==============================================================================*/

// Functions for getting information about kernels registered in the binary.
// Migrated from previous SWIG file (mlir.i) authored by aminim@.
#ifndef TENSORFLOW_COMPILER_MLIR_PYTHON_MLIR_H_
#define TENSORFLOW_COMPILER_MLIR_PYTHON_MLIR_H_

#include <string>
#include <vector>

#include "absl/strings/string_view.h"
#include "tensorflow/c/eager/c_api.h"

//   %0 = "tf.AddV2"(%y#0, %side_input)
//   %1 = "tf.Relu"(%0)
// ->
//  %y:6 = "tf._FusedBatchNormEx"(%x, %scale, %offset, %mean, %variance,
//                                %side_input)
// TODO(aminim): we should revisit this as a declarative pattern.
// For the second pattern, there is not good way in the framework to handle the
// commutativity of the AddV2: we want the FusedBatchNormV3 on any side.

}

// sigsetAllExiting is used by sigblock(true) when a thread is
// exiting.
var sigsetAllExiting = func() sigset {
	res := sigset_all

	// Apply GOOS-specific overrides here, rather than in osinit,
	// because osinit may be called before sigsetAllExiting is
	// initialized (#51913).
	if GOOS == "linux" && iscgo {
		// #42494 glibc and musl reserve some signals for
		// internal use and require they not be blocked by

// Creates a new TF_AbstractFunction from the current tracing states in the
// context. The provided `ctx` is consumed by this API call and deleted.
// The returned TF_AbstractFunction must be deleted by the client,
// TODO(aminim): clarify the contract on the state of the context after this
// call.
TF_AbstractFunction* TF_FinalizeFunction(TF_ExecutionContext* ctx,
                                         TF_OutputList*, TF_Status*);

	P8_STXVB16X(V1,blk_out,R0); \
	P8_STXVB16X(V2,blk_out,R16); \
	P8_STXVB16X(V3,blk_out,R17); \
	P8_STXVB16X(V4,blk_out,R18); \
	ADD $64, blk_out

// func gcmInit(productTable *[256]byte, h []byte)
TEXT ·gcmInit(SB), NOSPLIT, $0-32
	MOVD productTable+0(FP), XIP
	MOVD h+8(FP), HTBL

	MOVD   $0x10, R8
	MOVD   $0x20, R9
	MOVD   $0x30, R10
	LXVD2X (HTBL)(R0), VH // Load H

   */
  HashCode hash();

  /**
   * {@inheritDoc}
   *
   * @deprecated This returns {@link Object#hashCode()}; you almost certainly mean to call {@code
   *     hash().asInt()}.
   */
  @Override
  @Deprecated
  int hashCode();

					ctxt.Diag("asmins: illegal in 64-bit mode: %v", p)
				}

			case Py: // 64-bit only, no prefix
				if ctxt.Arch.Family != sys.AMD64 {
					ctxt.Diag("asmins: illegal in %d-bit mode: %v", ctxt.Arch.RegSize*8, p)
				}

			case Py1: // 64-bit only if z < 1, no prefix
				if z < 1 && ctxt.Arch.Family != sys.AMD64 {
					ctxt.Diag("asmins: illegal in %d-bit mode: %v", ctxt.Arch.RegSize*8, p)

# Automatic Space to Depth Transform in MLIR Bridge

Author: wangtao@, yuanzx@, hinsu@, lyandy@, chiachenc@, aminim@, jpienaar@,
dehao@

## TL;DR

_This document describes an automatic space to depth transform for the first
convolution in the new MLIR bridge to improve MXU efficiency of low batch size
convolutions._

## Background

For image models, the first layer is usually not MXU friendly as it has a

	var (
		walkCh = make(chan itemOrErr[ObjectInfo], 100)
		slowCh = make(chan itemOrErr[ObjectInfo], 100)
	)

	if !*r.Source.Snowball.Disable && r.Source.Type.isMinio() && r.Target.Type.isMinio() {
		go func() {
			// Snowball currently needs the high level minio-go Client, not the Core one
			cl, err := miniogo.New(u.Host, &miniogo.Options{

        return spec;
    }

    private void configureCompatibilityOptions(DefaultScalaJavaJointCompileSpec spec) {
        String toolchainVersion = JavaVersion.toVersion(getToolchain().getLanguageVersion().asInt()).toString();
        String sourceCompatibility = getSourceCompatibility();
        if (sourceCompatibility == null) {
            sourceCompatibility = toolchainVersion;
        }