Added first draft of OLS model with sample data and helper tools - #3

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ArneTR wants to merge 30 commits into

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Commits on Sep 9, 2025

Added first draft of OLS model with sample data and helper tools
ArneTR
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53d1ccf

Commits on Sep 17, 2025

Moving energy logger again to 0.1. We need many samples
ArneTR
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a501ac8
Itegrates prediction; DataFrame transformation for numerical stability; Making mixed workload more diverse
ArneTR
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a3561a6

Commits on Oct 25, 2025

Merge branch 'main' into OLS-model
ArneTR
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8f16c4a

Commits on Oct 27, 2025

Added Workload energy samples of new system only metrics and energy data to sample data
ArneTR
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48ae8cf
Changed readme to recommend 99 ms anti lockstep sampling by default
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b030705
(fix): Predictions where not re-transformed from logspace
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dccaffd
Added missing statsmodels requirement
ArneTR
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ea3daa8
More robust np.subtype check
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380614b
Added examples in the readme for usage with sample data and for the predict stage
ArneTR
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5e141e5

Commits on Jan 10, 2026

Added better prediction and scaling by incorporating SKLearn instead of statsmodels
ArneTR
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66e6344
Added XGBoost model, Ridge model and HuberRegressor
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4ff4403
Added Sublime Workspace got gitignore
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6922943

Commits on Mar 21, 2026

Commits on Mar 26, 2026

Removed run-workload and merged with Didis benchmark.sh
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51961c8
Added powercurve display functionality
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0af2b0d
Benchmark option added to end after CPU workload
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d990add
Made memory benchmarks more versatile
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5021e83
Added all mode to model which allows to include all parameters without transformations like IPS
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f38a8b5
Added sMAPE and WAPE to evaluation aprams which are more reliable when minimal energy budgets have occured
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62d2e25
Brought plotting functionality to model.py
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5db9685
Updated Readme to reflect new benchmark file
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d7b836f
(fix): Plot shold happen on diffed DF
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0c68012
timestamp and sample_ns should not be diffed
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bb27667
Added sample_ns to extractor
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331e434

Commits on Apr 3, 2026

Integrated MCP functionality into energy logger
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7f4d85e
Updated Sample data
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2a0c668
Added psu_energy_ac_mcp_machine and slightly altered normal features to most energy consuming components
ArneTR
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6d21e4c