design-3d-002-r2c is an open-weight model from Quachttohai. Its published files total 1.3 GB.
Frozen conditional Blender scene-generation experiment. - 50,008,320 unique parameters - dmodel: 640 - tied token embeddings / LM head [BOS] instruction [SEP] target [EOS] target + EOS Instruction and SEP positions are masked.
Model Card
Frozen conditional Blender scene-generation experiment. - 50,008,320 unique parameters - dmodel: 640 - tied token embeddings / LM head [BOS] instruction [SEP] target [EOS] target + EOS Instruction and SEP positions are masked. 4293b1f043ca6875a5bc927f4e7b297cbf5b5122983effbc8cfc202494dc190e Conditional training successfully removed the unconditional output collapse observed in R2. However, semantic generation remains limited by: - object under-generation - incomplete object state - duplicate field emission - weak relation endpoint binding - invalid/self relations - location numeric collapse - long-horizon state tracking Design 3D-002-R2D addresses these problems using: - explicit object…
Excerpt from the card by Quachttohai.
Identity and Version
- Repository
- quachtohai/design-3d-002-r2c
- Publisher
- Quachttohai
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- bbd9925ecac42d3edc660e7c62c13691a8f8634f
- First published
- 2026-10-07
- Last updated
- 2026-10-07
Files and Weights
36 files, 1.3 GB in total. The weights are 2 files totalling 1.2 GB in pt.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoints/cell16_full_best.pt | Weights | 600.3 MB | 4293b1f043ca |
| checkpoints/cell16_full_last.pt | Weights | 600.3 MB | 67b4208f90a2 |
| baseline/r2_baseline_manifest.json | Configuration | 551 B | — |
| config/cell11_conditional_model_config.json | Configuration | 817 B | — |
| config/cell1_r2c_project_config.json | Configuration | 1.3 KB | — |
| config/cell3_conditional_tokenization_design.json | Configuration | 2.0 KB | — |
| data/causal/cell7_test_conditional_causal.json | Configuration | 14.3 MB | b0dc982db9c4 |
| data/causal/cell7_train_conditional_causal.json | Configuration | 40.7 MB | 45d35f59cf00 |
| data/causal/cell7_val_conditional_causal.json | Configuration | 10.6 MB | 29a11b66734f |
| data/tokenizer/cell4_conditional_vocab.json | Configuration | 8.2 KB | — |
| release_manifest.json | Configuration | 6.0 KB | — |
| reports/cell11_conditional_model_report.json | Configuration | 824 B | — |
| reports/cell12_architecture_conditioning_smoke_report.json | Configuration | 806 B | — |
| reports/cell13_amp_training_smoke_report.json | Configuration | 1.3 KB | — |
| reports/cell14_3epoch_pilot_report.json | Configuration | 2.7 KB | — |
| reports/cell14_pilot_training_history.json | Configuration | 1.2 KB | — |
| reports/cell15_conditional_generation_pilot_report.json | Configuration | 1.2 KB | — |
| reports/cell15_test_generations.json | Configuration | 70.8 KB | — |
| reports/cell16_full_training_history.json | Configuration | 28.1 KB | — |
| reports/cell16_full_training_report.json | Configuration | 1.8 KB | — |
| reports/cell17_best_checkpoint_test_evaluation.json | Configuration | 1.6 KB | — |
| reports/cell17_test_generations.json | Configuration | 46.3 KB | — |
| reports/cell18_semantic_generation_evaluation.json | Configuration | 17.8 KB | — |
| reports/cell19_targeted_semantic_diagnostic.json | Configuration | 3.4 KB | — |
| reports/cell1_r2_baseline_hashes.json | Configuration | 786 B | — |
| reports/cell2_r2_baseline_conditioning_audit.json | Configuration | 4.3 KB | — |
| reports/cell3_conditional_tokenization_audit.json | Configuration | 2.0 KB | — |
| reports/cell4_conditional_vocab_audit.json | Configuration | 2.1 KB | — |
| reports/cell6_token_id_coverage_audit.json | Configuration | 2.1 KB | — |
| reports/cell7_conditional_causal_dataset_report.json | Configuration | 2.6 KB | — |
| reports/cell8_conditional_causal_dataset_audit.json | Configuration | 5.6 KB | — |
| reports/cell9_context_length_audit.json | Configuration | 4.3 KB | — |
| README.md | Documentation | 1.4 KB | — |
| .gitattributes | Repository | 1.8 KB | — |
| data/tokenizer/cell5_conditional_tokenizer.json | Tokenizer | 11.0 KB | — |
| reports/cell5_conditional_tokenizer_report.json | Tokenizer | 1.5 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 1.2 GB
Released by Quachttohai through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 1.2 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.