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Implement regression by leaps and bounds for our maxR modelselection toolbox #6998

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exalate-issue-sync bot opened this issue May 11, 2023 · 5 comments
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Wendy Wong commented: I have tried to do the timing test on mr-0xdl26, however, I was not able to make it work. I tried to make maxr call maxrsweep model building but found that they have the same performance. This literally gives me a heart attack. After recovering from said heart attack, I decided to just test it on my dinky laptop. Here is the results:

!image-20220615-180616.png|width=1528,height=936!

If the graph is not clear, here is the actual spreadsheet:

!image-20220615-180809.png|width=588,height=517!

It does look like using sweep can speed up the modelselection process significantly.

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Wendy Wong commented: I have attached the doc named SweepMaxR.pdf to explain what I have implemented.

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h2o-ops commented May 14, 2023

JIRA Issue Details

Jira Issue: PUBDEV-8703
Assignee: Wendy Wong
Reporter: Wendy Wong
State: Resolved
Fix Version: 3.38.0.2
Attachments: Available (Count: 4)
Development PRs: Available

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h2o-ops commented May 14, 2023

Attachments From Jira

Attachment Name: image-20220615-180616.png
Attached By: Wendy Wong
File Link:https://h2o-3-jira-github-migration.s3.amazonaws.com/PUBDEV-8703/image-20220615-180616.png

Attachment Name: image-20220615-180809.png
Attached By: Wendy Wong
File Link:https://h2o-3-jira-github-migration.s3.amazonaws.com/PUBDEV-8703/image-20220615-180809.png

Attachment Name: RegressionsByLeapsAndBounds.pdf
Attached By: Wendy Wong
File Link:https://h2o-3-jira-github-migration.s3.amazonaws.com/PUBDEV-8703/RegressionsByLeapsAndBounds.pdf

Attachment Name: SweepMaxR.pdf
Attached By: Wendy Wong
File Link:https://h2o-3-jira-github-migration.s3.amazonaws.com/PUBDEV-8703/SweepMaxR.pdf

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h2o-ops commented May 14, 2023

Linked PRs from JIRA

#6217

@h2o-ops h2o-ops closed this as completed May 14, 2023
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