{
  version: 3,
  operator_codes: [
    {
      deprecated_builtin_code: 114,
      version: 1,
      builtin_code: "QUANTIZE"
    },
    {
      deprecated_builtin_code: 3,
      version: 3,
      builtin_code: "CONV_2D"
    }
  ],
  subgraphs: [
    {
      tensors: [
        {
          shape: [
            1,
            4,
            8,
            19
          ],
          type: "UINT8",
          buffer: 1,
          name: "serving_default_placeholder_0:0",
          quantization: {
            scale: [
              0.015686
            ],
            zero_point: [
              128
            ],
            details_type: "NONE",
            quantized_dimension: 0
          },
          is_variable: false
        },
        {
          shape: [
            38,
            1,
            1,
            19
          ],
          type: "INT8",
          buffer: 2,
          name: "result1",
          quantization: {
            scale: [
              0.015555,
              0.011837,
              0.014759,
              0.015311,
              0.014765,
              0.015143,
              0.015236,
              0.014151,
              0.01497,
              0.015645,
              0.014447,
              0.014672,
              0.015576,
              0.015673,
              0.014612,
              0.015276,
              0.015404,
              0.015724,
              0.013164,
              0.015485,
              0.015582,
              0.015304,
              0.01435,
              0.015713,
              0.014774,
              0.015583,
              0.015669,
              0.014664,
              0.015047,
              0.015606,
              0.015222,
              0.014959,
              0.01573,
              0.015435,
              0.015714,
              0.015533,
              0.015421,
              0.014912
            ],
            zero_point: [
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0
            ],
            details_type: "NONE",
            quantized_dimension: 0
          },
          is_variable: false
        },
        {
          shape: [
            38
          ],
          type: "INT32",
          buffer: 3,
          name: "result",
          quantization: {
            scale: [
              0.000244,
              0.000186,
              0.000232,
              0.00024,
              0.000232,
              0.000238,
              0.000239,
              0.000222,
              0.000235,
              0.000245,
              0.000227,
              0.00023,
              0.000244,
              0.000246,
              0.000229,
              0.00024,
              0.000242,
              0.000247,
              0.000206,
              0.000243,
              0.000244,
              0.00024,
              0.000225,
              0.000246,
              0.000232,
              0.000244,
              0.000246,
              0.00023,
              0.000236,
              0.000245,
              0.000239,
              0.000235,
              0.000247,
              0.000242,
              0.000246,
              0.000244,
              0.000242,
              0.000234
            ],
            zero_point: [
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0,
              0
            ],
            details_type: "NONE",
            quantized_dimension: 0
          },
          is_variable: false
        },
        {
          shape: [
            1,
            4,
            8,
            19
          ],
          type: "INT8",
          buffer: 4,
          name: "tfl.quantize",
          quantization: {
            scale: [
              0.015686
            ],
            zero_point: [
              0
            ],
            details_type: "NONE",
            quantized_dimension: 0
          },
          is_variable: false
        },
        {
          shape: [
            1,
            4,
            8,
            38
          ],
          type: "INT8",
          buffer: 5,
          name: "PartitionedCall:01",
          quantization: {
            scale: [
              0.207506
            ],
            zero_point: [
              -5
            ],
            details_type: "NONE",
            quantized_dimension: 0
          },
          is_variable: false
        },
        {
          shape: [
            1,
            4,
            8,
            38
          ],
          type: "UINT8",
          buffer: 6,
          name: "PartitionedCall:0",
          quantization: {
            scale: [
              0.207506
            ],
            zero_point: [
              123
            ],
            details_type: "NONE",
            quantized_dimension: 0
          },
          is_variable: false
        }
      ],
      inputs: [
        0
      ],
      outputs: [
        5
      ],
      operators: [
        {
          opcode_index: 0,
          inputs: [
            0
          ],
          outputs: [
            3
          ],
          builtin_options_type: "NONE",
          custom_options_format: "FLEXBUFFERS"
        },
        {
          opcode_index: 1,
          inputs: [
            3,
            1,
            2
          ],
          outputs: [
            4
          ],
          builtin_options_type: "Conv2DOptions",
          builtin_options: {
            padding: "VALID",
            stride_w: 1,
            stride_h: 1,
            fused_activation_function: "NONE",
            dilation_w_factor: 1,
            dilation_h_factor: 2
          },
          custom_options_format: "FLEXBUFFERS"
        },
