ir_version: 7
producer_name: "pytorch"
producer_version: "1.10"
model_version: 0
graph {
  name: "torch-jit-export"
  node {
    input: "mag"
    output: "70"
    name: "Unsqueeze_0"
    op_type: "Unsqueeze"
    attribute {
      name: "axes"
      ints: 1
      type: INTS
    }
  }
  node {
    input: "472"
    output: "80"
    name: "ConstantOfShape_1"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
        raw_data: "\000\000\000\000\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "473"
    input: "80"
    output: "81"
    name: "Concat_2"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    output: "82"
    name: "Constant_3"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 2
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "81"
    input: "82"
    output: "83"
    name: "Reshape_4"
    op_type: "Reshape"
  }
  node {
    output: "84"
    name: "Constant_5"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "85"
    name: "Constant_6"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "86"
    name: "Constant_7"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "87"
    name: "Constant_8"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "83"
    input: "85"
    input: "86"
    input: "84"
    input: "87"
    output: "88"
    name: "Slice_9"
    op_type: "Slice"
  }
  node {
    input: "88"
    output: "89"
    name: "Transpose_10"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      type: INTS
    }
  }
  node {
    output: "90"
    name: "Constant_11"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "89"
    input: "90"
    output: "91"
    name: "Reshape_12"
    op_type: "Reshape"
  }
  node {
    input: "91"
    output: "92"
    name: "Cast_13"
    op_type: "Cast"
    attribute {
      name: "to"
      i: 7
      type: INT
    }
  }
  node {
    output: "93"
    name: "Constant_14"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 1
      }
      type: TENSOR
    }
  }
  node {
    input: "70"
    input: "92"
    input: "93"
    output: "94"
    name: "Pad_15"
    op_type: "Pad"
    attribute {
      name: "mode"
      s: "constant"
      type: STRING
    }
  }
  node {
    input: "94"
    input: "446"
    input: "447"
    output: "445"
    name: "Conv_16"
    op_type: "Conv"
    attribute {
      name: "dilations"
      ints: 1
      ints: 1
      type: INTS
    }
    attribute {
      name: "group"
      i: 1
      type: INT
    }
    attribute {
      name: "kernel_shape"
      ints: 1
      ints: 7
      type: INTS
    }
    attribute {
      name: "pads"
      ints: 0
      ints: 0
      ints: 0
      ints: 0
      type: INTS
    }
    attribute {
      name: "strides"
      ints: 1
      ints: 1
      type: INTS
    }
  }
  node {
    input: "445"
    output: "97"
    name: "Relu_17"
    op_type: "Relu"
  }
  node {
    input: "477"
    output: "107"
    name: "ConstantOfShape_18"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
        raw_data: "\000\000\000\000\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "478"
    input: "107"
    output: "108"
    name: "Concat_19"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    output: "109"
    name: "Constant_20"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 2
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "108"
    input: "109"
    output: "110"
    name: "Reshape_21"
    op_type: "Reshape"
  }
  node {
    output: "111"
    name: "Constant_22"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "112"
    name: "Constant_23"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "113"
    name: "Constant_24"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "114"
    name: "Constant_25"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "110"
    input: "112"
    input: "113"
    input: "111"
    input: "114"
    output: "115"
    name: "Slice_26"
    op_type: "Slice"
  }
  node {
    input: "115"
    output: "116"
    name: "Transpose_27"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      type: INTS
    }
  }
  node {
    output: "117"
    name: "Constant_28"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "116"
    input: "117"
    output: "118"
    name: "Reshape_29"
    op_type: "Reshape"
  }
  node {
    input: "118"
    output: "119"
    name: "Cast_30"
