{
  "modelTopology": {
    "node": [
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1536"
                  },
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Reshape_1",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  },
                  {
                    "size": "1536"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Reshape_1",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "dtype": {
            "type": 1
          },
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1536"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/conv1/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/conv2/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/mul/y",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  },
                  {
                    "size": "1"
                  },
                  {
                    "size": "512"
                  },
                  {
                    "size": "1536"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/kernel/part_0",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1536"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "3"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/Const",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape/2",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  },
                  {
                    "size": "1"
                  },
                  {
                    "size": "512"
                  },
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/kernel/part_0",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1536"
                  },
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Reshape_1",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  },
                  {
                    "size": "1536"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Reshape_1",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Const_2",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1536"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/conv1/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const_2",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/conv2/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Slice/begin",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/mul/y",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "dtype": {
            "type": 1
          },
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": []
              }
            }
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/mul/y",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "256"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Cast/x",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "dtype": {
            "type": 1
          },
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "256"
                  }
                ]
              }
            }
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  },
                  {
                    "size": "1"
                  },
                  {
                    "size": "256"
                  },
                  {
                    "size": "768"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/kernel/part_0",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "768"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "3"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/Const",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/2",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "4"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape/2",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  },
                  {
                    "size": "1"
                  },
                  {
                    "size": "256"
                  },
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/kernel/part_0",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "8002"
                  },
                  {
                    "size": "256"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module/Embeddings_en",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  },
                  {
                    "size": "128"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/ExpandDims_1",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "256"
                  },
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/dense/kernel/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/dense/bias/ConcatPartitions/concat",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/ExpandDims/dim",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 9,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Const",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 9,
              "tensorShape": {
                "dim": [
                  {
                    "size": "2"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/ones_like",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "dtype": {
            "type": 9
          },
          "shape": {
            "shape": {
              "dim": [
                {
                  "size": "-1"
                },
                {
                  "size": "2"
                }
              ]
            }
          }
        },
        "name": "indices",
        "op": "Placeholder"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "2"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "ConstantFolding/module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/ListDiff-folded-0",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "2"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2/stack_1",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "2"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2/stack_2",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 9,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Less/y",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": [
                  {
                    "size": "1"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "dtype": {
            "type": 9
          },
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 9,
              "tensorShape": {
                "dim": []
              }
            }
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/SparseToDense/default_value",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  },
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module/Encoder_en/hidden_layers/tanh_layer_0/weights",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": [
                  {
                    "size": "512"
                  }
                ]
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module/Encoder_en/hidden_layers/tanh_layer_0/bias",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 3,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "value": {
            "tensor": {
              "floatVal": [],
              "doubleVal": [],
              "intVal": [],
              "stringVal": [],
              "scomplexVal": [],
              "int64Val": [],
              "boolVal": [],
              "uint32Val": [],
              "uint64Val": [],
              "dtype": 1,
              "tensorShape": {
                "dim": []
              }
            }
          },
          "dtype": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Maximum/y",
        "op": "Const"
      },
      {
        "input": [],
        "attr": {
          "shape": {
            "shape": {
              "dim": [
                {
                  "size": "-1"
                }
              ]
            }
          },
          "dtype": {
            "type": 9
          }
        },
        "name": "values",
        "op": "Placeholder"
      },
      {
        "input": [
          "indices",
          "ConstantFolding/module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/ListDiff-folded-0",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2/stack_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2/stack_2"
        ],
        "attr": {
          "shrink_axis_mask": {
            "i": "2"
          },
          "begin_mask": {
            "i": "1"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "1"
          },
          "Index": {
            "type": 3
          },
          "T": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Less/y"
        ],
        "attr": {
          "T": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Less",
        "op": "Less"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Less"
        ],
        "attr": {
          "T": {
            "type": 10
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Where",
        "op": "Where"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Where",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "T": {
            "type": 9
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "indices",
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Taxis": {
