func.return %2 : tensor<1x32x32x16x!quant.uniform<i16:f32, 1.0>>
}

// -----

// CHECK-LABEL: @test_conv2d_replace_qi8

  %1 = "tfl.dequantize"(%0) : (tensor<2x1x!quant.uniform<i16:f32, 1.0>>) -> (tensor<2x1xf32>)
  %2 = "tfl.quantize"(%arg1) {qtype = tensor<2x3x!quant.uniform<i16:f32, 1.0>>} : (tensor<2x3xf32>) -> tensor<2x3x!quant.uniform<i16:f32, 1.0>>
  %3 = "tfl.dequantize"(%2) : (tensor<2x3x!quant.uniform<i16:f32, 1.0>>) -> (tensor<2x3xf32>)

		{"tcp4", "127.0.0.1", &TCPAddr{IP: ParseIP("::")}, &AddrError{Err: "some error"}},
		{"tcp4", "127.0.0.1", &TCPAddr{IP: ParseIP("127.0.0.1").To4()}, nil},
		{"tcp4", "127.0.0.1", &TCPAddr{IP: ParseIP("127.0.0.1").To16()}, nil},
		{"tcp4", "127.0.0.1", &TCPAddr{IP: IPv6loopback}, errNoSuitableAddress},
		{"tcp4", "127.0.0.1", &UDPAddr{}, &AddrError{Err: "some error"}},
		{"tcp4", "127.0.0.1", &UnixAddr{}, &AddrError{Err: "some error"}},

// `tfl.quantize` or `tfl.dequantize` ops. ui8, i8 and i16 are supported.
bool IsSupportedByTfliteQuantizeOrDequantizeOps(IntegerType storage_type) {
  if (storage_type.getWidth() == 8 ||
      (storage_type.isSigned() && storage_type.getWidth() == 16)) {
    return true;
  }
  LLVM_DEBUG(llvm::dbgs()
             << "Uniform quantize / dequantize op only supports ui8, i8 or "
                "i16 for the storage type of uniform quantized type. Got: "

		return
	}
	defer file.Close()
	fd := file.Fd()

	// Detect underlying ip is v4 or v6
	ip := conn.RemoteAddr().(*net.TCPAddr).IP
	isIpv4 := false
	if ip.To4() != nil {
		isIpv4 = true
	} else if ip.To16() != nil {
		isIpv4 = false
	} else {
		err = fmt.Errorf("neither ipv6 nor ipv4 original addr: %s", ip)
		return
	}

	// golang doesn't provide a struct sockaddr_storage
	// IPv6MTUInfo is chosen because

		if ip.IsLoopback() { // addressing scope of the loopback address depends on each implementation
			return nil, false
		}
		if ip := ip.To16(); ip != nil && ip.To4() == nil {
			return ip, true
		}
	default:
		if ip := ip.To4(); ip != nil {
			return ip, true
		}
		if ip := ip.To16(); ip != nil {
			return ip, true
		}
	}
	return nil, false

  // CHECK: value = dense<[1, 2, 3, 4]> : tensor<4xi8>
  %0 = "tfl.pseudo_const" () { value = dense<[1, 2, 3, 4]> : tensor<4xi8> } : () -> tensor<4xi8>
  func.return %0 : tensor<4xi8>
}

func.func @i16() -> tensor<4xi16> {
  // CHECK-LABEL: @i16
  // CHECK: value = dense<[1, 2, 3, 258]> : tensor<4xi16>
  %0 = "tfl.pseudo_const" () { value = dense<[1, 2, 3, 258]> : tensor<4xi16> } : () -> tensor<4xi16>
  func.return %0 : tensor<4xi16>
}

<WhitespaceValuesParent>
    <BFalse>   false   </BFalse>
    <BTrue>   true   </BTrue>
    <I>   266703   </I>
    <INeg>   -266703   </INeg>
    <I8>  112  </I8>
    <I8Neg>  -112  </I8Neg>
    <I16>  6703  </I16>
    <I16Neg>  -6703  </I16Neg>
    <I32>  266703  </I32>
    <I32Neg>  -266703  </I32Neg>
    <I64>  266703  </I64>
    <I64Neg>  -266703  </I64Neg>
    <UI>   266703   </UI>
    <UI8>  112  </UI8>

			}
			var mask IPMask
			if ip.To4() != nil { // IPv4 or IPv6 IPv4-mapped address
				mask = CIDRMask(pfxlen-8*len(v4InV6Prefix), 8*IPv4len)
			}
			if ip.To16() != nil && ip.To4() == nil { // IPv6 address
				mask = CIDRMask(pfxlen, 8*IPv6len)
			}

			addrs = append(addrs, &IPNet{IP: ip, Mask: mask})
		}
	}

	return addrs, nil
}

  // CHECK: value = dense<[1, 2, 3, 4]> : tensor<4xi8>
  %0 = "tfl.pseudo_const" () { value = dense<[1, 2, 3, 4]> : tensor<4xi8> } : () -> tensor<4xi8>
  func.return %0 : tensor<4xi8>
}

func.func @i16() -> tensor<4xi16> {
  // CHECK-LABEL: @i16
  // CHECK: value = dense<[1, 2, 3, 258]> : tensor<4xi16>
  %0 = "tfl.pseudo_const" () { value = dense<[1, 2, 3, 258]> : tensor<4xi16> } : () -> tensor<4xi16>
  func.return %0 : tensor<4xi16>
}