    op_type: "Cast"
    attribute {
      name: "to"
      i: 7
      type: INT
    }
  }
  node {
    output: "120"
    name: "Constant_31"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 1
      }
      type: TENSOR
    }
  }
  node {
    input: "97"
    input: "119"
    input: "120"
    output: "121"
    name: "Pad_32"
    op_type: "Pad"
    attribute {
      name: "mode"
      s: "constant"
      type: STRING
    }
  }
  node {
    input: "121"
    input: "449"
    input: "450"
    output: "448"
    name: "Conv_33"
    op_type: "Conv"
    attribute {
      name: "dilations"
      ints: 1
      ints: 1
      type: INTS
    }
    attribute {
      name: "group"
      i: 1
      type: INT
    }
    attribute {
      name: "kernel_shape"
      ints: 7
      ints: 1
      type: INTS
    }
    attribute {
      name: "pads"
      ints: 0
      ints: 0
      ints: 0
      ints: 0
      type: INTS
    }
    attribute {
      name: "strides"
      ints: 1
      ints: 1
      type: INTS
    }
  }
  node {
    input: "448"
    output: "124"
    name: "Relu_34"
    op_type: "Relu"
  }
  node {
    input: "482"
    output: "134"
    name: "ConstantOfShape_35"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
        raw_data: "\000\000\000\000\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "483"
    input: "134"
    output: "135"
    name: "Concat_36"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    output: "136"
    name: "Constant_37"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 2
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "135"
    input: "136"
    output: "137"
    name: "Reshape_38"
    op_type: "Reshape"
  }
  node {
    output: "138"
    name: "Constant_39"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "139"
    name: "Constant_40"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "140"
    name: "Constant_41"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "141"
    name: "Constant_42"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "137"
    input: "139"
    input: "140"
    input: "138"
    input: "141"
    output: "142"
    name: "Slice_43"
    op_type: "Slice"
  }
  node {
    input: "142"
    output: "143"
    name: "Transpose_44"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      type: INTS
    }
  }
  node {
    output: "144"
    name: "Constant_45"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "143"
    input: "144"
    output: "145"
    name: "Reshape_46"
    op_type: "Reshape"
  }
  node {
    input: "145"
    output: "146"
    name: "Cast_47"
    op_type: "Cast"
    attribute {
      name: "to"
      i: 7
      type: INT
    }
  }
  node {
    output: "147"
    name: "Constant_48"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 1
      }
      type: TENSOR
    }
  }
  node {
    input: "124"
    input: "146"
    input: "147"
    output: "148"
    name: "Pad_49"
    op_type: "Pad"
    attribute {
      name: "mode"
      s: "constant"
      type: STRING
    }
  }
  node {
    input: "148"
    input: "452"
    input: "453"
    output: "451"
    name: "Conv_50"
    op_type: "Conv"
    attribute {
      name: "dilations"
      ints: 1
      ints: 1
      type: INTS
    }
    attribute {
      name: "group"
      i: 1
      type: INT
    }
    attribute {
      name: "kernel_shape"
      ints: 5
      ints: 5
      type: INTS
    }
    attribute {
      name: "pads"
      ints: 0
      ints: 0
      ints: 0
      ints: 0
      type: INTS
    }
    attribute {
      name: "strides"
      ints: 1
      ints: 1
      type: INTS
    }
  }
  node {
    input: "451"
    output: "151"
    name: "Relu_51"
    op_type: "Relu"
  }
  node {
    input: "487"
    output: "161"
    name: "ConstantOfShape_52"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
        raw_data: "\000\000\000\000\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "488"
    input: "161"
    output: "162"
    name: "Concat_53"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    output: "163"
    name: "Constant_54"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 2
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "162"
    input: "163"
    output: "164"
    name: "Reshape_55"
    op_type: "Reshape"
  }
  node {
    output: "165"
