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Filter:Issues5.8M (5.8M)

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ozw4/seis-attr-ssl

Issue 028: Implement MAE pretraining engine with checkpointing

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 ...

• ozw4
·
• Opened 
  4 hours ago
·
• #39

ozw4/seis-attr-ssl

Issue 029: Integrate real MAE training into 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 ...

• ozw4
·
• Opened 
  4 hours ago
·
• #40

ozw4/seis-attr-ssl

Issue 027: Implement torch collate and DataLoader helpers for MAE pretraining

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 ...

• ozw4
·
• Opened 
  4 hours ago
·
• #38

ozw4/seis-attr-ssl

Issue 026: Implement MAE reconstruction and gradient losses

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: ...

• ozw4
·
• Opened 
  4 hours ago
·
• #37

ozw4/seis-attr-ssl

Issue 025: Implement StrictAttributeSetMAE3D model

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 ...

• ozw4
·
• Opened 
  4 hours ago
·
• #36

ozw4/seis-attr-ssl

Issue 024: Implement transformer blocks and 3D positional encodings

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 ...

• ozw4
·
• Opened 
  4 hours ago
·
• #35

ozw4/seis-attr-ssl

Issue 023: Implement context token pooling for local+context MAE

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. ...

• ozw4
·
• Opened 
  4 hours ago
·
• #34

ozw4/seis-attr-ssl

Issue 021: Implement 3D patchify / unpatchify utilities

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. ...

• ozw4
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• Opened 
  4 hours ago
·
• #32

ozw4/seis-attr-ssl

Issue 022: Implement AttributePatchTokenizer3D

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. ...

• ozw4
·
• Opened 
  4 hours ago
·
• #33

SpinalHDL/SpinalDoc-RTD

Wrong class name for SVIF and missing entry on index page

The class name of SVIF is incorrect. It should be Interface. And there is no entry on the index page.

• Aqwyh123
·
• 1
·
• Opened 
  4 hours ago
·
• #308

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