def Quantization_QuantizeRegionOp : Quantization_Op<"region", [
    Pure,
    IsolatedFromAbove,
    SingleBlockImplicitTerminator<"ReturnOp">]> {
  let summary = [{
    The `region` operation wraps high-precision ops as a logical low-precision
    quantized kernel.
  }];

  let arguments = (ins Variadic<AnyType>:$inputs,
                    TypeArrayAttr:$input_specs,
                    TypeArrayAttr:$output_specs,

    // The cpu_tensor and literal that we created here hold the data of host
    // tensor in descending layout. The layout could be different from layout in
    // device_tensor (but the logical shape has to be the same). The
    // transfer_manager is responsible to do corresponding transposing when
    // transferring the data to device.
    xla::BorrowingLiteral literal(

    if (failed(VerifySharding(retval.get().getType(), sharding)))
      return mlir::failure();
  }
  return mlir::success();
}

// Assign the logical device if an op has an attribute `TPU_REPLICATED_CORE:n`,
// the corresponding input sharding arg will be associated with
// logical device `n`.
std::optional<llvm::StringRef> AssignLogicalDeviceFromTPUReplicatedCoreAttr(

      - name: receiver-naming
      - name: indent-error-flow
      - name: superfluous-else
      - name: modifies-parameter
      - name: unreachable-code
      - name: struct-tag
      - name: constant-logical-expr
      - name: bool-literal-in-expr
      - name: redefines-builtin-id
      - name: imports-blacklist
      - name: range-val-in-closure
      - name: range-val-address
      - name: waitgroup-by-value

	height := int(d.tmp[6]) + int(d.tmp[7])<<8
	d.imageFields = d.tmp[8]

	// The GIF89a spec, Section 20 (Image Descriptor) says: "Each image must
	// fit within the boundaries of the Logical Screen, as defined in the
	// Logical Screen Descriptor."
	//
	// This is conceptually similar to testing
	//	frameBounds := image.Rect(left, top, left+width, top+height)
	//	imageBounds := image.Rect(0, 0, d.width, d.height)

import "k8s.io/apimachinery/pkg/runtime/schema/generated.proto";

// Package-wide variables from generator "generated".
option go_package = "k8s.io/api/discovery/v1";

// Endpoint represents a single logical "backend" implementing a service.
message Endpoint {
  // addresses of this endpoint. The contents of this field are interpreted
  // according to the corresponding EndpointSlice addressType field. Consumers

// This type is beta-level in 1.8
message NetworkPolicyEgressRule {
  // List of destination ports for outgoing traffic.
  // Each item in this list is combined using a logical OR. If this field is
  // empty or missing, this rule matches all ports (traffic not restricted by port).
  // If this field is present and contains at least one item, then this rule allows

	// AddressTypeIPv6 represents an IPv6 Address.
	AddressTypeIPv6 = AddressType(v1.IPv6Protocol)

	// AddressTypeFQDN represents a FQDN.
	AddressTypeFQDN = AddressType("FQDN")
)

// Endpoint represents a single logical "backend" implementing a service.
type Endpoint struct {
	// addresses of this endpoint. The contents of this field are interpreted
	// according to the corresponding EndpointSlice addressType field. Consumers

    std::vector<XlaShapeLayoutHelpers::ShapeDeterminationFns>
        shape_determination_fns;

    // If padded_shape_fn is empty, a default implementation that returns
    // the logical on-device shape without padding is used.
    PaddedShapeFn padded_shape_fn;

    // Set of devices to use. This controls which of the devices on the given
    // platform will have resources allocated. For GPUs this will be

// This type is beta-level in 1.8
message NetworkPolicyEgressRule {
  // List of destination ports for outgoing traffic.
  // Each item in this list is combined using a logical OR. If this field is
  // empty or missing, this rule matches all ports (traffic not restricted by port).
  // If this field is present and contains at least one item, then this rule allows