Skip to content

enums

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.