow/python/ops/linalg/linear_operator_toeplitz.py b/tensorflow/python/ops/linalg/linear_operator_toeplitz.py
index 2d61a536e29..95546c25118 100644
--- a/tensorflow/python/ops/linalg/linear_operator_toeplitz.py
+++ b/tensorflow/python/ops/linalg/linear_operator_toeplitz.py
@@ -138,6 +138,15 @@ class LinearOperatorToeplitz(linear_operator.LinearOperator):
       is_square:  Expect that this operator acts like square [batch] matrices.
       name: A name for this `LinearOperator`.
     """
+    parameters = dict(
+        col=col,
+        row=row,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
 
     with ops.name_scope(name, values=[row, col]):
       self._row = linear_operator_util.convert_nonref_to_tensor(row, name="row")
@@ -155,7 +164,9 @@ class LinearOperatorToeplitz(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
+
       self._set_graph_parents([self._row, self._col])
 
   def _check_row_col(self, row, col):
diff --git a/tensorflow/python/ops/linalg/linear_operator_tridiag.py b/tensorflow/python/ops/linalg/linear_operator_tridiag.py
index 2ba310f75bf..b8c4027cc76 100644
--- a/tensorflow/python/ops/linalg/linear_operator_tridiag.py
+++ b/tensorflow/python/ops/linalg/linear_operator_tridiag.py
@@ -171,6 +171,15 @@ class LinearOperatorTridiag(linear_operator.LinearOperator):
       TypeError:  If `diag.dtype` is not an allowed type.
       ValueError:  If `diag.dtype` is real, and `is_self_adjoint` is not `True`.
     """
+    parameters = dict(
+        diagonals=diagonals,
+        diagonals_format=diagonals_format,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        name=name
+    )
 
     with ops.name_scope(name, values=[diagonals]):
       if diagonals_format not in _DIAGONAL_FORMATS:
@@ -193,6 +202,7 @@ class LinearOperatorTridiag(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
 
   def _shape(self):
diff --git a/tensorflow/python/ops/linalg/linear_operator_zeros.py b/tensorflow/python/ops/linalg/linear_operator_zeros.py
index 7382ef51218..eded9bb713f 100644
--- a/tensorflow/python/ops/linalg/linear_operator_zeros.py
+++ b/tensorflow/python/ops/linalg/linear_operator_zeros.py
@@ -176,6 +176,19 @@ class LinearOperatorZeros(linear_operator.LinearOperator):
       ValueError:  If any of the following is not `True`:
         `{is_self_adjoint, is_non_singular, is_positive_definite}`.
     """
+    parameters = dict(
+        num_rows=num_rows,
+        num_columns=num_columns,
+        batch_shape=batch_shape,
+        dtype=dtype,
+        is_non_singular=is_non_singular,
+        is_self_adjoint=is_self_adjoint,
+        is_positive_definite=is_positive_definite,
+        is_square=is_square,
+        assert_proper_shapes=assert_proper_shapes,
+        name=name
+    )
+
     dtype = dtype or dtypes.float32
     self._assert_proper_shapes = assert_proper_shapes
 
@@ -194,6 +207,7 @@ class LinearOperatorZeros(linear_operator.LinearOperator):
           is_self_adjoint=is_self_adjoint,
           is_positive_definite=is_positive_definite,
           is_square=is_square,
+          parameters=parameters,
           name=name)
 
