var family int32 = syscall.AF_UNSPEC
	switch ipVersion(network) {
	case '4':
		family = syscall.AF_INET
	case '6':
		family = syscall.AF_INET6
	}

	getaddr := func() ([]IPAddr, error) {
		if err := acquireThread(ctx); err != nil {
			return nil, &DNSError{
				Name:      name,
				Err:       mapErr(err).Error(),
				IsTimeout: ctx.Err() == context.DeadlineExceeded,

	}

	// anonymizedAddr - Updated the addr of the node info with anonymized one
	anonymizeAddr := func(info madmin.NodeInfo) {
		info.SetAddr(anonAddr(info.GetAddr()))
	}

	partialWrite := func(oinfo madmin.HealthInfo) {
		select {
		case healthInfoCh <- oinfo:
		case <-healthCtx.Done():
		}
	}

	getAndWritePlatformInfo := func() {
		if IsKubernetes() {

    return failure();
  }

  // Replace the last 2 dimensions of LHS and RHS if necessary.
  // The actual transpose is done by MatMulOp.
  if (op.getAdjX()) {
    std::swap(lhs_shape[lhs_dims - 1], lhs_shape[lhs_dims - 2]);
  }
  if (op.getAdjY()) {
    std::swap(rhs_shape[rhs_dims - 1], rhs_shape[rhs_dims - 2]);
  }

  const int64_t rows = lhs_shape[lhs_dims - 2];

        }

        const int x_row =
            matmul_op.getAdjX() ? shape_x.back() : *(shape_x.rbegin() + 1);
        const int x_col =
            !matmul_op.getAdjX() ? shape_x.back() : *(shape_x.rbegin() + 1);

        const int y_row =
            matmul_op.getAdjY() ? shape_y.back() : *(shape_y.rbegin() + 1);
        const int y_col =
            !matmul_op.getAdjY() ? shape_y.back() : *(shape_y.rbegin() + 1);

    if (dims_a < 2 || dims_b < 2) {
      return failure();
    }

    // einsum equation for batchmatmul
    std::string equation("...mk,...kn->...mn");
    if (op.getAdjX()) std::swap(equation[3], equation[4]);
    if (op.getAdjY()) std::swap(equation[6 + 3], equation[6 + 4]);

    rewriter.replaceOpWithNewOp<TF::EinsumOp>(
        op, op.getType(),
        /*inputs=*/ValueRange({input_lhs, input_rhs}),

    Value input_rhs = bmm_op.getY();

    Value output_lhs =
        bmm_op.getAdjX() ? create_z_x_transpose_op(input_lhs) : input_lhs;

    // The rhs need to be transposed if adj_y == false AND this matmul will be
    // legalized to tfl.fully_connected
    Value output_rhs =
        !bmm_op.getAdjY() ? create_z_x_transpose_op(input_rhs) : input_rhs;

    Type output_type = bmm_op.getResult().getType();

		if zone == "" {
			return Addr{}, fmt.Errorf("netaddr.ParseIP(%q): no zone after zone specifier", s)
		}
	default:
		return Addr{}, fmt.Errorf("netaddr.ParseIP(%q): too many zone specifiers", s) // TODO: less specific?
	}

	// IPv4 by itself is easy to do in a helper.
	if strings.Count(s, ":") == 0 {
		if zone != "" {
			return Addr{}, fmt.Errorf("netaddr.ParseIP(%q): IPv4 addresses cannot have a zone", s)
		}

	// 3) the one passed to us as the raddr parameter.
	lsa, _ = syscall.Getsockname(fd.pfd.Sysfd)
	if crsa != nil {
		fd.setAddr(fd.addrFunc()(lsa), fd.addrFunc()(crsa))
	} else if rsa, _ = syscall.Getpeername(fd.pfd.Sysfd); rsa != nil {
		fd.setAddr(fd.addrFunc()(lsa), fd.addrFunc()(rsa))
	} else {
		fd.setAddr(fd.addrFunc()(lsa), raddr)
	}
	return nil
}

)

type LbEpInfo struct {
	Address string
	// nolint: structcheck
	Weight uint32
}

type LocLbEpInfo struct {
	LbEps  []LbEpInfo
	Weight uint32
}

func (i LocLbEpInfo) GetAddrs() []string {
	addrs := make([]string, 0)
	for _, ep := range i.LbEps {
		addrs = append(addrs, ep.Address)
	}
	return addrs
}

    float max_percentile;
    OP_REQUIRES_OK(context, context->GetAttr("calibration_method",
                                             &calibration_method_value));
    OP_REQUIRES_OK(context, context->GetAttr("num_bins", &num_bins));
    OP_REQUIRES_OK(context,
                   context->GetAttr("min_percentile", &min_percentile));
    OP_REQUIRES_OK(context,
                   context->GetAttr("max_percentile", &max_percentile));