// user-provided specs are appended.
  //
  // It should look like:
  //
  // specs {matcher {function_name {regex: ".*"}} method {static_range_ptq {}}}
  // specs {
  //   matcher {function_name {regex: "composite_conv.*"}}
  //   method {static_range_ptq {...}}}
  // }
  // specs {
  //   matcher {function_name {regex: "composite_dot_general_fn_1"}}
  //   method {no_quantization {}}
  // }

}

// Helper function for unsorted segment ops.
// Gathers params for positive segment ids and gathers 0 for inputs with
// negative segment id.
Output GatherDropNegatives(const Scope& scope, const Output& params,
                           Output& zero_clipped_indices, Output& is_positive) {
  auto gathered = Gather(scope, params, zero_clipped_indices);
  // Replace gathered params of negative indices with 0.

			}
			RecordKeyID(key.transformationType, key.providerName, keyID, apiServerID)
		}()
	}
	wg.Wait()

	validMetrics := 0
	metricFamilies, err := legacyregistry.DefaultGatherer.Gather()
	if err != nil {
		t.Fatal(err)
	}
	for _, family := range metricFamilies {
		if family.GetName() != "apiserver_envelope_encryption_key_id_hash_total" {
			continue
		}

	serverURL.Host = net.JoinHostPort("localhost", serverURL.Port())

	return tlsServer, serverURL
}

func getSingleCounterValueFromRegistry(t *testing.T, r metrics.Gatherer, name string) int {
	mfs, err := r.Gather()
	if err != nil {
		t.Logf("failed to gather local registry metrics: %v", err)
		return -1
	}

	for _, mf := range mfs {
		if mf.Name != nil && *mf.Name == name {
			mfMetric := mf.GetMetric()

  z = cond.cond(p, lambda: x, lambda: y)
  array_ops.identity(z, name='result')


def tfgather(_):
  params = array_ops.placeholder(dtypes.float32, name='params')
  indices = array_ops.placeholder(dtypes.int32, name='indices')
  array_ops.gather(params, indices, name='gather_output')


def tfmatmul(_):
  x = array_ops.placeholder(dtypes.float32, name='x_hold')

            CompletionService<ProjectSegment> service,
            TaskSegment taskSegment,
            Map<MavenProject, ProjectSegment> projectBuildList,
            ThreadOutputMuxer muxer) {
        // gather artifactIds which are not unique so that the respective thread names can be extended with the groupId
        Set<String> duplicateArtifactIds = projectBuildList.keySet().stream()
                .map(MavenProject::getArtifactId)

type DebugWriter struct {
	Writer                 io.Writer
	Namespace              string
	InternalDebugAllIstiod bool
}

func (s *DebugWriter) PrintAll(drs map[string]*discovery.DiscoveryResponse) error {
	// Gather the statuses before printing so they may be sorted
	mappedResp := map[string]string{}
	for id, dr := range drs {
		for _, resource := range dr.Resources {
			if s.InternalDebugAllIstiod {

// CHECK: %[[GATHER:.*]] = "tf.GatherV2"(%[[DEQUANTIZED_3]], %arg0, %[[AXIS]]) <{batch_dims = 0 : i64}> {device = ""} : (tensor<1024x3x4x3xf32>, tensor<1xi32>, tensor<i32>) -> tensor<1x3x4x3xf32>

// CHECK: return %[[XLA_CALL_MODULE:.*]] : tensor<2x3x2x2xi32>
// CHECK: }

// CHECK-LABEL: private @composite_gather_fn_1
// CHECK: %[[GATHER:.*]] = "stablehlo.gather"(%arg0, %arg1)
// CHECK: return %[[GATHER]] : tensor<2x3x2x2xi32>
// CHECK: }

// -----

// Test that the name of composite functions are deterministic. There are 3

  }
};

// Lowers ResizeNearestNeighbor to an indices computations with a gather along
// the combined spatial dimensions. Generating the indices along the
// width/height index could be used to gather along each of W and H dimension
// of the input image array. To reduce to a single gather, these indices are
// combined, so a single gather can be performed along the combined spatial
// dimensions.
//