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81 lines
No EOL
2.4 KiB
YAML
81 lines
No EOL
2.4 KiB
YAML
apiVersion: sagemaker.aws.amazon.com/v1
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kind: TrainingJob
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metadata:
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name: xgboost-mnist-debugger
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spec:
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hyperParameters:
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- name: max_depth
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value: "5"
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- name: eta
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value: "0.2"
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- name: gamma
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value: "4"
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- name: min_child_weight
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value: "6"
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- name: silent
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value: "0"
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- name: objective
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value: reg:squarederror
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- name: subsample
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value: "0.7"
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- name: num_round
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value: "51"
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algorithmSpecification:
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trainingImage: 246618743249.dkr.ecr.us-west-2.amazonaws.com/sagemaker-xgboost:0.90-2-cpu-py3
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trainingInputMode: File
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roleArn: arn:aws:iam::123456789012:role/service-role/AmazonSageMaker-ExecutionRole
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region: us-west-2
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outputDataConfig:
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s3OutputPath: s3://my-bucket/xgboost-debugger/output
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resourceConfig:
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instanceCount: 1
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instanceType: ml.m4.xlarge
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volumeSizeInGB: 5
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stoppingCondition:
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maxRuntimeInSeconds: 86400
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inputDataConfig:
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- channelName: train
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dataSource:
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s3DataSource:
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s3DataType: S3Prefix
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s3Uri: s3://my-bucket/xgboost-debugger/train
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s3DataDistributionType: FullyReplicated
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contentType: libsvm
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compressionType: None
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- channelName: validation
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dataSource:
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s3DataSource:
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s3DataType: S3Prefix
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s3Uri: s3://my-bucket/xgboost-debugger/validation
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s3DataDistributionType: FullyReplicated
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contentType: libsvm
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compressionType: None
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debugHookConfig:
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s3OutputPath: s3://my-bucket/xgboost-debugger/hookconfig
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collectionConfigurations:
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- collectionName: feature_importance
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collectionParameters:
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- name: save_interval
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value: "5"
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- collectionName: losses
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collectionParameters:
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- name: save_interval"
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value: "500"
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- collectionName: average_shap
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collectionParameters:
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- name: save_interval
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value: "5"
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- collectionName: metrics
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collectionParameters:
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- name: save_interval
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value: "5"
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debugRuleConfigurations:
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- ruleConfigurationName: LossNotDecreasing
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ruleEvaluatorImage: 895741380848.dkr.ecr.us-west-2.amazonaws.com/sagemaker-debugger-rules:latest
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ruleParameters:
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- name: collection_names
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value: metrics
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- name: num_steps
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value: "10"
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- name: rule_to_invoke
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value: LossNotDecreasing |