sintel/tutorials/pipelines/orion_tadgan.json at 7b5039f418e49930eaaaaf805f4f4b128a4ae367 · sintel-dev/sintel · GitHub

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{
    "primitives": [
        "mlstars.custom.timeseries_preprocessing.time_segments_aggregate",
        "sklearn.impute.SimpleImputer",
        "sklearn.preprocessing.MinMaxScaler",
        "mlstars.custom.timeseries_preprocessing.rolling_window_sequences",
        "orion.primitives.tadgan.TadGAN",
        "orion.primitives.tadgan.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.tadgan.TadGAN#1": {
            "epochs": 35
        },
        "orion.primitives.tadgan.score_anomalies#1": {
            "rec_error_type": "dtw"
        },
        "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"
        },
        "orion.primitives.tadgan.score_anomalies#1": {
            "y": "X"
        }
    },
    "output_names": {
        "orion.primitives.tadgan.TadGAN#1": {
            "y": "y_hat"
        },
        "mlstars.custom.timeseries_preprocessing.rolling_window_sequences#1": {
            "index": "X_index"
        }
    },
    "outputs": {
        "default": [
            {
                "name": "events",
                "variable": "orion.primitives.timeseries_anomalies.find_anomalies#1.y"
            }
        ],
        "visualization": [
            {
                "name": "generated_timeseries",
                "variable": "orion.primitives.tadgan.score_anomalies#1.predictions"
            }
        ]
    }
}