cfn/classification_pipeline.yaml [393:460]:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
                                        "ScalingType": "Auto"
                                    },
                                    {
                                        "Name": "min_child_weight",
                                        "MinValue": "1",
                                        "MaxValue": "10",
                                        "ScalingType": "Auto"
                                    },
                                    {
                                        "Name": "alpha",
                                        "MinValue": "0",
                                        "MaxValue": "2",
                                        "ScalingType": "Auto"
                                    }
                                ],
                                "CategoricalParameterRanges": [],
                                "IntegerParameterRanges": [
                                    {
                                        "Name": "max_depth",
                                        "MinValue": "1",
                                        "MaxValue": "10",
                                        "ScalingType": "Auto"
                                    }
                                ]
                            }
                        },
                        "TrainingJobDefinition": {
                            "AlgorithmSpecification": {
                                "TrainingImage": "${XgbImageID}.dkr.ecr.${AWS::Region}.amazonaws.com/sagemaker-xgboost:1.2-1",
                                "TrainingInputMode": "File"
                            },
                            "OutputDataConfig": {
                                "S3OutputPath": "s3://${PipelineBucketName}/tuner/"
                            },
                            "StoppingCondition": {
                                "MaxRuntimeInSeconds": 86400
                            },
                            "ResourceConfig": {
                                "InstanceCount": 1,
                                "InstanceType": "ml.m4.xlarge",
                                "VolumeSizeInGB": 30
                            },
                            "RoleArn": "arn:aws:iam::${AWS::AccountId}:role/service-role/AmazonSageMaker-ExecutionRole-TrainingInferencePipeline",
                            "InputDataConfig": [
                                {
                                    "DataSource": {
                                        "S3DataSource": {
                                            "S3DataType": "S3Prefix",
                                            "S3Uri": "s3://${PipelineBucketName}/data/train_data",
                                            "S3DataDistributionType": "FullyReplicated"
                                        }
                                    },
                                    "ContentType": "text/csv",
                                    "ChannelName": "train"
                                },
                                {
                                    "DataSource": {
                                        "S3DataSource": {
                                            "S3DataType": "S3Prefix",
                                            "S3Uri": "s3://${PipelineBucketName}/data/test_data",
                                            "S3DataDistributionType": "FullyReplicated"
                                        }
                                    },
                                    "ContentType": "text/csv",
                                    "ChannelName": "validation"
                                }
                            ],
                            "StaticHyperParameters": {
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -



cfn/time_to_event_pipeline.yaml [392:459]:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
                                        "ScalingType": "Auto"
                                    },
                                    {
                                        "Name": "min_child_weight",
                                        "MinValue": "1",
                                        "MaxValue": "10",
                                        "ScalingType": "Auto"
                                    },
                                    {
                                        "Name": "alpha",
                                        "MinValue": "0",
                                        "MaxValue": "2",
                                        "ScalingType": "Auto"
                                    }
                                ],
                                "CategoricalParameterRanges": [],
                                "IntegerParameterRanges": [
                                    {
                                        "Name": "max_depth",
                                        "MinValue": "1",
                                        "MaxValue": "10",
                                        "ScalingType": "Auto"
                                    }
                                ]
                            }
                        },
                        "TrainingJobDefinition": {
                            "AlgorithmSpecification": {
                                "TrainingImage": "${XgbImageID}.dkr.ecr.${AWS::Region}.amazonaws.com/sagemaker-xgboost:1.2-1",
                                "TrainingInputMode": "File"
                            },
                            "OutputDataConfig": {
                                "S3OutputPath": "s3://${PipelineBucketName}/tuner/"
                            },
                            "StoppingCondition": {
                                "MaxRuntimeInSeconds": 86400
                            },
                            "ResourceConfig": {
                                "InstanceCount": 1,
                                "InstanceType": "ml.m4.xlarge",
                                "VolumeSizeInGB": 30
                            },
                            "RoleArn": "arn:aws:iam::${AWS::AccountId}:role/service-role/AmazonSageMaker-ExecutionRole-TrainingInferencePipeline",
                            "InputDataConfig": [
                                {
                                    "DataSource": {
                                        "S3DataSource": {
                                            "S3DataType": "S3Prefix",
                                            "S3Uri": "s3://${PipelineBucketName}/data/train_data",
                                            "S3DataDistributionType": "FullyReplicated"
                                        }
                                    },
                                    "ContentType": "text/csv",
                                    "ChannelName": "train"
                                },
                                {
                                    "DataSource": {
                                        "S3DataSource": {
                                            "S3DataType": "S3Prefix",
                                            "S3Uri": "s3://${PipelineBucketName}/data/test_data",
                                            "S3DataDistributionType": "FullyReplicated"
                                        }
                                    },
                                    "ContentType": "text/csv",
                                    "ChannelName": "validation"
                                }
                            ],
                            "StaticHyperParameters": {
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -



