if (::tflite::optimize::QuantizeWeights(
          &q_builder, input_model, quantized_type, use_updated_hybrid_scheme,
          ::tflite::optimize::QuantizerType::OLD_QUANTIZER) != kTfLiteOk) {
    return absl::InvalidArgumentError(
        "Quantize weights transformation failed.");
  }
  const uint8_t* q_buffer = q_builder.GetBufferPointer();
  *result =

func NewBuilder(buffer []byte) *Builder {
	return &Builder{
		result: buffer,
	}
}

// NewFixedBuilder creates a Builder that appends its output into the given
// buffer. This builder does not reallocate the output buffer. Writes that
// would exceed the buffer's capacity are treated as an error.
func NewFixedBuilder(buffer []byte) *Builder {
	return &Builder{
		result:    buffer,
		fixedSize: true,
	}
}

import java.lang.annotation.Retention;
import java.lang.annotation.RetentionPolicy;
import java.lang.annotation.Target;

@Target(ElementType.METHOD)
@Retention(RetentionPolicy.RUNTIME)

  }
  auto runtime_metadata =
      CreateRuntimeMetadata(fb_builder, hardware_metadata_offset,
                            fb_builder.CreateVector(subgraphs_metadata));
  fb_builder.Finish(runtime_metadata);
  return std::string(
      reinterpret_cast<const char*>(fb_builder.GetBufferPointer()),
      fb_builder.GetSize());
}

  region.push_back(new mlir::Block);
  auto saved_pos = op_builder.saveInsertionPoint();
  op_builder.setInsertionPointToEnd(&region.front());
  mlir::Operation* cloned_op = op_builder.clone(*op);
  // Add the yield operation.
  op_builder.create<mlir::TFL::YieldOp>(op_loc, cloned_op->getResults());
  // Now emit into the function body again.
  op_builder.restoreInsertionPoint(saved_pos);

`tf_device` dialect operation.
  }];

  let arguments = (ins
    Variadic<AnyType>:$results
  );

  let builders = [
    OpBuilder<(ins),
    [{
      build($_builder, $_state, {});
    }]>
   ];

  let assemblyFormat = "attr-dict ($results^ `:` type($results))?";
}

def TfDevice_LaunchFuncOp : TfDevice_Op<"launch_func", []> {
  let summary = [{

import (
	"fmt"
	"go/ast"
	"go/token"
)

type builder struct {
	cfg       *CFG
	mayReturn func(*ast.CallExpr) bool
	current   *Block
	lblocks   map[string]*lblock // labeled blocks
	targets   *targets           // linked stack of branch targets
}

func (b *builder) stmt(_s ast.Stmt) {
	// The label of the current statement.  If non-nil, its _goto

package strings

import (
	"internal/abi"
	"internal/bytealg"
	"unicode/utf8"
	"unsafe"
)

// A Builder is used to efficiently build a string using [Builder.Write] methods.
// It minimizes memory copying. The zero value is ready to use.
// Do not copy a non-zero Builder.
type Builder struct {
	addr *Builder // of receiver, to detect copies by value

	// External users should never get direct access to this buffer, since

func (c *CRDCanonicalTypeNamer) OpenAPICanonicalTypeName() string {
	return fmt.Sprintf("%s/%s.%s", c.group, c.version, c.kind)
}

// builder contains validation schema and basic naming information for a CRD in
// one version. The builder works to build a WebService that kube-openapi can
// consume.
type builder struct {
	schema     *spec.Schema
	listSchema *spec.Schema
	ws         *restful.WebService

	group    string

type Builder interface {
	// With adds a new Echo configuration to the Builder. Once built, the instance
	// pointer will be updated to point at the new Instance.
	With(i *echo.Instance, cfg echo.Config) Builder

	// WithConfig mimics the behavior of With, but does not allow passing a reference
	// and returns an echoboot builder rather than a generic echo builder.