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Cisco Pipeline #661
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Merged
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Cisco Pipeline #661
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ea80ca7
Added Cisco and Chronos2 Time Series Foundation Models to Orion
d8a70ee
Added dataset-specific JSON files for Cisco and Chronos2
9b2bed5
Removed vendored code from Cisco
7067128
Removed vendored code from Cisco
b63a5b6
Merge remote-tracking branch 'origin/master' into cisco
da86cdc
Fixed lint and separated from Chronos2
72d037a
Restored cisco jsons
176deaa
Cleaned directory
40d618d
Cleaned repository
845625d
Updated default interval to 21600
48b51c0
Fixed lints
be6c48d
Fixed lint errors in tests
abf2d69
Update orion/primitives/cisco.py
abaranov25 c6a8614
Update orion/primitives/cisco.py
abaranov25 5a6dce6
Update orion/primitives/cisco.py
abaranov25 c16d05b
Update orion/primitives/cisco.py
abaranov25 b6f6e21
Update orion/primitives/cisco.py
abaranov25 d47aff1
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,37 @@ | ||
| { | ||
| "primitives": [ | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate", | ||
| "sklearn.impute.SimpleImputer", | ||
| "mlstars.custom.timeseries_preprocessing.rolling_window_sequences", | ||
| "orion.primitives.cisco.Cisco", | ||
| "orion.primitives.timeseries_errors.regression_errors", | ||
| "orion.primitives.timeseries_anomalies.find_anomalies" | ||
| ], | ||
| "init_params": { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 21600, | ||
| "method": "mean" | ||
| }, | ||
| "mlstars.custom.timeseries_preprocessing.rolling_window_sequences#1": { | ||
| "target_column": 0, | ||
| "window_size": 250, | ||
| "step_size": 1 | ||
| }, | ||
| "orion.primitives.timeseries_anomalies.find_anomalies#1": { | ||
| "fixed_threshold": true, | ||
| "window_size": 250, | ||
| "window_step_size": 40 | ||
| } | ||
| }, | ||
| "input_names": { | ||
| "orion.primitives.timeseries_anomalies.find_anomalies#1": { | ||
| "index": "target_index" | ||
| } | ||
| }, | ||
| "output_names": { | ||
| "orion.primitives.timeseries_anomalies.find_anomalies#1": { | ||
| "y": "anomalies" | ||
| } | ||
| } | ||
| } | ||
6 changes: 6 additions & 0 deletions
6
orion/pipelines/pretrained/cisco/cisco_artificialwithanomaly.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 600 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 21600 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 3600 | ||
| } | ||
| } |
6 changes: 6 additions & 0 deletions
6
orion/pipelines/pretrained/cisco/cisco_realawscloudwatch.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 600 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 600 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 600 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 21600 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 300 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 1 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 1 | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 1 | ||
| } | ||
| } |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,6 @@ | ||
| { | ||
| "mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": { | ||
| "time_column": "timestamp", | ||
| "interval": 1 | ||
| } | ||
| } |
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if
window_sizeandwindow_step_sizeare specified, then you can removewindow_size_portionandwindow_step_size_portion