    name: "Constant_56"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "166"
    name: "Constant_57"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "167"
    name: "Constant_58"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "168"
    name: "Constant_59"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "164"
    input: "166"
    input: "167"
    input: "165"
    input: "168"
    output: "169"
    name: "Slice_60"
    op_type: "Slice"
  }
  node {
    input: "169"
    output: "170"
    name: "Transpose_61"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      type: INTS
    }
  }
  node {
    output: "171"
    name: "Constant_62"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "170"
    input: "171"
    output: "172"
    name: "Reshape_63"
    op_type: "Reshape"
  }
  node {
    input: "172"
    output: "173"
    name: "Cast_64"
    op_type: "Cast"
    attribute {
      name: "to"
      i: 7
      type: INT
    }
  }
  node {
    output: "174"
    name: "Constant_65"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 1
      }
      type: TENSOR
    }
  }
  node {
    input: "151"
    input: "173"
    input: "174"
    output: "175"
    name: "Pad_66"
    op_type: "Pad"
    attribute {
      name: "mode"
      s: "constant"
      type: STRING
    }
  }
  node {
    input: "175"
    input: "455"
    input: "456"
    output: "454"
    name: "Conv_67"
    op_type: "Conv"
    attribute {
      name: "dilations"
      ints: 2
      ints: 1
      type: INTS
    }
    attribute {
      name: "group"
      i: 1
      type: INT
    }
    attribute {
      name: "kernel_shape"
      ints: 5
      ints: 5
      type: INTS
    }
    attribute {
      name: "pads"
      ints: 0
      ints: 0
      ints: 0
      ints: 0
      type: INTS
    }
    attribute {
      name: "strides"
      ints: 1
      ints: 1
      type: INTS
    }
  }
  node {
    input: "454"
    output: "178"
    name: "Relu_68"
    op_type: "Relu"
  }
  node {
    input: "492"
    output: "188"
    name: "ConstantOfShape_69"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
        raw_data: "\000\000\000\000\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "493"
    input: "188"
    output: "189"
    name: "Concat_70"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    output: "190"
    name: "Constant_71"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 2
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "189"
    input: "190"
    output: "191"
    name: "Reshape_72"
    op_type: "Reshape"
  }
  node {
    output: "192"
    name: "Constant_73"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "193"
    name: "Constant_74"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "194"
    name: "Constant_75"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "195"
    name: "Constant_76"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "191"
    input: "193"
    input: "194"
    input: "192"
    input: "195"
    output: "196"
    name: "Slice_77"
    op_type: "Slice"
  }
  node {
    input: "196"
    output: "197"
    name: "Transpose_78"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      type: INTS
    }
  }
  node {
    output: "198"
    name: "Constant_79"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "197"
    input: "198"
    output: "199"
    name: "Reshape_80"
    op_type: "Reshape"
  }
  node {
    input: "199"
    output: "200"
    name: "Cast_81"
    op_type: "Cast"
    attribute {
      name: "to"
      i: 7
      type: INT
    }
  }
  node {
    output: "201"
    name: "Constant_82"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 1
      }
      type: TENSOR
    }
  }
  node {
    input: "178"
    input: "200"
    input: "201"
    output: "202"
    name: "Pad_83"
    op_type: "Pad"
    attribute {
      name: "mode"
      s: "constant"
      type: STRING
    }
  }
  node {
    input: "202"
    input: "458"
    input: "459"
    output: "457"
    name: "Conv_84"
    op_type: "Conv"
    attribute {
      name: "dilations"
      ints: 4
      ints: 1
      type: INTS
    }
    attribute {
      name: "group"
      i: 1
      type: INT
    }
    attribute {
      name: "kernel_shape"
      ints: 5
      ints: 5
      type: INTS
    }
    attribute {
      name: "pads"
