aer.json

{
    "primitives": [
        "mlstars.custom.timeseries_preprocessing.time_segments_aggregate",
        "sklearn.impute.SimpleImputer",
        "sklearn.preprocessing.MinMaxScaler",
        "mlstars.custom.timeseries_preprocessing.rolling_window_sequences",
        "orion.primitives.timeseries_preprocessing.slice_array_by_dims",
        "orion.primitives.aer.AER",
        "orion.primitives.aer.score_anomalies",
        "orion.primitives.timeseries_anomalies.find_anomalies"
    ],
    "init_params": {
        "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
            "time_column": "timestamp",
            "interval": 21600,
            "method": "mean"
        },
        "sklearn.preprocessing.MinMaxScaler#1": {
            "feature_range": [
                -1,
                1
            ]
        },
        "mlstars.custom.timeseries_preprocessing.rolling_window_sequences#1": {
            "target_column": 0,
            "window_size": 100,
            "target_size": 1
        },
        "orion.primitives.timeseries_preprocessing.slice_array_by_dims": {
            "target_index": 0,
            "axis": 2
        },
        "orion.primitives.aer.AER#1": {
            "epochs": 35
        },
        "orion.primitives.aer.score_anomalies#1": {
            "rec_error_type": "dtw",
            "comb": "mult",
            "mask": true,
            "lambda_rec": 0.5
        },
        "orion.primitives.timeseries_anomalies.find_anomalies#1": {
            "window_size_portion": 0.33,
            "window_step_size_portion": 0.1,
            "fixed_threshold": true
        }
    },
    "input_names": {
        "orion.primitives.timeseries_anomalies.find_anomalies#1": {
            "index": "index"
        }
    },
    "output_names": {
        "mlstars.custom.timeseries_preprocessing.rolling_window_sequences#1": {
            "index": "X_index",
            "target_index": "y_index"
        }
    }
}