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ChunkPeriod module-attribute 

ChunkPeriod = Literal['YEARLY', 'QUARTERLY', 'MONTHLY', 'WEEKLY', 'DAILY', 'HOURLY']

Time periods for chunking supported by NannyML Cloud.

ColumnType module-attribute 

ColumnType = Literal['TARGET', 'PREDICTION_SCORE', 'PREDICTION', 'TIMESTAMP', 'CATEGORICAL_FEATURE', 'CONTINUOUS_FEATURE', 'IGNORED', 'IDENTIFIER', 'METRIC_NAME', 'GROUP_NAME', 'SUCCESS_COUNT', 'FAIL_COUNT']

Schema column types defined by NannyML Cloud.

DataSourceEventType module-attribute 

DataSourceEventType = Literal['CREATED', 'DATA_ADDED', 'DATA_REMOVED', 'DATA_UPDATED']

Events recorded for model data sources.

FeatureType module-attribute 

FeatureType = Literal['CONTINUOUS', 'CATEGORY']

Feature types supported by NannyML Cloud.

PerformanceMetric module-attribute 

PerformanceMetric = Literal['ROC_AUC', 'F1', 'PRECISION', 'RECALL', 'SPECIFICITY', 'ACCURACY', 'CONFUSION_MATRIX', 'BUSINESS_VALUE', 'MAE', 'MAPE', 'MSE', 'RMSE', 'MSLE', 'RMSLE']

Performance metrics supported by NannyML Cloud.

ProblemType module-attribute 

ProblemType = Literal['BINARY_CLASSIFICATION', 'MULTICLASS_CLASSIFICATION', 'REGRESSION']

Problem types supported by NannyML Cloud.

ProductType module-attribute 

ProductType = Literal['MONITORING', 'EVALUATION', 'EXPERIMENT']

Product modules of NannyML Cloud

RunState module-attribute 

RunState = Literal['SCHEDULED', 'RUNNING', 'CANCELLING', 'COMPLETED']

States a NannyML run can be in.

  • SCHEDULED: The run is scheduled to start at a later time.
  • RUNNING: The run is currently active.
  • CANCELLING: The run is currently being cancelled.
  • COMPLETED: The run has completed (successfully or unsuccessfully).

S3AuthenticationMode module-attribute 

S3AuthenticationMode = Literal['ANONYMOUS', 'INTEGRATED', 'ACCESS_KEY']

Authentication modes for S3 access supported by NannyML Cloud.

  • ANONYMOUS: No authentication required.
  • INTEGRATED: Use the service account permissions the NannyML Cloud server has to access S3.
  • ACCESS_KEY: Provide access key ID and secret to access S3.

ThresholdType module-attribute 

ThresholdType = Literal['CONSTANT', 'STANDARD_DEVIATION']

Threshold types supported by NannyML Cloud.