      ints: 0
      ints: 0
      ints: 0
      ints: 0
      type: INTS
    }
    attribute {
      name: "strides"
      ints: 1
      ints: 1
      type: INTS
    }
  }
  node {
    input: "457"
    output: "205"
    name: "Relu_85"
    op_type: "Relu"
  }
  node {
    input: "497"
    output: "215"
    name: "ConstantOfShape_86"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
        raw_data: "\000\000\000\000\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "498"
    input: "215"
    output: "216"
    name: "Concat_87"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    output: "217"
    name: "Constant_88"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 2
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "216"
    input: "217"
    output: "218"
    name: "Reshape_89"
    op_type: "Reshape"
  }
  node {
    output: "219"
    name: "Constant_90"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "220"
    name: "Constant_91"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "221"
    name: "Constant_92"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "222"
    name: "Constant_93"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "218"
    input: "220"
    input: "221"
    input: "219"
    input: "222"
    output: "223"
    name: "Slice_94"
    op_type: "Slice"
  }
  node {
    input: "223"
    output: "224"
    name: "Transpose_95"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      type: INTS
    }
  }
  node {
    output: "225"
    name: "Constant_96"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "224"
    input: "225"
    output: "226"
    name: "Reshape_97"
    op_type: "Reshape"
  }
  node {
    input: "226"
    output: "227"
    name: "Cast_98"
    op_type: "Cast"
    attribute {
      name: "to"
      i: 7
      type: INT
    }
  }
  node {
    output: "228"
    name: "Constant_99"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 1
      }
      type: TENSOR
    }
  }
  node {
    input: "205"
    input: "227"
    input: "228"
    output: "229"
    name: "Pad_100"
    op_type: "Pad"
    attribute {
      name: "mode"
      s: "constant"
      type: STRING
    }
  }
  node {
    input: "229"
    input: "461"
    input: "462"
    output: "460"
    name: "Conv_101"
    op_type: "Conv"
    attribute {
      name: "dilations"
      ints: 8
      ints: 1
      type: INTS
    }
    attribute {
      name: "group"
      i: 1
      type: INT
    }
    attribute {
      name: "kernel_shape"
      ints: 5
      ints: 5
      type: INTS
    }
    attribute {
      name: "pads"
      ints: 0
      ints: 0
      ints: 0
      ints: 0
      type: INTS
    }
    attribute {
      name: "strides"
      ints: 1
      ints: 1
      type: INTS
    }
  }
  node {
    input: "460"
    output: "232"
    name: "Relu_102"
    op_type: "Relu"
  }
  node {
    input: "502"
    output: "242"
    name: "ConstantOfShape_103"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
        raw_data: "\000\000\000\000\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "503"
    input: "242"
    output: "243"
    name: "Concat_104"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    output: "244"
    name: "Constant_105"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 2
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "243"
    input: "244"
    output: "245"
    name: "Reshape_106"
    op_type: "Reshape"
  }
  node {
    output: "246"
    name: "Constant_107"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "247"
    name: "Constant_108"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "248"
    name: "Constant_109"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    output: "249"
    name: "Constant_110"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "245"
    input: "247"
    input: "248"
    input: "246"
    input: "249"
    output: "250"
    name: "Slice_111"
    op_type: "Slice"
  }
  node {
    input: "250"
    output: "251"
    name: "Transpose_112"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      type: INTS
    }
  }
  node {
    output: "252"
    name: "Constant_113"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "251"
    input: "252"
    output: "253"
    name: "Reshape_114"
    op_type: "Reshape"
  }