        {
          opcode_index: 0,
          inputs: [
            4
          ],
          outputs: [
            5
          ],
          builtin_options_type: "NONE",
          custom_options_format: "FLEXBUFFERS"
        }
      ],
      name: "main"
    }
  ],
  description: "MLIR Converted.",
  buffers: [
    {
    },
    {
    },
    {
      data: [
        92,
        205,
        133,
        104,
        4,
        12,
        17,
        104,
        92,
        15,
        179,
        11,
        252,
        183,
        3,
        129,
        224,
        6,
        41,
        101,
        32,
        53,
        37,
        162,
        133,
        222,
        79,
        83,
        136,
        59,
        127,
        246,
        208,
        102,
        126,
        186,
        89,
        235,
        214,
        29,
        225,
        185,
        177,
        95,
        198,
        87,
        94,
        52,
        175,
        137,
        249,
        3,
        177,
        225,
        103,
        127,
        246,
        147,
        172,
        253,
        131,
        177,
        124,
        84,
        26,
        186,
        74,
        36,
        14,
        235,
        236,
        118,
        135,
        127,
        44,
        142,
        189,
        129,
        120,
        116,
        12,
        84,
        113,
        64,
        208,
        15,
        73,
        114,
        93,
        251,
        19,
        208,
        212,
        26,
        106,
        168,
        78,
        192,
        34,
        2,
        235,
        157,
        86,
        8,
        119,
        237,
        110,
        179,
        74,
        174,
        77,
        191,
        168,
        129,
        127,
        179,
        141,
        131,
        146,
        21,
        147,
        79,
        2,
        234,
        86,
        113,
        243,
        13,
        39,
        192,
        255,
        17,
        133,
        88,
        191,
        221,
        129,
        32,
        200,
        77,
        153,
        232,
        127,
        235,
        255,
        231,
        110,
        134,
        115,
        154,
        81,
        50,
        181,
        46,
        194,
        73,
        228,
        183,
        200,
        23,
        2,
        129,
        210,
        120,
        200,
        57,
        38,
        151,
        170,
        193,
        101,
        234,
        49,
        165,
        30,
        87,
        29,
        182,
        150,
        61,
        88,
        6,
        210,
        127,
        241,
        203,
        43,
        66,
        122,
        70,
        121,
        221,
        30,
        131,
        86,
        1,
        37,
        114,
        144,
        138,
        18,
        239,
        3,
        24,
        123,
        99,
        241,
        105,
        127,
        55,
        160,
        191,
        83,
        173,
        56,
        194,
        129,
        144,
        89,
        27,
        15,
        56,
        167,
        141,
        152,
        206,
        28,
        153,
        103,
        72,
        105,
        161,
        3,
        80,
        239,
        249,
        83,
        48,
        168,
        167,
        112,
        178,
        129,
        164,
        156,
        222,
        69,
        162,
        61,
        192,
        148,
        127,
        69,
        90,
        249,
        37,
        121,
        23,
        205,
        34,
        43,
        39,
        97,
        164,
        208,
        145,
        8,
        249,
        76,
        218,
        228,
        198,
        60,
        253,
        114,
        51,
        83,
        165,
        241,
        91,
        48,
        12,
        127,
        28,
        145,
        220,
        54,
        46,
        247,
        164,
        91,
        188,
        150,
        96,
        96,
        190,
        53,
        62,
        130,
        168,
        24,
        129,
        255,
        226,
        54,
        12,
        232,
        185,
        59,
        129,
        124,
        237,
        26,
        133,
        209,
        92,
        234,
        84,
        1,
        73,
        132,
        180,
        167,
        115,
        145,
        149,
        245,
        209,
        162,
        247,
        95,
        124,
        211,
        179,
        194,
        251,
        129,
        16,
        82,
        91,
        83,
        219,
        85,
        127,
        35,
        88,
        137,
        210,
        99,
        130,
        76,
        151,
        214,
        109,
        88,
        1,
        41,
        145,
        133,
        29,
        110,
        254,
        223,
        124,
        83,
        220,
        164,
        32,
        109,
        42,
        222,
        25,
        164,
        45,
        10,
        126,
        155,
        123,
        225,
        129,
        53,
        45,
        186,
        159,
        195,
        23,
        115,
        26,
        241,
        190,
        178,
        58,
        152,
        25,
        204,
        229,
        185,
        129,
        80,
        28,
        12,
        13,
        252,
        86,
        10,
        60,
        12,
        90,
        181,
        33,
        247,
        237,
        189,
        33,
        187,
        77,
        235,