            "type": 3
          },
          "Tindices": {
            "type": 9
          },
          "Tparams": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/GatherV2",
        "op": "GatherV2"
      },
      {
        "input": [
          "values",
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tindices": {
            "type": 9
          },
          "Tparams": {
            "type": 9
          },
          "Taxis": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/GatherV2_1",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          },
          "T": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Max",
        "op": "Max"
      },
      {
        "input": [
          "module/Embeddings_en",
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/GatherV2_1",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tindices": {
            "type": 9
          },
          "Tparams": {
            "type": 1
          },
          "Taxis": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/embedding_lookup",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Max",
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/ones_like"
        ],
        "attr": {
          "T": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/embedding_lookup"
        ],
        "attr": {
          "out_type": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Const",
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Add"
        ],
        "attr": {
          "T": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Maximum",
        "op": "Maximum"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "shrink_axis_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "1"
          },
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Maximum",
          "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/GatherV2_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/SparseToDense/default_value"
        ],
        "attr": {
          "Tindices": {
            "type": 9
          },
          "validate_indices": {
            "b": true
          },
          "T": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/SparseToDense",
        "op": "SparseToDense"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/SparseToDense",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/SparseToDense/default_value"
        ],
        "attr": {
          "T": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Greater",
        "op": "Greater"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Greater"
        ],
        "attr": {},
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/LogicalNot",
        "op": "LogicalNot"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Greater"
        ],
        "attr": {
          "T": {
            "type": 10
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Greater"
        ],
        "attr": {
          "T": {
            "type": 10
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Where",
        "op": "Where"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Greater"
        ],
        "attr": {
          "SrcT": {
            "type": 10
          },
          "Truncate": {
            "b": false
          },
          "DstT": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/MaskLength/ToInt32",
        "op": "Cast"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/LogicalNot"
        ],
        "attr": {
          "DstT": {
            "type": 1
          },
          "SrcT": {
            "type": 10
          },
          "Truncate": {
            "b": false
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/ToFloat",
        "op": "Cast"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/concat",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Where",
          "ConstantFolding/module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/ListDiff-folded-0",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2/stack_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2/stack_2"
        ],
        "attr": {
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "1"
          },
          "T": {
            "type": 9
          },
          "Index": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "2"
          },
          "begin_mask": {
            "i": "1"
          },
          "ellipsis_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Where"
        ],
        "attr": {
          "Truncate": {
            "b": false
          },
          "DstT": {
            "type": 3
          },
          "SrcT": {
            "type": 9
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32",
        "op": "Cast"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/MaskLength/ToInt32",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/MaskLength/Sum",
        "op": "Sum"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/ToFloat",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/mul/y"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/mul",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2"
        ],
        "attr": {
          "SrcT": {
            "type": 9
          },
          "Truncate": {
            "b": false
          },
          "DstT": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/ToFloat_2",
        "op": "Cast"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/embedding_lookup",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tindices": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/ScatterNd",
        "op": "ScatterNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/MaskLength/Sum",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/ExpandDims/dim"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/ExpandDims",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/MaskLength/Sum",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Maximum",
        "op": "Maximum"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/mul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/ToFloat_2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/ExpandDims",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/ScatterNd",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Gather/GatherNd",
        "op": "GatherNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Maximum"
        ],
        "attr": {
          "SrcT": {
            "type": 3
          },
          "Truncate": {
            "b": false
          },
          "DstT": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ToFloat_1",
        "op": "Cast"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tdim": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims_1",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/ExpandDims",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/ExpandDims_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/mul_2",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ToFloat_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ExpandDims_1",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/mul_2"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/Sin",
        "op": "Sin"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/mul_2"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/Cos",
        "op": "Cos"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/Sin",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/Cos",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/concat",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Gather/GatherNd",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/add"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Scatter/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Scatter/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "1"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Scatter/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Scatter/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "N": {
            "i": "2"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Scatter/concat",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Scatter/concat"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Scatter/ScatterNd",
        "op": "ScatterNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Scatter/ScatterNd",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/Scatter/ScatterNd"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/Mean",
        "op": "Mean"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Gather/GatherNd",
        "op": "GatherNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/Mean"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/sub_1",
        "op": "Sub"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Gather/GatherNd",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/dense/kernel/ConcatPartitions/concat"
        ],
        "attr": {
          "transpose_b": {
            "b": false
          },
          "T": {