  node {
    input: "253"
    output: "254"
    name: "Cast_115"
    op_type: "Cast"
    attribute {
      name: "to"
      i: 7
      type: INT
    }
  }
  node {
    output: "255"
    name: "Constant_116"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 1
      }
      type: TENSOR
    }
  }
  node {
    input: "232"
    input: "254"
    input: "255"
    output: "256"
    name: "Pad_117"
    op_type: "Pad"
    attribute {
      name: "mode"
      s: "constant"
      type: STRING
    }
  }
  node {
    input: "256"
    input: "464"
    input: "465"
    output: "463"
    name: "Conv_118"
    op_type: "Conv"
    attribute {
      name: "dilations"
      ints: 16
      ints: 1
      type: INTS
    }
    attribute {
      name: "group"
      i: 1
      type: INT
    }
    attribute {
      name: "kernel_shape"
      ints: 5
      ints: 5
      type: INTS
    }
    attribute {
      name: "pads"
      ints: 0
      ints: 0
      ints: 0
      ints: 0
      type: INTS
    }
    attribute {
      name: "strides"
      ints: 1
      ints: 1
      type: INTS
    }
  }
  node {
    input: "463"
    output: "259"
    name: "Relu_119"
    op_type: "Relu"
  }
  node {
    input: "259"
    input: "467"
    input: "468"
    output: "466"
    name: "Conv_120"
    op_type: "Conv"
    attribute {
      name: "dilations"
      ints: 1
      ints: 1
      type: INTS
    }
    attribute {
      name: "group"
      i: 1
      type: INT
    }
    attribute {
      name: "kernel_shape"
      ints: 1
      ints: 1
      type: INTS
    }
    attribute {
      name: "pads"
      ints: 0
      ints: 0
      ints: 0
      ints: 0
      type: INTS
    }
    attribute {
      name: "strides"
      ints: 1
      ints: 1
      type: INTS
    }
  }
  node {
    input: "466"
    output: "262"
    name: "Relu_121"
    op_type: "Relu"
  }
  node {
    input: "262"
    output: "263"
    name: "Transpose_122"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 0
      ints: 2
      ints: 1
      ints: 3
      type: INTS
    }
  }
  node {
    input: "263"
    output: "264"
    name: "Shape_123"
    op_type: "Shape"
  }
  node {
    output: "265"
    name: "Constant_124"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "264"
    input: "265"
    output: "266"
    name: "Gather_125"
    op_type: "Gather"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "263"
    output: "267"
    name: "Shape_126"
    op_type: "Shape"
  }
  node {
    output: "268"
    name: "Constant_127"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "267"
    input: "268"
    output: "269"
    name: "Gather_128"
    op_type: "Gather"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "266"
    output: "271"
    name: "Unsqueeze_129"
    op_type: "Unsqueeze"
    attribute {
      name: "axes"
      ints: 0
      type: INTS
    }
  }
  node {
    input: "269"
    output: "272"
    name: "Unsqueeze_130"
    op_type: "Unsqueeze"
    attribute {
      name: "axes"
      ints: 0
      type: INTS
    }
  }
  node {
    input: "271"
    input: "272"
    input: "504"
    output: "274"
    name: "Concat_131"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "263"
    input: "274"
    output: "275"
    name: "Reshape_132"
    op_type: "Reshape"
  }
  node {
    input: "dvec"
    output: "276"
    name: "Unsqueeze_133"
    op_type: "Unsqueeze"
    attribute {
      name: "axes"
      ints: 1
      type: INTS
    }
  }
  node {
    input: "275"
    output: "277"
    name: "Shape_134"
    op_type: "Shape"
  }
  node {
    output: "278"
    name: "Constant_135"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "277"
    input: "278"
    output: "279"
    name: "Gather_136"
    op_type: "Gather"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "279"
    output: "283"
    name: "Unsqueeze_137"
    op_type: "Unsqueeze"
    attribute {
      name: "axes"
      ints: 0
      type: INTS
    }
  }
  node {
    input: "505"
    input: "283"
    input: "506"
    output: "285"
    name: "Concat_138"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "279"
    output: "287"
    name: "Unsqueeze_139"
    op_type: "Unsqueeze"
    attribute {
      name: "axes"
      ints: 0
      type: INTS
    }
  }
  node {
    input: "507"
    input: "287"
    input: "508"
