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{ 
    "displayName": "img-classification",
    "labels": {
        "tfx_py_version": "3-8",
        "tfx_runner": "kubeflow_v2",
        "tfx_version": "1-9-0",
    },
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                            }
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                    },
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                        "example_splits": {"type": "STRING"},
                        "fairness_indicator_thresholds": {"type": "STRING"},
                    },
                },
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                        "evaluation": {
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                                "instanceSchema": "title: tfx.ModelEvaluation\ntype: object\n"
                            }
                        },
                    }
                },
            },
            "ImportExampleGen": {
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                        "input_config": {"type": "STRING"},
                        "output_config": {"type": "STRING"},
                        "output_data_format": {"type": "INT"},
                        "output_file_format": {"type": "INT"},
                    }
                },
                "outputDefinitions": {
                    "artifacts": {
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                            }
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            "Pusher": {
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                "inputDefinitions": {
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                                "instanceSchema": "title: tfx.Model\ntype: object\n"
                            }
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                        "model_blessing": {
                            "artifactType": {
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                            }
                        },
                    },
                    "parameters": {
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                        "push_destination": {"type": "STRING"},
                    },
                },
                "outputDefinitions": {
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                            "artifactType": {
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                            }
                        }
                    }
                },
            },
            "SchemaGen": {
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                "inputDefinitions": {
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                            }
                        }
                    },
                    "parameters": {
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                        "infer_feature_shape": {"type": "INT"},
                    },
                },
                "outputDefinitions": {
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                            "artifactType": {
                                "instanceSchema": "title: tfx.Schema\ntype: object\n"
                            }
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                    }
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            },
            "StatisticsGen": {
                "executorLabel": "StatisticsGen_executor",
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                            }
                        }
                    },
                    "parameters": {"exclude_splits": {"type": "STRING"}},
                },
                "outputDefinitions": {
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                            }
                        }
                    }
                },
            },
            "Trainer": {
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                                "instanceSchema": "title: tfx.Examples\ntype: object\nproperties:\n  span:\n    type: integer\n    description: Span for an artifact.\n  version:\n    type: integer\n    description: Version for an artifact.\n  split_names:\n    type: string\n    description: JSON-encoded list of splits for an artifact. Empty string means artifact has no split.\n"
                            }
                        },
                        "schema": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.Schema\ntype: object\n"
                            }
                        },
                        "transform_graph": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.TransformGraph\ntype: object\n"
                            }
                        },
                    },
                    "parameters": {
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                        "eval_args": {"type": "STRING"},
                        "run_fn": {"type": "STRING"},
                        "train_args": {"type": "STRING"},
                    },
                },
                "outputDefinitions": {
                    "artifacts": {
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                            "artifactType": {
                                "instanceSchema": "title: tfx.Model\ntype: object\n"
                            }
                        },
                        "model_run": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.ModelRun\ntype: object\n"
                            }
                        },
                    }
                },
            },
            "Transform": {
                "executorLabel": "Transform_executor",
                "inputDefinitions": {
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                            }
                        },
                        "schema": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.Schema\ntype: object\n"
                            }
                        },
                    },
                    "parameters": {
                        "custom_config": {"type": "STRING"},
                        "disable_statistics": {"type": "INT"},
                        "force_tf_compat_v1": {"type": "INT"},
                        "preprocessing_fn": {"type": "STRING"},
                    },
                },
                "outputDefinitions": {
                    "artifacts": {
                        "post_transform_anomalies": {
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                            }
                        },
                        "post_transform_schema": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.Schema\ntype: object\n"
                            }
                        },
                        "post_transform_stats": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.ExampleStatistics\ntype: object\nproperties:\n  span:\n    type: integer\n    description: Span for an artifact.\n  split_names:\n    type: string\n    description: JSON-encoded list of splits for an artifact. Empty string means artifact has no split.\n"
                            }
                        },
                        "pre_transform_schema": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.Schema\ntype: object\n"
                            }
                        },
                        "pre_transform_stats": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.ExampleStatistics\ntype: object\nproperties:\n  span:\n    type: integer\n    description: Span for an artifact.\n  split_names:\n    type: string\n    description: JSON-encoded list of splits for an artifact. Empty string means artifact has no split.\n"
                            }
                        },
                        "transform_graph": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.TransformGraph\ntype: object\n"
                            }
                        },
