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[DimensionReduction] New backend #1105
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Merged
julien-tierny
merged 21 commits into
topology-tool-kit:dev
from
MClemot:TopologicallyConstrainedDR
Nov 26, 2025
Merged
[DimensionReduction] New backend #1105
julien-tierny
merged 21 commits into
topology-tool-kit:dev
from
MClemot:TopologicallyConstrainedDR
Nov 26, 2025
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…opologicallyConstrainedDR
Collaborator
|
[x] Runs decently without Torch (proper error message, no segfault) |
Collaborator
|
[x] Runs decently without CGAL (proper warning, defaulting to ripser) |
Collaborator
|
[x] Up to around an order of magnitude speedup with CGAL enabled |
Collaborator
|
OK, looks good to me! |
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This PR adds in the DimensionReduction module a new backend "TopologicallyConstrainedDimensionReduction" based on autoencoders with specific topological regularization terms that aim to favor the preservation of cycles.