    output: "289"
    name: "Concat_140"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "285"
    output: "290"
    name: "Shape_141"
    op_type: "Shape"
  }
  node {
    input: "290"
    output: "291"
    name: "ConstantOfShape_142"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 7
        raw_data: "\001\000\000\000\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "276"
    input: "291"
    output: "292"
    name: "Expand_143"
    op_type: "Expand"
  }
  node {
    input: "292"
    input: "289"
    output: "293"
    name: "Tile_144"
    op_type: "Tile"
  }
  node {
    input: "275"
    input: "293"
    output: "294"
    name: "Concat_145"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 2
      type: INT
    }
  }
  node {
    input: "294"
    output: "295"
    name: "Shape_146"
    op_type: "Shape"
  }
  node {
    output: "296"
    name: "Constant_147"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "295"
    input: "296"
    output: "297"
    name: "Gather_148"
    op_type: "Gather"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "297"
    output: "301"
    name: "Unsqueeze_149"
    op_type: "Unsqueeze"
    attribute {
      name: "axes"
      ints: 0
      type: INTS
    }
  }
  node {
    input: "509"
    input: "301"
    input: "510"
    output: "303"
    name: "Concat_150"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "303"
    output: "304"
    name: "ConstantOfShape_151"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 1
        raw_data: "\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "297"
    output: "308"
    name: "Unsqueeze_152"
    op_type: "Unsqueeze"
    attribute {
      name: "axes"
      ints: 0
      type: INTS
    }
  }
  node {
    input: "511"
    input: "308"
    input: "512"
    output: "310"
    name: "Concat_153"
    op_type: "Concat"
    attribute {
      name: "axis"
      i: 0
      type: INT
    }
  }
  node {
    input: "310"
    output: "311"
    name: "ConstantOfShape_154"
    op_type: "ConstantOfShape"
    attribute {
      name: "value"
      t {
        dims: 1
        data_type: 1
        raw_data: "\000\000\000\000"
      }
      type: TENSOR
    }
  }
  node {
    input: "294"
    output: "312"
    name: "Transpose_155"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      ints: 2
      type: INTS
    }
  }
  node {
    input: "312"
    input: "554"
    input: "555"
    input: "553"
    input: ""
    input: "304"
    input: "311"
    output: "429"
    output: "430"
    output: "431"
    name: "LSTM_156"
    op_type: "LSTM"
    attribute {
      name: "direction"
      s: "bidirectional"
      type: STRING
    }
    attribute {
      name: "hidden_size"
      i: 400
      type: INT
    }
  }
  node {
    input: "429"
    output: "432"
    name: "Transpose_157"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 0
      ints: 2
      ints: 1
      ints: 3
      type: INTS
    }
  }
  node {
    output: "433"
    name: "Constant_158"
    op_type: "Constant"
    attribute {
      name: "value"
      t {
        dims: 3
        data_type: 7
      }
      type: TENSOR
    }
  }
  node {
    input: "432"
    input: "433"
    output: "434"
    name: "Reshape_159"
    op_type: "Reshape"
  }
  node {
    input: "434"
    output: "435"
    name: "Transpose_160"
    op_type: "Transpose"
    attribute {
      name: "perm"
      ints: 1
      ints: 0
      ints: 2
      type: INTS
    }
  }
  node {
    input: "435"
    output: "436"
    name: "Relu_161"
    op_type: "Relu"
  }
  node {
    input: "436"
    input: "556"
    output: "438"
    name: "MatMul_162"
    op_type: "MatMul"
  }
  node {
    input: "fc1.bias"
    input: "438"
    output: "439"
    name: "Add_163"
    op_type: "Add"
  }
  node {
    input: "439"
    output: "440"
    name: "Relu_164"
    op_type: "Relu"
  }
  node {
    input: "440"
    input: "557"
    output: "442"
    name: "MatMul_165"
    op_type: "MatMul"
  }
  node {
    input: "fc2.bias"
    input: "442"
    output: "443"
    name: "Add_166"
    op_type: "Add"
  }
  node {
    input: "443"
    output: "mask"
    name: "Sigmoid_167"
    op_type: "Sigmoid"
  }
  initializer {
      dims: 600
      data_type: 1
      name: "fc1.bias"
  }
  initializer {
      dims: 601
      data_type: 1