            "type": 1
          },
          "transpose_a": {
            "b": false
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/dense/MatMul",
        "op": "MatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/sub_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/Square",
        "op": "Square"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/dense/MatMul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/dense/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/dense/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/Square",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/Mean_1",
        "op": "Mean"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/dense/BiasAdd"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Scatter/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/Mean_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Cast/x"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Scatter/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "1"
          },
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Scatter/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/add"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/Rsqrt",
        "op": "Rsqrt"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Scatter/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Scatter/concat",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/Rsqrt"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/mul",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/dense/BiasAdd",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Scatter/concat"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Scatter/ScatterNd",
        "op": "ScatterNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/mul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/sub_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/mul_1",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/mul_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/add_1",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/ExpandDims",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/ExpandDims",
          "module/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/kernel/part_0"
        ],
        "attr": {
          "dilations": {
            "list": {
              "s": [],
              "i": [
                "1",
                "1",
                "1",
                "1"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "T": {
            "type": 1
          },
          "strides": {
            "list": {
              "s": [],
              "i": [
                "1",
                "1",
                "1",
                "1"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "use_cudnn_on_gpu": {
            "b": true
          },
          "padding": {
            "s": [
              86,
              65,
              76,
              73,
              68
            ]
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/Conv2D",
        "op": "Conv2D"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/Conv2D",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/BiasAdd"
        ],
        "attr": {
          "squeeze_dims": {
            "list": {
              "s": [],
              "i": [
                "2"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/Squeeze",
        "op": "Squeeze"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/Squeeze",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim"
        ],
        "attr": {
          "Tlen": {
            "type": 3
          },
          "num_split": {
            "i": "3"
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split",
        "op": "SplitV"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split"
        ],
        "attr": {
          "out_type": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split:1"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split:2"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/strided_slice_1",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/strided_slice_1",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "shrink_axis_mask": {
            "i": "1"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/strided_slice_1",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/strided_slice_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "4"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/strided_slice_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3"
        ],
        "attr": {
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "4"
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Reshape/shape",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/strided_slice_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "4"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Reshape/shape",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split:1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Reshape/shape"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split:2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Reshape/shape"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tperm": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/transpose",
        "op": "Transpose"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tperm": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/transpose",
        "op": "Transpose"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tperm": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/transpose",
        "op": "Transpose"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/transpose",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/mul/y"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/mul",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/mul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_1/transpose"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "adj_x": {
            "b": false
          },
          "adj_y": {
            "b": true
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/MatMul",
        "op": "BatchMatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/MatMul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/add"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Shape_1",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Shape_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Slice/begin",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Slice",
        "op": "Slice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Slice",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/concat",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Reshape"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Softmax",
        "op": "Softmax"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Softmax",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Shape_1"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/attention_weights",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/attention_weights",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads_2/transpose"
        ],
        "attr": {
          "adj_x": {
            "b": false
          },
          "adj_y": {
            "b": false
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/MatMul_1",
        "op": "BatchMatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/MatMul_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tperm": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/transpose",
        "op": "Transpose"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/transpose"
        ],
        "attr": {
          "out_type": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "end_mask": {
            "i": "0"
          },
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "shrink_axis_mask": {
            "i": "1"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/strided_slice_1",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/strided_slice_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape/2"
        ],
        "attr": {
          "N": {
            "i": "3"
          },
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/transpose",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/ExpandDims_1",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/ExpandDims_1",
          "module/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/kernel/part_0"
        ],
        "attr": {
          "padding": {
            "s": [
              86,
              65,
              76,
              73,
              68
            ]
          },
          "dilations": {
            "list": {
              "s": [],
              "i": [
                "1",
                "1",
                "1",
                "1"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "T": {
            "type": 1
          },
          "strides": {
            "list": {
              "s": [],
              "i": [
