Feature/377 lazy tensor - Githubissues

aai-institute / pyDVL

pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation

https://pydvl.org

GNU Lesser General Public License v3.0

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Feature/377 lazy tensor #456

Closed schroedk closed 6 months ago

schroedk commented 7 months ago

Description

This PR closes #377 closes #430 closes #26 closes #457 closes #277

Added

New influence function interface InfluenceFunctionModel
Data parallel computation with DaskInfluenceCalculator PR #26
Sequential batch-wise computation and write to disk with SequentialInfluenceCalculator PR #377
Adapt notebooks to new influence abstractions PR #430

Changed

Breaking Changes
- Removed compute_influences and all related code. Replaced by new InfluenceFunctionModel interface. Removed modules:
- influence.general
- influence.inversion
- influence.twice_differentiable
- influence.torch.torch_differentiable

Fixed

Import bug in README PR #457

Checklist

[x] Wrote Unit tests (if necessary)
[x] Updated Documentation (if necessary)
[x] Updated Changelog
[x] If notebooks were added/changed, added boilerplate cells are tagged with "tags": ["hide"] or "tags": ["hide-input"]

Xuzzo commented 6 months ago

Looks good to me. @mdbenito Could we go ahead and merge?