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Fix upgrade feature bugs #30

Merged
merged 7 commits into from
Jan 13, 2025
Merged

Fix upgrade feature bugs #30

merged 7 commits into from
Jan 13, 2025

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mikivee
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@mikivee mikivee commented Jan 9, 2025

Fixing a few bugs related to upgrade features and retraining (see job run). The downstream changes in the Dohyo Repo are made in this PR.

Results:

Results described here and the direct effect of the bugfix is show in the table below, where the Median APE is for savings for all upgrades except for baseline (upgrade 0), for which absolute consumption is shown. As expected, the improvement was fairly large for upgrades 6 and 9 which were directly effected, but the error decreased for all other upgrades as well because the incorrect feature coding misleading signals for all training data.

Upgrade Median APE (before) Median APE (after) Difference
0 5.2 4.4 -0.8
1 16.5 14.5 -2.0
11.05 12.2 10.7 -1.5
13.01 15 11.7 -3.3
3 13.9 11.9 -2.0
4 11 8.9 -2.1
6 25.8 23.1 -2.7
9 9.8 6.5 -3.3

Notion Ticket: .

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@tarrenpeterson tarrenpeterson left a comment

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An easy review! Thanks for adding in these features and retraining the model

src/datagen.py Show resolved Hide resolved
@mikivee mikivee merged commit 58cc254 into main Jan 13, 2025
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@mikivee mikivee deleted the mev/fix_upgrade_feature_bugs branch January 13, 2025 15:49
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2 participants