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Issue 030: Document strict MAE model and pretraining workflow
Goal
Add concise documentation for the strict 3D attribute-set MAE model and Stage 1 pretraining workflow.
Context
After Issues 020-029, ...
ozw4
Issue 028: Implement MAE pretraining engine with checkpointing
Goal
Implement the Stage 1 strict MAE pretraining loop.
Context
The repository currently has dry-run entrypoints. After this issue, proc/train_mae.py ...
Issue 029: Integrate real MAE training into proc/train_mae.py
Goal
Replace the current dry-run-only proc/train_mae.py behavior with a thin entrypoint that can either validate config or
launch real MAE ...
Issue 027: Implement torch collate and DataLoader helpers for MAE pretraining
Goal
Bridge the NumPy dataset outputs to PyTorch training batches, including variable input attribute counts.
Context
NopimsAttributePretrainDataset ...
Issue 026: Implement MAE reconstruction and gradient losses
Goal
Implement loss functions needed for Stage 1 strict MAE pretraining.
Context
The model predicts patch-level reconstructions:
pred_patches: ...
Issue 025: Implement StrictAttributeSetMAE3D model
Goal
Implement the core strict 3D attribute-set MAE model for MVP pretraining.
Context
The model should use:
- variable input attribute subset ...
Issue 024: Implement transformer blocks and 3D positional encodings
Goal
Add reusable transformer blocks and 3D positional encoding utilities for the strict MAE encoder and decoder.
Context
The MVP ...
Issue 023: Implement context token pooling for local+context MAE
Goal
Implement a lightweight context token pooler that turns low-resolution context crop tokens into a small set of global
context tokens. ...
Issue 021: Implement 3D patchify / unpatchify utilities
Goal
Implement reusable 3D patch utilities for strict MAE targets and decoder outputs.
The utilities must use grid order [x, y, z] consistently. ...
Issue 022: Implement AttributePatchTokenizer3D
Goal
Implement the MVP attribute-set tokenizer that converts a variable number of input attribute volumes into fixed spatial
tokens for strict 3D MAE.
...
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Learn how you can use GitHub Issues to plan and track your work.
Save views for sprints, backlogs, teams, or releases. Rank, sort, and filter issues to suit the occasion. The possibilities are endless.Learn more about GitHub IssuesProTip! Restrict your search to the title by using the in:title qualifier.