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Features/1457 Add randomized SVD #1561

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@mrfh92 mrfh92 commented Jul 8, 2024 •
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Due Diligence

  • General:
  • Implementation:
    • unit tests: all split configurations tested
    • unit tests: multiple dtypes tested
    • documentation updated where needed

Description

Adds randomized SVD and corresponding interface in PCA

Issue/s resolved: #1457

Type of change

  • New feature (non-breaking change which adds functionality)

Does this change modify the behaviour of other functions? If so, which?

yes (slightly, of PCA) / no (all other functionality)

@mrfh92 mrfh92 marked this pull request as ready for review August 12, 2024 13:30
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Thank you for the PR!

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Thank you for the PR!

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Thank you for the PR!

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codecov bot commented Aug 12, 2024 •
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Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 92.17%. Comparing base (8b4d990) to head (14ca5e9).

Additional details and impacted files 
@@            Coverage Diff             @@
##             main    #1561      +/-   ##
==========================================
+ Coverage   92.13%   92.17%   +0.03%     
==========================================
  Files          83       83              
  Lines       12165    12201      +36     
==========================================
+ Hits        11208    11246      +38     
+ Misses        957      955       -2
Flag Coverage Δ
unit 92.17% <100.00%> (+0.03%) ⬆️

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Thank you for the PR!

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Thank you for the PR!

@mrfh92 mrfh92 mentioned this pull request Aug 22, 2024
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Thank you for the PR!

@mrfh92 mrfh92 mentioned this pull request Aug 30, 2024
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Thank you for the PR!

mrfh92 and others added 6 commits October 4, 2024 16:02
@mrfh92 @ClaudiaComito
Update heat/decomposition/pca.py
0788303 
Co-authored-by: Claudia Comito <39374113+ClaudiaComito@users.noreply.github.com>
@mrfh92 @ClaudiaComito
Update heat/decomposition/pca.py
f0e4db5 
Co-authored-by: Claudia Comito <39374113+ClaudiaComito@users.noreply.github.com>
@mrfh92 @ClaudiaComito
Update heat/decomposition/pca.py
14f31bc 
Co-authored-by: Claudia Comito <39374113+ClaudiaComito@users.noreply.github.com>
@mrfh92 @ClaudiaComito
Update heat/core/types.py
a8f1139 
Co-authored-by: Claudia Comito <39374113+ClaudiaComito@users.noreply.github.com>
@mrfh92 @ClaudiaComito
Update heat/core/types.py
38befc2 
Co-authored-by: Claudia Comito <39374113+ClaudiaComito@users.noreply.github.com>
@mrfh92 @ClaudiaComito
Update heat/core/types.py
569eb8f 
Co-authored-by: Claudia Comito <39374113+ClaudiaComito@users.noreply.github.com>
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github-actions bot commented Oct 4, 2024

Thank you for the PR!

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github-actions bot commented Oct 4, 2024

Thank you for the PR!

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github-actions bot commented Oct 4, 2024

Thank you for the PR!

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mrfh92 commented Oct 4, 2024

@ClaudiaComito thanks for reading so carefully that you found all the typos I had overlooked 👍

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github-actions bot commented Oct 4, 2024

Thank you for the PR!

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github-actions bot commented Oct 4, 2024

Thank you for the PR!

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github-actions bot commented Oct 4, 2024

Thank you for the PR!

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github-actions bot commented Oct 4, 2024

Thank you for the PR!

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github-actions bot commented Oct 4, 2024

Thank you for the PR!

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github-actions bot commented Oct 4, 2024

Thank you for the PR!

@mrfh92 mrfh92 mentioned this pull request Oct 4, 2024
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github-actions bot commented Oct 8, 2024

Thank you for the PR!

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github-actions bot commented Oct 8, 2024

Thank you for the PR!

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github-actions bot commented Oct 9, 2024

Thank you for the PR!

ClaudiaComito
ClaudiaComito approved these changes Oct 14, 2024
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Great, thanks @mrfh92 !

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Thank you for the PR!

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Thank you for the PR!

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@ClaudiaComito ClaudiaComito ClaudiaComito approved these changes

@mtar mtar Awaiting requested review from mtar

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ESAPCA relevant for the ESA-funded project "ESAPCA" high-level functions High-level machine-learning algorithms linalg
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Add randomized SVD/PCA
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@mrfh92 @mtar @ClaudiaComito