       linear_operator_util.assert_not_ref_type(num_rows, "num_rows")
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-adjoint.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-adjoint.pbtxt
index d26bde73d6e..cd2342fa17b 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-adjoint.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-adjoint.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operator"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-block-diag.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-block-diag.pbtxt
index 4739f586002..37cab1cd949 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-block-diag.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-block-diag.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operators"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-block-lower-triangular.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-block-lower-triangular.pbtxt
index f6573a08ab1..15548662969 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-block-lower-triangular.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-block-lower-triangular.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operators"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant.pbtxt
index 7c3a62bb067..96f3f456c22 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant.pbtxt
@@ -59,6 +59,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant2-d.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant2-d.pbtxt
index ca1ca3678a2..82696611119 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant2-d.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant2-d.pbtxt
@@ -59,6 +59,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant3-d.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant3-d.pbtxt
index e91de61a7f5..fa9ff47a9ea 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant3-d.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-circulant3-d.pbtxt
@@ -59,6 +59,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-composition.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-composition.pbtxt
index 14c5514be31..1f3a3e01534 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-composition.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-composition.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operators"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-diag.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-diag.pbtxt
index 6198572ba4f..40aea957ecb 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-diag.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-diag.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-full-matrix.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-full-matrix.pbtxt
index 9fe14ecc611..c23af284169 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-full-matrix.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-full-matrix.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-householder.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-householder.pbtxt
index b71cda0a1be..ac861ce8131 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-householder.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-householder.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-identity.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-identity.pbtxt
index e4051585a35..1c8a1071cca 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-identity.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-identity.pbtxt
@@ -51,6 +51,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-inversion.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-inversion.pbtxt
index ee9351e5bb4..6379a67eadb 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-inversion.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-inversion.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operator"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-kronecker.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-kronecker.pbtxt
index 3c5b3a8c3db..fda61393e1a 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-kronecker.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-kronecker.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operators"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-low-rank-update.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-low-rank-update.pbtxt
index bf32f07455e..c07a18eb61c 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-low-rank-update.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-low-rank-update.pbtxt
@@ -66,6 +66,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-lower-triangular.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-lower-triangular.pbtxt
index 2bf8383bc30..39e44edf3c2 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-lower-triangular.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-lower-triangular.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-permutation.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-permutation.pbtxt
index 321b7004109..228bfd41be2 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-permutation.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-permutation.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "perm"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-scaled-identity.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-scaled-identity.pbtxt
index a8a7a06fb51..358c0f88659 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-scaled-identity.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-scaled-identity.pbtxt
@@ -55,6 +55,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-toeplitz.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-toeplitz.pbtxt
index 15bae49eda0..7f863ce4170 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-toeplitz.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-toeplitz.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-tridiag.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-tridiag.pbtxt
index 0609904bbb3..eadb8f066ec 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-tridiag.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-tridiag.pbtxt
@@ -58,6 +58,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-zeros.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-zeros.pbtxt
index 75777dc7745..f905de20b68 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-zeros.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator-zeros.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator.pbtxt b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator.pbtxt
index 2390fb26d9c..c9ee0301612 100644
--- a/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator.pbtxt
+++ b/tensorflow/tools/api/golden/v1/tensorflow.linalg.-linear-operator.pbtxt
@@ -49,6 +49,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
@@ -75,7 +79,7 @@ tf_class {
   }
   member_method {
     name: "__init__"
-    argspec: "args=[\'self\', \'dtype\', \'graph_parents\', \'is_non_singular\', \'is_self_adjoint\', \'is_positive_definite\', \'is_square\', \'name\'], varargs=None, keywords=None, defaults=[\'None\', \'None\', \'None\', \'None\', \'None\', \'None\'], "
+    argspec: "args=[\'self\', \'dtype\', \'graph_parents\', \'is_non_singular\', \'is_self_adjoint\', \'is_positive_definite\', \'is_square\', \'name\', \'parameters\'], varargs=None, keywords=None, defaults=[\'None\', \'None\', \'None\', \'None\', \'None\', \'None\', \'None\'], "
   }
   member_method {
     name: "add_to_tensor"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-adjoint.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-adjoint.pbtxt
