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36 changes: 36 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2.json
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{
"primitives": [
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate",
"sklearn.impute.SimpleImputer",
"mlstars.custom.timeseries_preprocessing.rolling_window_sequences",
"orion.primitives.chronos2.Chronos2",
"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": 600,
"method": "mean"
},
"mlstars.custom.timeseries_preprocessing.rolling_window_sequences#1": {
"target_column": 0,
"window_size": 256
},
"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": "target_index"
}
},
"output_names": {
"orion.primitives.timeseries_anomalies.find_anomalies#1": {
"y": "anomalies"
}
}
}
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 600
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_msl.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 21600
}
}
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 3600
}
}
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 600
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_realtraffic.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 600
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_realtweets.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 600
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_smap.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 21600
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_ucr.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 300
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_yahooa1.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 1
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_yahooa2.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 1
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_yahooa3.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 1
}
}
6 changes: 6 additions & 0 deletions orion/pipelines/pretrained/chronos2/chronos2_yahooa4.json
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 1
}
}
39 changes: 39 additions & 0 deletions orion/pipelines/pretrained/cisco/cisco.json
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{
"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": 600,
"method": "mean"
},
"mlstars.custom.timeseries_preprocessing.rolling_window_sequences#1": {
"target_column": 0,
"window_size": 30720,
"step_size": 16
},
"orion.primitives.timeseries_anomalies.find_anomalies#1": {
"window_size_portion": 0.33,
"window_step_size_portion": 0.1,
"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"
}
}
}
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{
"mlstars.custom.timeseries_preprocessing.time_segments_aggregate#1": {
"time_column": "timestamp",
"interval": 600
}
}
28 changes: 28 additions & 0 deletions orion/pipelines/pretrained/cisco/cisco_modeling/__init__.py
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#
# Copyright 2025 Splunk Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Multi-resolution Cisco Time Series Model.
"""

from .patched_decoder_multi_resolution import (
CiscoTsmMRConfig,
PatchedTSMultiResolutionDecoder,
)
from .cisco_tsm_mr import CiscoTsmMR, TimesFmHparams, TimesFmCheckpoint

__all__ = [
"CiscoTsmMRConfig",
"PatchedTSMultiResolutionDecoder",
"CiscoTsmMR",
]
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