                "1",
                "1",
                "1",
                "1"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "use_cudnn_on_gpu": {
            "b": true
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/Conv2D",
        "op": "Conv2D"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/Conv2D",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/BiasAdd"
        ],
        "attr": {
          "squeeze_dims": {
            "list": {
              "s": [],
              "i": [
                "2"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/Squeeze_1",
        "op": "Squeeze"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/Squeeze_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/AdjustResidualInput/Scatter/ScatterNd"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_postprocess/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_postprocess/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean",
        "op": "Mean"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_postprocess/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/sub_1",
        "op": "Sub"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/sub_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Square",
        "op": "Square"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Square",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean_1",
        "op": "Mean"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Cast/x"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/add"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Rsqrt",
        "op": "Rsqrt"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Rsqrt"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/mul",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/mul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/sub_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/mul_1",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/mul_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/add_1",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Gather/GatherNd",
        "op": "GatherNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Gather/GatherNd",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/ExpandDims",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/ExpandDims"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Taxis": {
            "type": 3
          },
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/GatherV2_1",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Shape",
          "ConstantFolding/module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/ListDiff-folded-0",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 3
          },
          "Taxis": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/GatherV2",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/GatherV2_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Prod_1",
        "op": "Prod"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Prod",
        "op": "Prod"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Const_2",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/concat_2",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Prod",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Prod_1"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "2"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/stack",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/ExpandDims",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/stack"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Reshape_1"
        ],
        "attr": {
          "transpose_a": {
            "b": false
          },
          "transpose_b": {
            "b": false
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/MatMul",
        "op": "MatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/MatMul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/concat_2"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/conv1/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/BiasAdd"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Relu",
        "op": "Relu"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Relu"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Taxis": {
            "type": 3
          },
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/GatherV2_1",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Shape",
          "ConstantFolding/module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/ListDiff-folded-0",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 3
          },
          "Taxis": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/GatherV2",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/GatherV2_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Prod_1",
        "op": "Prod"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Prod",
        "op": "Prod"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const_2",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "N": {
            "i": "2"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/concat_2",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Prod",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Prod_1"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "2"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/stack",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Relu",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/stack"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Reshape_1"
        ],
        "attr": {
          "transpose_a": {
            "b": false
          },
          "transpose_b": {
            "b": false
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/MatMul",
        "op": "MatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/MatMul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/concat_2"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/conv2/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/BiasAdd"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "squeeze_dims": {
            "list": {
              "s": [],
              "i": [
                "0"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Squeeze",
        "op": "Squeeze"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Squeeze"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Scatter/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Scatter/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "shrink_axis_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "1"
          },
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Scatter/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Scatter/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Scatter/concat",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Squeeze",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Scatter/concat"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Scatter/ScatterNd",
        "op": "ScatterNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/Scatter/ScatterNd",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/layer_postprocess/add"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_postprocess/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_postprocess/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/Mean",
        "op": "Mean"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_postprocess/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/Mean"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/sub_1",
        "op": "Sub"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/sub_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/Square",
        "op": "Square"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/Square",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/Mean_1",
        "op": "Mean"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/Mean_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Cast/x"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/add"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/Rsqrt",
        "op": "Rsqrt"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/Rsqrt"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/mul",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/mul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/sub_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/mul_1",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/mul_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/add_1",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims",
          "module/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/kernel/part_0"
        ],
        "attr": {
          "dilations": {
            "list": {
              "s": [],
              "i": [
                "1",
                "1",
                "1",
                "1"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "T": {
            "type": 1
