auto new_mean_op =
      rewriter.create<TFL::MeanOp>(mean_op->getLoc(), new_output_type, input,
                                   mean_op.getAxis(), mean_op.getKeepDims());

  // Insert a requant op.
  rewriter.replaceOpWithNewOp<TFL::QuantizeOp>(
      mean_op, output_type, new_mean_op, mlir::TypeAttr::get(output_type));
  return success();
}

}  // namespace tac

package cmd

import (
	"errors"
)

// errInvalidArgument means that input argument is invalid.
var errInvalidArgument = errors.New("Invalid arguments specified")

// errMethodNotAllowed means that method is not allowed.
var errMethodNotAllowed = errors.New("Method not allowed")

// errSignatureMismatch means signature did not match.
var errSignatureMismatch = errors.New("Signature does not match")

    public static final String INCLUDES_DEPENDENCIES = "includesDependencies";

    /**
     * A boolean flag indicating whether the artifact is meant to be used for the compile/runtime/test build path of a
     * consumer project.
     * <p>
     * Note: This property is about "build path", whatever it means in the scope of the consumer project. It is NOT

    ::mlir::Value mean = rewriter.create<TF::MeanOp>(
        bn_op.getLoc(), mean_var_type, inputs, reduce_dim_op,
        /*keep_dims=*/rewriter.getBoolAttr(false));

    // Compute variance
    Value shape_value =
        getShapeValue(bn_op.getLoc(), bn_op.getOperand(), rewriter);
    auto broadcast_mean = broadcastToFeatureDim(
        bn_op.getLoc(), input_type, mean, shape_value, feature_index, rewriter);

   1. Definitions.

      "License" shall mean the terms and conditions for use, reproduction,
      and distribution as defined by Sections 1 through 9 of this document.

      "Licensor" shall mean the copyright owner or entity authorized by
      the copyright owner that is granting the License.

      "Legal Entity" shall mean the union of the acting entity and all

   1. Definitions.

      "License" shall mean the terms and conditions for use, reproduction,
      and distribution as defined by Sections 1 through 9 of this document.

      "Licensor" shall mean the copyright owner or entity authorized by
      the copyright owner that is granting the License.

      "Legal Entity" shall mean the union of the acting entity and all

   1. Definitions.

      "License" shall mean the terms and conditions for use, reproduction,
      and distribution as defined by Sections 1 through 9 of this document.

      "Licensor" shall mean the copyright owner or entity authorized by
      the copyright owner that is granting the License.

      "Legal Entity" shall mean the union of the acting entity and all

 public:
  Tf2XlaTypeConverter();
};

/// Adds the TF to XLA via TF2XLA rewrite patterns to the pattern list.
/// `prefer_tf2xla` means an op will be included iff it is not in
/// `MlirLegalizedUnderPreferTf2XlaSet`. `!prefer_tf2xla` mean an op will be
/// included if there is no native MLIR legalization for the op.
void PopulateLegalizeTfWithTf2XlaPatterns(llvm::StringRef device_type,

//
// When is_training is set to true, the given variance and mean are not used.
// In above calculation, they are replaced by new values. These new mean and
// variance are calculated as following:
// new_mean = mean(x, axis=[0, 1, 2])
// new_variance = mean(squared_difference(x, new_mean), axis=[0, 1, 2])
//
// The DDR rule for the is_training equals true case is as following:

     */
    int VALIDATION_LEVEL_MAVEN_3_0 = 30;

    /**
     * Denotes validation as performed by Maven 3.1. This validation level is meant for existing projects.
     */
    int VALIDATION_LEVEL_MAVEN_3_1 = 31;

    /**
     * Denotes validation as performed by Maven 4.0. This validation level is meant for new projects.
     */