switch (itype.getWidth()) {
        case 8:
          return DenseElementsAttr::get<uint8_t>(shaped_type,
                                                 static_cast<uint8_t>(value));
          break;
        case 16:
          return DenseElementsAttr::get<uint16_t>(shaped_type,
                                                  static_cast<uint16_t>(value));
          break;
        case 32:

      return mlir::ElementsAttr(
          DenseElementsAttr::get(shaped_type, ArrayRef<uint8_t>(buffer)));
    }
    case 16: {
      values = ReadAsHostEndian<uint16_t>(buffer);
      break;
    }
    case 32: {
      values = ReadAsHostEndian<uint32_t>(buffer);
      break;
    }
    case 64: {
      values = ReadAsHostEndian<uint64_t>(buffer);
      break;
    }
    default:

      output->Add(
          Eigen::numext::bit_cast<uint16_t>(attr.getSplatValue<Eigen::half>()));
  } else {
    output->Reserve(attr.getNumElements());
    for (const Eigen::half value : attr.getValues<Eigen::half>())
      output->AddAlreadyReserved(Eigen::numext::bit_cast<uint16_t>(value));
  }
}

// Converts an MLIR elements attribute containing signed int values and adds it

constexpr float kBlockOverRandomSparsityRatioQuant = 0.8;

Eigen::half APFloatToEigenHalf(const APFloat& val) {
  uint16_t raw_data = val.bitcastToAPInt().getZExtValue();
  return Eigen::numext::bit_cast<Eigen::half>(raw_data);
}

APFloat EigenHalfToAPFloat(const Eigen::half& val) {
  uint16_t raw_data = Eigen::numext::bit_cast<uint16_t>(val);
  return APFloat(APFloat::IEEEhalf(), APInt(16, raw_data));
}

	// The first 11 bytes of the header corresponds to android_log_header_t
	// as defined in system/core/include/private/android_logger.h
	//   hdr[0] log type id (unsigned char), defined in <log/log.h>
	//   hdr[1:2] tid (uint16_t)
	//   hdr[3:11] log_time defined in <log/log_read.h>
	//      hdr[3:7] sec unsigned uint32, little endian.
	//      hdr[7:11] nsec unsigned uint32, little endian.
	hdr[0] = 0 // LOG_ID_MAIN
	sec, nsec, _ := time_now()

typedef uint32_t VkFlags;
typedef VkFlags  VkDeviceQueueCreateFlags;
typedef uint32_t VkStructureType;

typedef struct VkDeviceQueueCreateInfo {
    VkStructureType             sType;
    const void*                 pNext;
    VkDeviceQueueCreateFlags    flags;
    uint32_t                    queueFamilyIndex;
    uint32_t                    queueCount;

  absl::flat_hash_map<std::pair<std::vector<int32_t>, std::vector<int32_t>>,
                      std::vector<uint8_t>>
      custom_op_data_map_;
  absl::flat_hash_map<std::pair<std::vector<int32_t>, std::vector<int32_t>>,
                      std::pair<uint64_t, uint64_t>>
      custom_op_idx_map_;

  // Points to TensorFlow and TFLite dialects, respectively. nullptr if the
  // dialect is not registered.

	case sys.MIPS, sys.MIPS64:
		eh.Machine = uint16(elf.EM_MIPS)
	case sys.Loong64:
		eh.Machine = uint16(elf.EM_LOONGARCH)
	case sys.ARM:
		eh.Machine = uint16(elf.EM_ARM)
	case sys.AMD64:
		eh.Machine = uint16(elf.EM_X86_64)
	case sys.ARM64:
		eh.Machine = uint16(elf.EM_AARCH64)
	case sys.I386:
		eh.Machine = uint16(elf.EM_386)
	case sys.PPC64:
		eh.Machine = uint16(elf.EM_PPC64)
	case sys.RISCV64:

  void add_adj_x(bool adj_x) {
    fbb_.AddElement<uint8_t>(BatchMatMulOptions::VT_ADJ_X, static_cast<uint8_t>(adj_x), 0);
  }
  void add_adj_y(bool adj_y) {
    fbb_.AddElement<uint8_t>(BatchMatMulOptions::VT_ADJ_Y, static_cast<uint8_t>(adj_y), 0);
  }
  void add_asymmetric_quantize_inputs(bool asymmetric_quantize_inputs) {

  if (element_ty.isF16()) {
    uint16_t raw_epsilon = Eigen::numext::bit_cast<uint16_t>(
        Eigen::NumTraits<Eigen::half>::epsilon());
    auto value = APFloat(APFloat::IEEEhalf(), APInt(16, raw_epsilon));
    return DenseElementsAttr::get(scalar_ty, value);
  } else if (element_ty.isBF16()) {
    uint16_t raw_epsilon = Eigen::numext::bit_cast<uint16_t>(
        Eigen::NumTraits<Eigen::bfloat16>::epsilon());