name: xgboost-mnist-from-for-efs
spec:	
  instanceCount: 1
  instanceType: ml.m4.xlarge
  volumeSizeInGB: 5
  maxRuntimeInSeconds: 86400
  roleArn: arn:aws:iam::123456789012:role/service-role/AmazonSageMaker-ExecutionRole
  region: us-west-2
  image: 433757028032.dkr.ecr.us-west-2.amazonaws.com/xgboost:1
  trainingInputMode: File
  hyperparameters:
    max_depth: 5
    eta: 0.2
    num_round: 10
    gamma: 4
    min_child_weight: 6
    silent: 0
    objective: multi:softmax
    num_class: 10
    num_round: 10
  outputPath: s3://my-bucket/xgboost/
  inputDataConfig:
    - channel: train 
      fileSystem: 
        fileSystemType: EFS
        fileSystemID: fs-e2466d9b 
        directoryPath: /xgboost-mnist/train
    - channel: validation
      fileSystem: 
        fileSystemType: EFS 
        fileSystemID: fs-e2466d9b 
        directoryPath: /xgboost-mnist/validation
  vpcConfig:
    securityGroupIDs: 
      - sg-4b23c421
    subnets: 
      - subnet-ae0a65c6
      - subnet-2af0fa67
      - subnet-dddb7fa7