*
 * <h3>Calculated read-only properties</h3>
 * <p>
 * Managed types can contain getter methods that return calculated values, based on other properties.
 * For example, a “name” property may return the concatenation of a “firstName” and “lastName” property.
 * When using Java 8 or later, such properties can be implemented as interface default methods.

    serialization.

    This Op will restore the tensors asynchronously. There are N restored tensors
    corresponding to N $var_handle. Each restored tensor is given a unique name,
    typically a concatenation of `container_name` and `shared_name` from a `var_handle`.
    The runtime shall handle the possibility that the tensors are not ready when requested
    because the tensors are loaded asynchronously.
  }];

type cshakeState struct {
	*state // SHA-3 state context and Read/Write operations

	// initBlock is the cSHAKE specific initialization set of bytes. It is initialized
	// by newCShake function and stores concatenation of N followed by S, encoded
	// by the method specified in 3.3 of [1].
	// It is stored here in order for Reset() to be able to put context into
	// initial state.
	initBlock []byte
}

// (standard output and standard error merged together). The output is
// unmodified except that invalid UTF-8 output from a test is coerced
// into valid UTF-8 by use of replacement characters. With that one exception,
// the concatenation of the Output fields of all output events is the exact
// output of the test execution.
//
// When a benchmark runs, it typically produces a single line of output

	t.list = append(t.list, timestamp{time.Now(), strings.Join(labels, ":"), start})
}

// Start marks the beginning of a new phase and implicitly stops the previous phase.
// The phase name is the colon-separated concatenation of the labels.
func (t *Timings) Start(labels ...string) {
	t.append(labels, true)
}

// Stop marks the end of a phase and implicitly starts a new phase.
// The labels are added to the labels of the ended phase.

	caKey, err := file.AsString(ca.KeyFile)
	if err != nil {
		return nil, err
	}
	rootCert, err := file.AsString(ca.Root.CertFile)
	if err != nil {
		return nil, err
	}

	// Create the cert chain by concatenating the intermediate and root certs.
	certChain := caCert + rootCert

	return &corev1.Secret{
		ObjectMeta: metav1.ObjectMeta{
			Name: "cacerts",
		},
		Data: map[string][]byte{

type DummyDataGen struct {
	b           []byte
	idx, length int64
}

// NewDummyDataGen returns a ReadSeeker over the first `totalLength`
// bytes from the infinite stream consisting of repeated
// concatenations of `alphabets`.
//
// The skipOffset (generally = 0) can be used to skip a given number
// of bytes from the beginning of the infinite stream. This is useful
// to compare such streams of bytes that may be split up, because:

std::unique_ptr<OpQuantScaleSpec> GetStableHloQuantConstraints(Operation* op) {
  auto scale_spec = std::make_unique<OpQuantScaleSpec>();
  if (llvm::isa<mlir::stablehlo::BroadcastInDimOp,
                mlir::stablehlo::ConcatenateOp,
                mlir::stablehlo::DynamicReshapeOp,
                mlir::stablehlo::DynamicSliceOp, mlir::stablehlo::GatherOp,
                mlir::stablehlo::PadOp, mlir::stablehlo::ReduceWindowOp,