Sol pipelines

orion/pipelines/sandbox/SOL/diff_OMNI_SDM_3_11.json

@@ -0,0 +1,16 @@
+{
+    "primitives": [
+        "orion.primitives.timeseries_postprocessing.extract_dimension",
+        "orion.primitives.timeseries_postprocessing.diff_thresh",
+        "orion.primitives.timeseries_postprocessing.get_intervals"
+    ], 
+    "init_params": {
+        "orion.primitives.timeseries_postprocessing.diff_thresh#1": {
+            "thresh": 0.1, 
+            "op": ">"
+        }, 
+        "orion.primitives.intervals.get_intervals#1": {
+            "severity": true
+        }
+    }
+}

orion/pipelines/sandbox/SOL/movstd_OMNI_SDM_3_11.json

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+{
+    "primitives": [
+        "orion.primitives.timeseries_postprocessing.extract_dimension",
+        "orion.primitives.timeseries_postprocessing.rolling_std_thresh",
+        "orion.primitives.timeseries_postprocessing.get_intervals"
+    ], 
+    "init_params": {
+        "orion.primitives.timeseries_postprocessing.rolling_std_thresh#1": {
+            "thresh": 10, 
+            "op": ">",
+            "window_size": 5
+        }, 
+        "orion.primitives.intervals.get_intervals#1": {
+            "severity": false
+        }
+    }
+}

orion/pipelines/sandbox/SOL/movstd_numenta_AISD.json

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+{
+    "primitives": [
+        "orion.primitives.timeseries_postprocessing.extract_dimension",
+        "orion.primitives.timeseries_postprocessing.rolling_std_thresh",
+        "orion.primitives.timeseries_postprocessing.get_intervals"
+    ], 
+    "init_params": {
+        "orion.primitives.timeseries_postprocessing.rolling_std_thresh#1": {
+            "thresh": 10, 
+            "op": ">",
+            "window_size": 5
+        }, 
+        "orion.primitives.intervals.get_intervals#1": {
+            "severity": true
+        }
+    }
+}

orion/pipelines/sandbox/SOL/thres_OMNI_SDM_3_11.json

@@ -0,0 +1,16 @@
+{
+    "primitives": [
+        "orion.primitives.timeseries_postprocessing.extract_dimension",
+        "orion.primitives.timeseries_postprocessing.thresholding",
+        "orion.primitives.timeseries_postprocessing.get_intervals"
+    ], 
+    "init_params": {
+        "orion.primitives.timeseries_postprocessing.thresholding#1": {
+            "thres": 0.01, 
+            "op": "<"
+        }, 
+        "orion.primitives.intervals.get_intervals#1": {
+            "severity": true
+        }
+    }
+}

orion/pipelines/sandbox/SOL/thres_yahoo_real1.json

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+{
+    "primitives": [
+        "orion.primitives.timeseries_postprocessing.extract_dimension",
+        "orion.primitives.timeseries_postprocessing.thresholding",
+        "orion.primitives.timeseries_postprocessing.get_intervals"
+    ], 
+    "init_params": {
+        "orion.primitives.timeseries_postprocessing.thresholding#1": {
+            "thres": 0.45, 
+            "op": ">"
+        }, 
+        "orion.primitives.intervals.get_intervals#1": {
+            "severity": true
+        }
+    }
+}

orion/primitives/jsons/orion.primitives.timeseries_postprocessing.diff_thresh.json

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+{
+    "name": "diff_thresh",
+    "primitive": "orion.primitives.timeseries_postprocessing.diff_thresh",
+    "description": "Detects anomalies by calculating n-th order discrete difference",
+    "produce": {
+        "args": [
+            {
+                "name": "X",
+                "type": "ndarray" 
+            }
+        ],
+        "output": [
+            {
+                "name": "y",
+                "type": "ndarray" 
+            }
+        ]
+    }, 
+    "hyperparameters": {
+        "tunable": {
+            "thresh": {
+                "type": "float",
+                "default": "0.1"
+            },
+            "op": {
+                "type": "str",
+                "default": ">",
+                "options": ["<", ">", "<=", ">=", "=="]
+            }
+        }
+    }
+}

orion/primitives/jsons/orion.primitives.timeseries_postprocessing.extract_dimension.json

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+{
+    "name": "extract_dimension",
+    "primitive": "orion.primitives.timeseries_postprocessing.extract_dimension",
+    "description": "Dataset checks and slicing dimension",
+    "produce": {
+        "args": [
+            {
+                "name": "X",
+                "type": "ndarray" 
+            }
+        ],
+        "output": [
+            {
+                "name": "X",
+                "type": "ndarray" 
+            }
+        ]
+    }, 
+    "hyperparameters": {
+        "tunable": {
+            "dim": {
+                "type": "int",
+                "default": null
+            }
+        }
+    }
+}

orion/primitives/jsons/orion.primitives.timeseries_postprocessing.get_intervals.json

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+{
+    "name": "get_intervals",
+    "primitive": "orion.primitives.timeseries_postprocessing.get_intervals",
+    "description": "Builds anomaly intervals",
+    "produce": {
+        "args": [
+            {
+                "name": "y",
+                "type": "ndarray" 
+            }
+        ],
+        "output": [
+            {
+                "name": "y",
+                "type": "ndarray" 
+            }
+        ]
+    }, 
+    "hyperparameters": {
+        "tunable": {
+            "severity": {
+                "type": "bool",
+                "default": true
+            }
+        }
+    }
+}

orion/primitives/jsons/orion.primitives.timeseries_postprocessing.rolling_std_thresh.json

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+{
+    "name": "rolling_std_thresh",
+    "primitive": "orion.primitives.timeseries_postprocessing.rolling_std_thresh",
+    "description": "Detects anomalies through moving standard deviation thresholding",
+    "produce": {
+        "args": [
+            {
+                "name": "X",
+                "type": "ndarray" 
+            }
+
+        ],
+        "output": [
+            {
+                "name": "y",
+                "type": "ndarray" 
+            }
+        ]
+    }, 
+    "hyperparameters": {
+        "tunable": {
+            "thresh": {
+                "type": "float",
+                "default": 10
+            },
+            "op": {
+                "type": "str",
+                "default": ">",
+                "options": ["<", ">", "<=", ">=", "=="]
+            },
+            "window_size": {
+                "type": "int",
+                "default": "5"
+            }
+        }
+    }
+}

orion/primitives/jsons/orion.primitives.timeseries_postprocessing.thresholding.json

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+{
+    "name": "thresholding",
+    "primitive": "orion.primitives.timeseries_postprocessing.thresholding",
+    "description": "Detects anomalies through simple thresholding",
+    "produce": {
+        "args": [
+            {
+                "name": "X",
+                "type": "ndarray" 
+            }
+
+        ],
+        "output": [
+            {
+                "name": "y",
+                "type": "ndarray" 
+            }
+        ]
+    }, 
+    "hyperparameters": {
+        "tunable": {
+            "thres": {
+                "type": "float",
+                "default": 10
+            },
+            "op": {
+                "type": "str",
+                "default": ">",
+                "options": ["<", ">", "<=", ">=", "=="]
+            }
+        }
+    }
+}