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "strides": {
            "list": {
              "s": [],
              "i": [
                "1",
                "1",
                "1",
                "1"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "use_cudnn_on_gpu": {
            "b": true
          },
          "padding": {
            "s": [
              86,
              65,
              76,
              73,
              68
            ]
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/Conv2D",
        "op": "Conv2D"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/Conv2D",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/BiasAdd"
        ],
        "attr": {
          "squeeze_dims": {
            "list": {
              "s": [],
              "i": [
                "2"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/Squeeze",
        "op": "Squeeze"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/Squeeze",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tlen": {
            "type": 3
          },
          "num_split": {
            "i": "3"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split",
        "op": "SplitV"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split"
        ],
        "attr": {
          "out_type": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split:1"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split:2"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/strided_slice_1",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "shrink_axis_mask": {
            "i": "1"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/strided_slice_1",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "shrink_axis_mask": {
            "i": "1"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/strided_slice_1",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/strided_slice_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3"
        ],
        "attr": {
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "4"
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/strided_slice_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "4"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Reshape/shape",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/strided_slice_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "4"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Reshape/shape",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split:1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Reshape/shape"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split:2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Reshape/shape"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tperm": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose",
        "op": "Transpose"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/split_last_dimension/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm"
        ],
        "attr": {
          "Tperm": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/transpose",
        "op": "Transpose"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/split_last_dimension/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm"
        ],
        "attr": {
          "Tperm": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/transpose",
        "op": "Transpose"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/mul/y"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/mul",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/mul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_1/transpose"
        ],
        "attr": {
          "adj_x": {
            "b": false
          },
          "adj_y": {
            "b": true
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/MatMul",
        "op": "BatchMatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/MatMul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/add"
        ],
        "attr": {
          "out_type": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Shape_1",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Shape_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Slice/begin",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Slice",
        "op": "Slice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Slice",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "N": {
            "i": "2"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/concat",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/concat"
        ],
        "attr": {
          "Tshape": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Reshape"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Softmax",
        "op": "Softmax"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Softmax",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Shape_1"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/attention_weights",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/attention_weights",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads_2/transpose"
        ],
        "attr": {
          "adj_x": {
            "b": false
          },
          "adj_y": {
            "b": false
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/MatMul_1",
        "op": "BatchMatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/MatMul_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm"
        ],
        "attr": {
          "Tperm": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/transpose",
        "op": "Transpose"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/transpose"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "ellipsis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          },
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/strided_slice_1",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/strided_slice_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape/2"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "3"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/transpose",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims_1",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims_1",
          "module/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/kernel/part_0"
        ],
        "attr": {
          "dilations": {
            "list": {
              "s": [],
              "i": [
                "1",
                "1",
                "1",
                "1"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "T": {
            "type": 1
          },
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "strides": {
            "list": {
              "s": [],
              "i": [
                "1",
                "1",
                "1",
                "1"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "use_cudnn_on_gpu": {
            "b": true
          },
          "padding": {
            "s": [
              86,
              65,
              76,
              73,
              68
            ]
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/Conv2D",
        "op": "Conv2D"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/Conv2D",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/BiasAdd"
        ],
        "attr": {
          "squeeze_dims": {
            "list": {
              "s": [],
              "i": [
                "2"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/Squeeze_1",
        "op": "Squeeze"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/Squeeze_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/layer_postprocess/add"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_postprocess/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_postprocess/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean",
        "op": "Mean"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_postprocess/add",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/sub_1",
        "op": "Sub"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/sub_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Square",
        "op": "Square"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Square",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean_1",
        "op": "Mean"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Cast/x"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/add"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Rsqrt",
        "op": "Rsqrt"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Rsqrt"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/mul",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/mul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/sub_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/mul_1",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/mul_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/add_1",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Gather/GatherNd",