        127,
        213,
        40,
        103,
        184,
        169,
        151,
        222,
        124,
        229,
        129,
        60,
        197,
        59,
        175,
        144,
        34,
        48,
        222,
        73,
        209,
        168,
        218,
        140,
        85,
        176,
        160,
        52,
        112,
        127,
        231,
        225,
        17,
        218,
        45,
        241,
        173,
        46,
        179,
        36,
        197,
        78,
        40,
        63,
        81,
        233,
        120,
        171,
        163,
        80,
        36,
        50,
        76,
        5,
        129,
        19,
        101,
        195,
        81,
        6,
        83,
        1,
        152,
        155,
        172,
        135,
        193,
        233,
        182,
        117,
        224,
        177,
        122,
        71,
        123,
        214,
        129,
        42,
        83,
        134,
        0,
        35,
        129,
        116,
        78,
        80,
        44,
        104,
        169,
        237,
        206,
        117,
        36,
        138,
        98,
        55,
        50,
        139,
        81,
        153,
        92,
        127,
        152,
        74,
        83,
        73,
        61,
        142,
        87,
        42,
        48,
        167,
        14,
        167,
        61,
        115,
        56,
        114,
        77,
        64,
        104,
        127,
        57,
        126,
        194,
        43,
        116,
        191,
        143,
        202,
        70,
        24,
        236,
        82,
        192,
        96,
        49,
        139,
        235,
        80,
        248,
        203,
        140,
        210,
        136,
        173,
        195,
        127,
        156,
        0,
        176,
        98,
        15,
        33,
        32,
        63,
        127,
        250,
        211,
        43,
        202,
        164,
        58,
        10,
        134,
        71,
        68,
        127,
        253,
        199,
        36,
        82,
        218,
        224,
        251,
        235,
        38,
        236,
        32,
        246,
        48,
        103,
        34,
        229,
        181,
        231,
        103,
        6,
        126,
        127,
        125,
        117,
        153,
        211,
        36,
        212,
        124,
        4,
        27,
        51,
        229,
        26,
        238,
        127,
        28,
        215,
        64,
        152,
        220,
        195,
        170,
        249,
        127,
        207,
        228,
        129,
        242,
        243,
        196,
        157,
        182,
        129,
        201,
        39,
        215,
        245,
        70,
        224,
        83,
        129,
        71,
        199,
        44,
        162,
        72,
        27,
        183,
        0,
        99,
        23,
        135,
        241,
        175,
        40,
        170,
        143,
        94,
        12,
        97,
        203,
        249,
        62,
        151,
        153,
        101,
        10,
        34,
        56,
        129,
        254,
        215,
        3,
        8,
        79,
        227,
        51,
        210,
        148,
        160,
        206,
        179,
        90,
        164,
        227,
        127,
        89,
        196,
        17,
        209,
        110,
        3,
        141,
        184,
        244,
        219,
        135,
        253,
        197,
        232,
        173,
        146,
        242,
        49,
        100,
        165,
        108,
        193,
        207,
        88,
        150,
        127,
        58,
        75,
        93,
        67
      ]
    },
    {
      data: [
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0
      ]
    },
    {
    },
    {
    },
    {
    },
    {
      data: [
        49,
        46,
        49,
        52,
        46,
        48,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0
      ]
    },
    {
      data: [
        12,
        0,
        0,
        0,
        8,
        0,
        14,
        0,
        8,
        0,
        4,
        0,
        8,
        0,
        0,
        0,
        16,
        0,
        0,
        0,
        40,
        0,
        0,
        0,
        0,
        0,
        6,
        0,
        8,
        0,
        4,
        0,
        6,
        0,
        0,
        0,
        4,
        0,
        0,
        0,
        1,
        0,
        0,
        0,
        235,
        3,
        0,
        0,
        0,
        0,
        10,
        0,
        16,
        0,
        12,
        0,
        8,
        0,
        4,
        0,
        10,
        0,
        0,
        0,
        3,
        0,
        0,
        0,
        2,
        0,
        0,
        0,
        4,
        0,
        0,
        0,
        5,
        0,
        0,
        0,
        50,
        46,
        57,
        46,
        48,
        0,
        0,
        0
      ]
    }
  ],
  metadata: [
    {
      name: "min_runtime_version",
      buffer: 7
    },
    {
      name: "CONVERSION_METADATA",
      buffer: 8
    }
  ],
  signature_defs: [
    {
      inputs: [
        {
          name: "placeholder_0",
          tensor_index: 0
        }
      ],
      outputs: [
        {
          name: "output_0",
          tensor_index: 5
        }
      ],
      method_name: "serving_default",
      subgraph_index: 0
    }
  ]
}