inCopy[j], inCopy[k] = inCopy[k], inCopy[j]
				srcCopy[j], srcCopy[k] = srcCopy[k], srcCopy[j]
			}
			sortByRFC6724withSrcs(inCopy, srcCopy)
			if !reflect.DeepEqual(inCopy, tt.want) {
				t.Errorf("test %d, starting backwards:\nin = %s\ngot: %s\nwant: %s\n", i, tt.in, inCopy, tt.want)
			}
		}

	}

}

func TestRFC6724PolicyTableOrder(t *testing.T) {
	for i := 0; i < len(rfc6724policyTable)-1; i++ {

       $multiply_linear_by_lr,
       (Clamp $src_op,
         (TF_NegOp (TF_MulOp $l1, $lr)),
         (CreateTFReadVariableOp $src_op, $l1, $linear),
         (TF_MulOp $l1, $lr)
       ),
       (Clamp $src_op,
         (TF_NegOp $l1),
         (CreateTFReadVariableOp $src_op, $l1, $linear),
         $l1
       )
     ),
     (CreateTFReadVariableOp $src_op, $l1, $linear)
   ),

// Clone returns a copy of PodResourceAllocation
func (pr PodResourceAllocation) Clone() PodResourceAllocation {
	prCopy := make(PodResourceAllocation)
	for pod := range pr {
		prCopy[pod] = make(map[string]v1.ResourceList)
		for container, alloc := range pr[pod] {
			prCopy[pod][container] = alloc.DeepCopy()
		}
	}
	return prCopy
}

// Reader interface used to read current pod resource allocation state
type Reader interface {

	if sizeNeedsUpdate || annotationsNeedUpdate {
		oldScale := *(rs.Spec.Replicas)
		rsCopy := rs.DeepCopy()
		*(rsCopy.Spec.Replicas) = newScale
		deploymentutil.SetReplicasAnnotations(rsCopy, *(deployment.Spec.Replicas), *(deployment.Spec.Replicas)+deploymentutil.MaxSurge(*deployment))
		rs, err = dc.client.AppsV1().ReplicaSets(rsCopy.Namespace).Update(ctx, rsCopy, metav1.UpdateOptions{})
		if err == nil && sizeNeedsUpdate {
			scaled = true

  void runOnOperation() override;
};

template <typename SrcOp>
class DequantizeConverter : public OpRewritePattern<SrcOp> {
 public:
  using OpRewritePattern<SrcOp>::OpRewritePattern;

  LogicalResult matchAndRewrite(SrcOp srcop,
                                PatternRewriter &rewriter) const final {
    Operation *op = srcop.getOperation();
    bool allTypesFp = true;
    bool allTypesQuantizedOrInt = true;

		for n, size := range test.oldRSSizes {
			rs := newReplicaSet(test.d, fmt.Sprintf("%s-%d", test.d.Name, n), size)
			oldRSs = append(oldRSs, rs)

			rsCopy := rs.DeepCopy()

			zero := int32(0)
			rsCopy.Spec.Replicas = &zero
			expected = append(expected, rsCopy)

			if *(oldRSs[n].Spec.Replicas) == *(expected[n].(*apps.ReplicaSet).Spec.Replicas) {
				t.Errorf("broken test - original and expected RS have the same size")
			}

def LegalizeSelectV2SameStaticShape : Pat<(TF_SelectV2Op:$src_op $cond, $x, $y),
    (TFL_SelectOp $cond, $x, $y),
    [(OpHasSameStaticShapes $src_op)]>;
def LegalizeSelectV2NotSameStaticShape : Pat<
  (TF_SelectV2Op:$src_op $cond, $x, $y),
  (TFL_SelectV2Op $cond, $x, $y),
  [(OpHasNotSameStaticShapes $src_op)]>;
def LegalizeShape : Pat<(TF_ShapeOp $arg), (TFL_ShapeOp $arg)>;

template <typename SrcOpT, typename FusedOpT>
class FuseContractionWithBiasAdd : public OpRewritePattern<SrcOpT> {
 public:
  using OpRewritePattern<SrcOpT>::OpRewritePattern;
  // Class users should override this method if there are any op-specific
  // compatibility requirements between the contraction op and the BiasAdd op.
  virtual bool AreFuseCompatible(SrcOpT contraction_op, BiasAddOp bias_add,

             UnpackOp::getOperationName(), PackOp::getOperationName()}) {}

  LogicalResult matchAndRewrite(Operation *src_op,
                                PatternRewriter &rewriter) const override {
    auto op = cast<OpT>(src_op);

    // Static output type is used to compute intermediate values. Note that the
    // output type doesn't have to be static but if input types and indices are

class LowerInitializationOp<Op FromOp, int initial_val>
  : Pat<(FromOp:$src_op
         TensorOf<[AnyInteger, AnyFloat, AnyComplex]>:$input),
        (TF_BroadcastToOp (TF_ConstOp (GetScalarOfType<initial_val> $input)),
                          (CreateTFShapeOp $src_op, $input,
                                           /*use 32bit*/ConstBoolAttrFalse))>;