        "op": "GatherNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Gather/GatherNd",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tdim": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/ExpandDims",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/ExpandDims"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 3
          },
          "Taxis": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/GatherV2_1",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Shape",
          "ConstantFolding/module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/ListDiff-folded-0",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Taxis": {
            "type": 3
          },
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/GatherV2",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/GatherV2_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Prod_1",
        "op": "Prod"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Prod",
        "op": "Prod"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Const_2",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/concat_2",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Prod",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Prod_1"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "2"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/stack",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/ExpandDims",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/stack"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Reshape_1"
        ],
        "attr": {
          "transpose_b": {
            "b": false
          },
          "T": {
            "type": 1
          },
          "transpose_a": {
            "b": false
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/MatMul",
        "op": "MatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/MatMul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/concat_2"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/conv1/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/BiasAdd"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Relu",
        "op": "Relu"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Relu"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 3
          },
          "Taxis": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/GatherV2_1",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Shape",
          "ConstantFolding/module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/ListDiff-folded-0",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "Taxis": {
            "type": 3
          },
          "Tindices": {
            "type": 3
          },
          "Tparams": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/GatherV2",
        "op": "GatherV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/GatherV2_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Prod_1",
        "op": "Prod"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Prod",
        "op": "Prod"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/GatherV2",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const_2",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/concat_2",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Prod",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Prod_1"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "axis": {
            "i": "0"
          },
          "N": {
            "i": "2"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/stack",
        "op": "Pack"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Relu",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/stack"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Reshape",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Reshape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Reshape_1"
        ],
        "attr": {
          "transpose_a": {
            "b": false
          },
          "transpose_b": {
            "b": false
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/MatMul",
        "op": "MatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/MatMul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/concat_2"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tshape": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot",
        "op": "Reshape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/conv2/bias/ConcatPartitions/concat"
        ],
        "attr": {
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/BiasAdd"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "squeeze_dims": {
            "list": {
              "s": [],
              "i": [
                "0"
              ],
              "f": [],
              "b": [],
              "type": [],
              "shape": [],
              "tensor": [],
              "func": []
            }
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Squeeze",
        "op": "Squeeze"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Squeeze"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "Index": {
            "type": 3
          },
          "T": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "0"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "1"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const"
        ],
        "attr": {
          "N": {
            "i": "2"
          },
          "Tidx": {
            "type": 3
          },
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/concat",
        "op": "ConcatV2"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/StoreMask/ToInt32",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Squeeze",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/concat"
        ],
        "attr": {
          "Tindices": {
            "type": 3
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/ScatterNd",
        "op": "ScatterNd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/ScatterNd",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/layer_postprocess/add"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_postprocess/add",
        "op": "Add"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_postprocess/add"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "out_type": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Shape",
        "op": "Shape"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Shape",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack"
        ],
        "attr": {
          "T": {
            "type": 3
          },
          "Index": {
            "type": 3
          },
          "shrink_axis_mask": {
            "i": "1"
          },
          "begin_mask": {
            "i": "0"
          },
          "ellipsis_mask": {
            "i": "0"
          },
          "new_axis_mask": {
            "i": "0"
          },
          "end_mask": {
            "i": "0"
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/strided_slice",
        "op": "StridedSlice"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const",
          "module_apply_default/Encoder_en/KonaTransformer/strided_slice",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Range",
        "op": "Range"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Range",
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/ExpandDims"
        ],
        "attr": {
          "T": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Less",
        "op": "Less"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Less"
        ],
        "attr": {
          "Truncate": {
            "b": false
          },
          "DstT": {
            "type": 1
          },
          "SrcT": {
            "type": 10
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ToFloat",
        "op": "Cast"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/ToFloat",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim"
        ],
        "attr": {
          "T": {
            "type": 1
          },
          "Tdim": {
            "type": 3
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/ExpandDims",
        "op": "ExpandDims"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_postprocess/add",
          "module_apply_default/Encoder_en/KonaTransformer/ExpandDims"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/mul",
        "op": "Mul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/mul",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": false
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/Sum",
        "op": "Sum"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/Sum",
          "module_apply_default/Encoder_en/KonaTransformer/ExpandDims_1"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/KonaTransformer/div",
        "op": "RealDiv"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/KonaTransformer/div",
          "module/Encoder_en/hidden_layers/tanh_layer_0/weights"
        ],
        "attr": {
          "transpose_a": {
