aai-institute / continuiti

Learning function operators with neural networks.

GNU Lesser General Public License v3.0

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[WIP] Feature: Add MINO implementation. #146

Open samuelburbulla opened 4 weeks ago

samuelburbulla commented 4 weeks ago

Feature: Add MINO implementation.

Description

Add the mesh-independent neural operator (MINO).

Reference: Seungjun Lee. Mesh-Independent Operator Learning for Partial Differential Equations. 2nd AI4Science Workshop, ICML (2022)

Which issue does this PR tackle?

Adds MINO.

How does it solve the problem?

Implements AttentionKernel and MINO class.

How are the changes tested?

Added test_mino.

Checklist for Contributors

[ ] Scope: This PR tackles exactly one problem.
[ ] Conventions: The branch follows the feature/title-slug convention.
[ ] Conventions: The PR title follows the Bugfix: Title convention.
[ ] Coding style: The code passes all pre-commit hooks.
[ ] Documentation: All changes are well-documented.
[ ] Tests: New features are tested and all tests pass successfully.
[ ] Changelog: Updated CHANGELOG.md for new features or breaking changes.
[ ] Review: A suitable reviewer has been assigned.

Checklist for Reviewers:

[ ] The PR solves the issue it claims to solve and only this one.
[ ] Changes are tested sufficiently and all tests pass.
[ ] Documentation is complete and well-written.
[ ] Changelog has been updated, if necessary.