* be read without locking. Next fields of nodes are immutable (final). All list additions are
     * performed at the front of each bin. This makes it easy to check changes, and also fast to
     * traverse. When nodes would otherwise be changed, new nodes are created to replace them. This

// The cluster will be wrapped in a `tf_device.cluster` first and then by a
// replicate.
// TPUPartitionedInputV2 nodes would be inside the replicate but outside the
// cluster.
// TPUReplicatedInput and TPUReplicatedOutput nodes will be replaced by the
// replicate operands and results.
// CHECK-LABEL: func @replication_with_model_parallelism

  }
  func->setAttr(
      kTfSavedModelExportedNamesAttr,
      mlir::ArrayAttr::get(
          context, {mlir::StringAttr::get(context, signature->signature_key)}));
}

// There are control nodes at each end of each control edge. For each of them,
// we store the source vertices of the incoming edges (if any) and the control
// node's output token. To improve testability, we use an ordered set for the
// source vertices.

			}
		}
		return true
	}

	for i, testcase := range tests {
		node := v1.Node{
			Status: v1.NodeStatus{
				Capacity:    copyResourceList(testcase.capacity),
				Allocatable: copyResourceList(testcase.allocatable),
			},
		}
		node2 := roundTrip(t, runtime.Object(&node)).(*v1.Node)
		actual := node2.Status.Allocatable
		expected := testcase.expectedAllocatable

							Addresses:         [][]byte{netip.MustParseAddr("127.0.0.3").AsSlice()},
							Network:           testNW,
							ServiceAccount:    "sa1",
							Uid:               s.podXdsName("pod3"),
							Node:              "node1",
							CanonicalName:     "other",
							CanonicalRevision: "latest",
							WorkloadType:      workloadapi.WorkloadType_POD,
							WorkloadName:      "pod3",
							ClusterId:         testC,

						Reason:  metav1.StatusReasonTimeout,
						Code:    504,
					},
				},
			}, true)

			go func(t *testing.T) {
				err := cacher.watchCache.Add(makeTestPodDetails("pod1", 105, "node1", map[string]string{"label": "value1"}))
				require.NoError(t, err, "failed adding a pod to the watchCache")
			}(t)
			w, err = cacher.Watch(context.Background(), "pods/ns", scenario.opts)

	if bucketName == "" {
		return nil, grid.NewRemoteErrString("Bucket name is missing")
	}

	bs := BucketStats{
		ReplicationStats: globalReplicationStats.Get(bucketName),
		QueueStats:       ReplicationQueueStats{Nodes: []ReplQNodeStats{globalReplicationStats.getNodeQueueStats(bucketName)}},
		ProxyStats:       globalReplicationStats.getProxyStats(bucketName),
	}
	return &bs, nil
}

			[]string{"_html_template_rcdataescaper"},
		},
	}
	for i, test := range tests {
		tmpl := template.Must(template.New("test").Parse(test.input))
		action, ok := (tmpl.Tree.Root.Nodes[0].(*parse.ActionNode))
		if !ok {
			t.Errorf("First node is not an action: %s", test.input)
			continue
		}
		pipe := action.Pipe
		originalIDs := make([]string, len(test.ids))
		copy(originalIDs, test.ids)

// RUN: tf-opt %s -tfl-prepare-quantize="quantize-allowlist=quantize_float_placeholder_only,not_reset_input" | FileCheck %s
// RUN: tf-opt %s -tfl-prepare-quantize="disable-set-input-nodes-quantization-params=true" | FileCheck --check-prefix=MixedPrecision %s
// RUN: tf-opt %s -tfl-prepare-quantize="is-qdq-conversion=true" | FileCheck --check-prefix=QDQ %s

// CHECK-LABEL: main
// Uses `main` function to match the default target function of QuantSpecs and

				prefs := desired.remove(v.ID)
				if v.Op == OpPhi {
					// TODO: if v is a phi, save desired register for phi inputs.
					// For now, we just drop it and don't propagate
					// desired registers back though phi nodes.
					continue
				}
				regspec := s.regspec(v)
				// Cancel desired registers if they get clobbered.
				desired.clobber(regspec.clobbers)