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ModelManifest
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ModelManifest
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Name: XGBoost Customer Churn
CanonicalName: xgb-customer-churn
MLProject: training/model-code/MLProject
Requirements: training/model-code/conda.yaml
DependencyManagement: conda
InferenceType: realtime
Team:
- Name: Name
Email: [email protected]
Tags:
Team: AI
Owner: Model Factory
Development:
Training:
ResourceConfig:
InstanceType: ml.m4.xlarge
InstanceCount: 1
StoppingCondition:
MaxRuntimeInSeconds: 3000
MaxWaitTimeInSeconds: 3000
EnableManagedSpotTraining: true
Parameters:
model_dir: /opt/ml/model
max_depth: 6
eta: 0.2
gamma: 4
min_child_weight: 6
eta: 0.2
subsample: 0.8
silent: 0
objective: "binary:logistic"
num_round: 600
InputDataConfig:
- ChannelName: train
DataSource:
S3DataSource:
S3Uri: s3://xgb-customer-churn-demo/train/
S3DataDistributionType: FullyReplicated
S3DataType: S3Prefix
- ChannelName: validation
DataSource:
S3DataSource:
S3Uri: s3://xgb-customer-churn-demo/validation/
S3DataDistributionType: FullyReplicated
S3DataType: S3Prefix
CompressionType: None
InputMode: File
OutputDataConfig:
S3OutputPath: s3://aiml-terraform-states-iday/xgb-customer-churn/output/
Inference:
Mode: add
Version: v3
ResourceConfig:
InstanceType: ml.m4.xlarge
InstanceCount: 1
Environment:
GUNICORN_CMD_ARGS: --workers=1
Stage:
Training:
ResourceConfig:
InstanceType: ml.m4.xlarge
InstanceCount: 1
StoppingCondition:
MaxRuntimeInSeconds: 3000
MaxWaitTimeInSeconds: 3000
EnableManagedSpotTraining: true
Parameters:
model_dir: /opt/ml/model
max_depth: 5
eta: 0.2
gamma: 4
min_child_weight: 6
eta: 0.2
subsample: 0.8
silent: 0
objective: "binary:logistic"
num_round: 600
InputDataConfig:
- ChannelName: train
DataSource:
S3DataSource:
S3Uri: s3://xgb-customer-churn-demo/train/
S3DataDistributionType: FullyReplicated
S3DataType: S3Prefix
- ChannelName: validation
DataSource:
S3DataSource:
S3Uri: s3://xgb-customer-churn-demo/validation/
S3DataDistributionType: FullyReplicated
S3DataType: S3Prefix
CompressionType: None
InputMode: File
OutputDataConfig:
S3OutputPath: s3://aiml-terraform-states-iday/xgb-customer-churn/output/
Inference:
Mode: add
Version: v3
ResourceConfig:
InstanceType: ml.m4.xlarge
InstanceCount: 1
Environment:
GUNICORN_CMD_ARGS: --workers=1