index d26bde73d6e..cd2342fa17b 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-adjoint.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-adjoint.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operator"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-block-diag.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-block-diag.pbtxt
index 4739f586002..37cab1cd949 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-block-diag.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-block-diag.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operators"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-block-lower-triangular.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-block-lower-triangular.pbtxt
index f6573a08ab1..15548662969 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-block-lower-triangular.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-block-lower-triangular.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operators"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant.pbtxt
index 7c3a62bb067..96f3f456c22 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant.pbtxt
@@ -59,6 +59,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant2-d.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant2-d.pbtxt
index ca1ca3678a2..82696611119 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant2-d.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant2-d.pbtxt
@@ -59,6 +59,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant3-d.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant3-d.pbtxt
index e91de61a7f5..fa9ff47a9ea 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant3-d.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-circulant3-d.pbtxt
@@ -59,6 +59,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-composition.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-composition.pbtxt
index 14c5514be31..1f3a3e01534 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-composition.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-composition.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operators"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-diag.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-diag.pbtxt
index 6198572ba4f..40aea957ecb 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-diag.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-diag.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-full-matrix.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-full-matrix.pbtxt
index 9fe14ecc611..c23af284169 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-full-matrix.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-full-matrix.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-householder.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-householder.pbtxt
index b71cda0a1be..ac861ce8131 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-householder.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-householder.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-identity.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-identity.pbtxt
index e4051585a35..1c8a1071cca 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-identity.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-identity.pbtxt
@@ -51,6 +51,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-inversion.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-inversion.pbtxt
index ee9351e5bb4..6379a67eadb 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-inversion.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-inversion.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operator"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-kronecker.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-kronecker.pbtxt
index 3c5b3a8c3db..fda61393e1a 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-kronecker.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-kronecker.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "operators"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-low-rank-update.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-low-rank-update.pbtxt
index bf32f07455e..c07a18eb61c 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-low-rank-update.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-low-rank-update.pbtxt
@@ -66,6 +66,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-lower-triangular.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-lower-triangular.pbtxt
index 2bf8383bc30..39e44edf3c2 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-lower-triangular.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-lower-triangular.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-permutation.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-permutation.pbtxt
index 321b7004109..228bfd41be2 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-permutation.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-permutation.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "perm"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-scaled-identity.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-scaled-identity.pbtxt
index a8a7a06fb51..358c0f88659 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-scaled-identity.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-scaled-identity.pbtxt
@@ -55,6 +55,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-toeplitz.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-toeplitz.pbtxt
index 15bae49eda0..7f863ce4170 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-toeplitz.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-toeplitz.pbtxt
@@ -54,6 +54,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-tridiag.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-tridiag.pbtxt
index 0609904bbb3..eadb8f066ec 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-tridiag.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-tridiag.pbtxt
@@ -58,6 +58,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-zeros.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-zeros.pbtxt
index 75777dc7745..f905de20b68 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-zeros.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator-zeros.pbtxt
@@ -50,6 +50,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
diff --git a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator.pbtxt b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator.pbtxt
index 2390fb26d9c..c9ee0301612 100644
--- a/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator.pbtxt
+++ b/tensorflow/tools/api/golden/v2/tensorflow.linalg.-linear-operator.pbtxt
@@ -49,6 +49,10 @@ tf_class {
     name: "name_scope"
     mtype: "<type \'property\'>"
   }
+  member {
+    name: "parameters"
+    mtype: "<type \'property\'>"
+  }
   member {
     name: "range_dimension"
     mtype: "<type \'property\'>"
@@ -75,7 +79,7 @@ tf_class {
   }
   member_method {
     name: "__init__"
-    argspec: "args=[\'self\', \'dtype\', \'graph_parents\', \'is_non_singular\', \'is_self_adjoint\', \'is_positive_definite\', \'is_square\', \'name\'], varargs=None, keywords=None, defaults=[\'None\', \'None\', \'None\', \'None\', \'None\', \'None\'], "
+    argspec: "args=[\'self\', \'dtype\', \'graph_parents\', \'is_non_singular\', \'is_self_adjoint\', \'is_positive_definite\', \'is_square\', \'name\', \'parameters\'], varargs=None, keywords=None, defaults=[\'None\', \'None\', \'None\', \'None\', \'None\', \'None\', \'None\'], "
   }
   member_method {
     name: "add_to_tensor"