                        "transformed_examples": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.Examples\ntype: object\nproperties:\n  span:\n    type: integer\n    description: Span for an artifact.\n  version:\n    type: integer\n    description: Version for an artifact.\n  split_names:\n    type: string\n    description: JSON-encoded list of splits for an artifact. Empty string means artifact has no split.\n"
                            }
                        },
                        "updated_analyzer_cache": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.TransformCache\ntype: object\n"
                            }
                        },
                    }
                },
            },
            "latest_blessed_model_resolver-model-blessing-resolver": {
                "executorLabel": "latest_blessed_model_resolver-model-blessing-resolver_executor",
                "outputDefinitions": {
                    "artifacts": {
                        "model_blessing": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.ModelBlessing\ntype: object\n"
                            }
                        }
                    }
                },
            },
            "latest_blessed_model_resolver-model-resolver": {
                "executorLabel": "latest_blessed_model_resolver-model-resolver_executor",
                "inputDefinitions": {
                    "artifacts": {
                        "input": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.ModelBlessing\ntype: object\n"
                            }
                        }
                    }
                },
                "outputDefinitions": {
                    "artifacts": {
                        "model": {
                            "artifactType": {
                                "instanceSchema": "title: tfx.Model\ntype: object\n"
                            }
                        }
                    }
                },
            },
        },
        "deploymentSpec": {
            "executors": {
                "Evaluator_executor": {
                    "container": {
                        "args": [
                            "--executor_class_path",
                            "tfx.components.evaluator.executor.Executor",
                            "--json_serialized_invocation_args",
                            "{{$}}",
                        ],
                        "command": [
                            "python",
                            "-m",
                            "tfx.orchestration.kubeflow.v2.container.kubeflow_v2_run_executor",
                        ],
                        "image": "gcr.io/gcp-ml-172005/img-classification",
                    }
                },
                "ImportExampleGen_executor": {
                    "container": {
                        "args": [
                            "--executor_class_path",
                            "tfx.components.example_gen.import_example_gen.executor.Executor",
                            "--json_serialized_invocation_args",
                            "{{$}}",
                        ],
                        "command": [
                            "python",
                            "-m",
                            "tfx.orchestration.kubeflow.v2.container.kubeflow_v2_run_executor",
                        ],
                        "image": "gcr.io/gcp-ml-172005/img-classification",
                        "lifecycle": {
                            "preCacheCheck": {
                                "args": ["--json_serialized_invocation_args", "{{$}}"],
                                "command": [
                                    "python",
                                    "-m",
                                    "tfx.orchestration.kubeflow.v2.file_based_example_gen.driver",
                                ],
                            }
                        },
                    }
                },
                "Pusher_executor": {
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                        "args": [
                            "--executor_class_path",
                            "tfx.components.pusher.executor.Executor",
                            "--json_serialized_invocation_args",
                            "{{$}}",
                        ],
                        "command": [
                            "python",
                            "-m",
                            "tfx.orchestration.kubeflow.v2.container.kubeflow_v2_run_executor",
                        ],
                        "image": "gcr.io/gcp-ml-172005/img-classification",
                    }
                },
                "SchemaGen_executor": {
                    "container": {
                        "args": [
                            "--executor_class_path",
                            "tfx.components.schema_gen.executor.Executor",
                            "--json_serialized_invocation_args",
                            "{{$}}",
                        ],
                        "command": [
                            "python",
                            "-m",
                            "tfx.orchestration.kubeflow.v2.container.kubeflow_v2_run_executor",
                        ],
                        "image": "gcr.io/gcp-ml-172005/img-classification",
                    }
                },
                "StatisticsGen_executor": {
                    "container": {
                        "args": [
                            "--executor_class_path",
                            "tfx.components.statistics_gen.executor.Executor",
                            "--json_serialized_invocation_args",
                            "{{$}}",
                        ],
                        "command": [
                            "python",
                            "-m",
                            "tfx.orchestration.kubeflow.v2.container.kubeflow_v2_run_executor",
                        ],
                        "image": "gcr.io/gcp-ml-172005/img-classification",
                    }
                },
                "Trainer_executor": {
                    "container": {
                        "args": [
                            "--executor_class_path",
                            "tfx.extensions.google_cloud_ai_platform.trainer.executor.GenericExecutor",
                            "--json_serialized_invocation_args",
                            "{{$}}",
                        ],
                        "command": [
                            "python",
                            "-m",
                            "tfx.orchestration.kubeflow.v2.container.kubeflow_v2_run_executor",
                        ],
                        "image": "gcr.io/gcp-ml-172005/img-classification",
                    }
                },
                "Transform_executor": {
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                            "--executor_class_path",
                            "tfx.components.transform.executor.Executor",
                            "--json_serialized_invocation_args",
                            "{{$}}",
                        ],
                        "command": [
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                            "-m",
                            "tfx.orchestration.kubeflow.v2.container.kubeflow_v2_run_executor",
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                        "image": "gcr.io/gcp-ml-172005/img-classification",
                    }
                },
                "latest_blessed_model_resolver-model-blessing-resolver_executor": {
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                                "filter": 'schema_title="tfx.ModelBlessing" AND state=LIVE AND metadata.blessed.number_value=1'
                            }
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        },
        "pipelineInfo": {"name": "img-classification"},
        "root": {
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