      name: "fc2.bias"
  }
  initializer {
      dims: 64
      dims: 1
      dims: 1
      dims: 7
      data_type: 1
      name: "446"
  }
  initializer {
      dims: 64
      data_type: 1
      name: "447"
  }
  initializer {
      dims: 64
      dims: 64
      dims: 7
      dims: 1
      data_type: 1
      name: "449"
  }
  initializer {
      dims: 64
      data_type: 1
      name: "450"
  }
  initializer {
      dims: 64
      dims: 64
      dims: 5
      dims: 5
      data_type: 1
      name: "452"
  }
  initializer {
      dims: 64
      data_type: 1
      name: "453"
  }
  initializer {
      dims: 64
      dims: 64
      dims: 5
      dims: 5
      data_type: 1
      name: "455"
  }
  initializer {
      dims: 64
      data_type: 1
      name: "456"
  }
  initializer {
      dims: 64
      dims: 64
      dims: 5
      dims: 5
      data_type: 1
      name: "458"
  }
  initializer {
      dims: 64
      data_type: 1
      name: "459"
  }
  initializer {
      dims: 64
      dims: 64
      dims: 5
      dims: 5
      data_type: 1
      name: "461"
  }
  initializer {
      dims: 64
      data_type: 1
      name: "462"
  }
  initializer {
      dims: 64
      dims: 64
      dims: 5
      dims: 5
      data_type: 1
      name: "464"
  }
  initializer {
      dims: 64
      data_type: 1
      name: "465"
  }
  initializer {
      dims: 8
      dims: 64
      dims: 1
      dims: 1
      data_type: 1
      name: "467"
  }
  initializer {
      dims: 8
      data_type: 1
      name: "468"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "472"
  }
  initializer {
      dims: 4
      data_type: 7
      name: "473"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "477"
  }
  initializer {
      dims: 4
      data_type: 7
      name: "478"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "482"
  }
  initializer {
      dims: 4
      data_type: 7
      name: "483"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "487"
  }
  initializer {
      dims: 4
      data_type: 7
      name: "488"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "492"
  }
  initializer {
      dims: 4
      data_type: 7
      name: "493"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "497"
  }
  initializer {
      dims: 4
      data_type: 7
      name: "498"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "502"
  }
  initializer {
      dims: 4
      data_type: 7
      name: "503"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "504"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "505"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "506"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "507"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "508"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "509"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "510"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "511"
  }
  initializer {
      dims: 1
      data_type: 7
      name: "512"
  }
  initializer {
      dims: 2
      dims: 3200
      data_type: 1
      name: "553"
  }
  initializer {
      dims: 2
      dims: 1600
      dims: 5064
      data_type: 1
      name: "554"
  }
  initializer {
      dims: 2
      dims: 1600
      dims: 400
      data_type: 1
      name: "555"
  }
  initializer {
      dims: 800
      dims: 600
      data_type: 1
      name: "556"
  }
  initializer {
      dims: 600
      dims: 601
      data_type: 1
      name: "557"
  }
  input {
    name: "mag"
    type {
      tensor_type {
        elem_type: 1
        shape {
          dim {
            dim_value: 1
          }
          dim {
            dim_param: "L"
          }
          dim {
            dim_value: 601
          }
        }
      }
    }
  }
  input {
    name: "dvec"
    type {
      tensor_type {
        elem_type: 1
        shape {
          dim {
            dim_value: 1
          }
          dim {
            dim_value: 256
          }
        }
      }
    }
  }
  output {
    name: "mask"
    type {
      tensor_type {
        elem_type: 1
        shape {
          dim {
            dim_param: "1"
          }
          dim {
            dim_param: "L"
          }
          dim {
            dim_value: 601
          }
        }
      }
    }
  }
}
opset_import {
  version: 11
}