[pull] master from deepmodeling:master - #321
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## Summary - preserve the source artifact's concrete lower-input semantics during backend conversion instead of resolving `lower_kind="auto"` - expose `lower_input_kind` from `.pte` and `.pt2` metadata so exported artifacts retain their lower across subsequent conversions - reject graph-to-dense-only conversions rather than silently changing the model function - document that graph semantics require a graph-native training and freeze workflow ## Root cause `dp convert-backend` always passed `lower_kind="auto"` to the pt_expt serializer. A dense-trained DPA1 model was therefore reinterpreted as graph-native whenever the reconstructed target model advertised graph support. Dense padding contributes `-davg/dstd` when `davg` is nonzero, while the graph lower contains no padding edges, so the generated artifact represented a different function. ## Verification - targeted conversion and metadata tests: 9 passed - PTE serialization round-trip: 1 passed - real nonzero-`davg` `.pth` to `.pt2` conversion selected `lower_input_kind=nlist` - source versus converted artifact: energy delta 0, force max delta 8.882e-16, virial max delta 6.661e-16 - Ruff, diff checks, and all pre-commit hooks passed Closes #5973 Related to #5862 and #5824. <!-- This is an auto-generated comment: release notes by coderabbit.ai --> ## Summary by CodeRabbit * **New Features** * Backend conversions preserve supported lower-input representations, including dense, graph, neighbor-list, and canonical formats. * Model exports across supported frameworks now include lower-input representation metadata. * Legacy files without metadata use compatible automatic defaults. * Unsupported target representations are rejected to prevent silent semantic changes. * Schema-neutral model containers retain lower-input metadata for later conversion. * **Documentation** * Added guidance on conversion behavior, preservation rules, and supported representations. * **Tests** * Expanded coverage for metadata preservation, legacy artifacts, serialization formats, and conversion validation. <!-- end of auto-generated comment: release notes by coderabbit.ai --> --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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