            "b": false
          },
          "transpose_b": {
            "b": false
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/tanh_layer_0/MatMul",
        "op": "MatMul"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/hidden_layers/tanh_layer_0/MatMul",
          "module/Encoder_en/hidden_layers/tanh_layer_0/bias"
        ],
        "attr": {
          "data_format": {
            "s": [
              78,
              72,
              87,
              67
            ]
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/tanh_layer_0/BiasAdd",
        "op": "BiasAdd"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/hidden_layers/tanh_layer_0/BiasAdd"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/tanh_layer_0/Tanh",
        "op": "Tanh"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/hidden_layers/tanh_layer_0/Tanh"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Square",
        "op": "Square"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Square",
          "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim"
        ],
        "attr": {
          "Tidx": {
            "type": 3
          },
          "keep_dims": {
            "b": true
          },
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Sum",
        "op": "Sum"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Sum",
          "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Maximum/y"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Maximum",
        "op": "Maximum"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Maximum"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Rsqrt",
        "op": "Rsqrt"
      },
      {
        "input": [
          "module_apply_default/Encoder_en/hidden_layers/tanh_layer_0/Tanh",
          "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Rsqrt"
        ],
        "attr": {
          "T": {
            "type": 1
          }
        },
        "name": "module_apply_default/Encoder_en/hidden_layers/l2_normalize",
        "op": "Mul"
      }
    ],
    "library": {
      "function": [],
      "gradient": []
    },
    "versions": {
      "badConsumers": []
    }
  },
  "weightsManifest": [
    {
      "paths": [
        "group1-shard1of7",
        "group1-shard2of7",
        "group1-shard3of7",
        "group1-shard4of7",
        "group1-shard5of7",
        "group1-shard6of7",
        "group1-shard7of7"
      ],
      "weights": [
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Reshape_1",
          "shape": [
            1536,
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Reshape_1",
          "shape": [
            512,
            1536
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/conv1/bias/ConcatPartitions/concat",
          "shape": [
            1536
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/FFN/conv2/bias/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/mul/y",
          "shape": [],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/kernel/part_0",
          "shape": [
            1,
            1,
            512,
            1536
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/qkv_transform_single/bias/ConcatPartitions/concat",
          "shape": [
            1536
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/Const",
          "shape": [
            3
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape/2",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/kernel/part_0",
          "shape": [
            1,
            1,
            512,
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_1/TransformerLayer/MultiheadAttention/output_transform_single/bias/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv2/Tensordot/Reshape_1",
          "shape": [
            1536,
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/FFN/conv1/Tensordot/Reshape_1",
          "shape": [
            512,
            1536
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/Const_2",
          "shape": [
            1
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/conv1/bias/ConcatPartitions/concat",
          "shape": [
            1536
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const_2",
          "shape": [
            1
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/FFN/conv2/bias/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/BaseDotProductAttention/Slice/begin",
          "shape": [
            1
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/mul/y",
          "shape": [],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/mul/y",
          "shape": [],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_scale/ConcatPartitions/concat",
          "shape": [
            256
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Cast/x",
          "shape": [],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/layer_prepostprocess/layer_norm/layer_norm_bias/ConcatPartitions/concat",
          "shape": [
            256
          ],
          "dtype": "float32"
        },
        {
          "name": "module/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/kernel/part_0",
          "shape": [
            1,
            1,
            256,
            768
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/qkv_transform_single/bias/ConcatPartitions/concat",
          "shape": [
            768
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/Const",
          "shape": [
            3
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/2",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/split_heads/split_last_dimension/Reshape/shape/3",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/split_heads/transpose/perm",
          "shape": [
            4
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/TransformerLayer/MultiheadAttention/combine_heads/combine_last_two_dimensions/Reshape/shape/2",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/kernel/part_0",
          "shape": [
            1,
            1,
            256,
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/MultiheadAttention/output_transform_single/bias/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module/Embeddings_en",
          "shape": [
            8002,
            256
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/TimingSignal/ExpandDims_1",
          "shape": [
            1,
            128
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/dense/kernel/ConcatPartitions/concat",
          "shape": [
            256,
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/Layer_0/TransformerLayer/dense/bias/ConcatPartitions/concat",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv2/Tensordot/Const",
          "shape": [
            1
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/add_1",
          "shape": [
            1
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/Scatter/strided_slice/stack",
          "shape": [
            1
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/ExpandDims/dim",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/ExpandDims/dim",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Const",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/ones_like",
          "shape": [
            2
          ],
          "dtype": "int32"
        },
        {
          "name": "ConstantFolding/module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/conv1/Tensordot/ListDiff-folded-0",
          "shape": [
            2
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2/stack_1",
          "shape": [
            2
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_0/AddTimingSignal/strided_slice_2/stack_2",
          "shape": [
            2
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/ClipToMaxLength/Less/y",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/FFN/layer_prepostprocess/layer_norm/Mean/reduction_indices",
          "shape": [
            1
          ],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/SequenceMask/Const",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/SparseToDense/default_value",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module/Encoder_en/hidden_layers/tanh_layer_0/weights",
          "shape": [
            512,
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module/Encoder_en/hidden_layers/tanh_layer_0/bias",
          "shape": [
            512
          ],
          "dtype": "float32"
        },
        {
          "name": "module_apply_default/Encoder_en/KonaTransformer/Encode/TransformerStack/Layer_1/TransformerLayer/MultiheadAttention/DotProductAttention/attention_bias_ignore_padding/ExpandDims/dim",
          "shape": [],
          "dtype": "int32"
        },
        {
          "name": "module_apply_default/Encoder_en/hidden_layers/l2_normalize/Maximum/y",
          "shape": [],
          "dtype": "float32"
        }
      ]
    }
  ]
}