design-3d-002 is an open-weight model from Quachttohai. Its published files total 1.3 GB.
This repository contains the frozen baseline for the from-scratch Blender multi-object generation experiment.
Parameters—
Context—
Weights1.3 GB
License—
AccessOpen weights
Monthly Downloads—
Model Card
This repository contains the frozen baseline for the from-scratch Blender multi-object generation experiment. - 3,600 total scenes - 18 scene families - 2–6 objects - 2,400 train - 600 validation - 600 test - family-disjoint split - 50,020,480 parameters - dmodel: 640 - tied embeddings The model learned Blender/Python program grammar very well, but numeric attribute binding remains the primary failure mode. training/checkpoints/best.pt Design 3D-002-R2 will use a structured scene representation and a deterministic compiler to Blender Python, while preserving the same underlying dataset and family-disjoint evaluation protocol. Official Blender 3.0.1 is used. The Blender executable itself is…
Excerpt from the card by Quachttohai.
Identity and Version
- Repository
- quachtohai/design-3d-002
- 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
- 310067351ca2558b0eb3ddeca365c6f77250e70f
- First published
- 2026-10-06
- Last updated
- 2026-10-06
Files and Weights
103 files, 1.3 GB in total. The weights are 5 files totalling 1.3 GB in pt.
Weights5 files · 1.3 GB
Configuration57 files · 41.2 MB
Tokenizer3 files · 14.4 KB
Documentation1 file · 1.4 KB
Other36 files · 22.6 MB
Repository1 file · 4.1 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| data/packed/test.pt | Weights | 8.9 MB | e5d83e2390d5 |
| data/packed/train.pt | Weights | 34.0 MB | 05da62e4de0b |
| data/packed/val.pt | Weights | 7.2 MB | b8977971896b |
| training/checkpoints/best.pt | Weights | 600.4 MB | 7552edf37bd9 |
| training/checkpoints/last.pt | Weights | 600.4 MB | b80c5001dfaa |
| BASELINE_MANIFEST.json | Configuration | 1.3 KB | — |
| SHA256SUMS.json | Configuration | 17.3 KB | — |
| blender/geometry_helpers.py | Configuration | 6.2 KB | — |
| config/blender_runtime_manifest.json | Configuration | 1.9 KB | — |
| config/cell16_model_config.json | Configuration | 181 B | — |
| config/cell1_project_config.json | Configuration | 1.4 KB | — |
| config/cell5_scene_schema.json | Configuration | 1.4 KB | — |
| data/generated/cell11_test_code.json | Configuration | 3.0 MB | — |
| data/generated/cell11_train_code.json | Configuration | 9.2 MB | — |
| data/generated/cell11_val_code.json | Configuration | 2.4 MB | — |
| data/generated/cell22_r7_test_generations.json | Configuration | 2.9 MB | — |
| data/generated/cell9_full_dataset.json | Configuration | 11.6 MB | 7a92406da1a3 |
| data/metadata/cell10_split_metadata.json | Configuration | 970 B | — |
| data/metadata/cell5_scene_vocabulary.json | Configuration | 939 B | — |
| data/metadata/cell6_scene_families.json | Configuration | 12.4 KB | — |
| data/splits/test.json | Configuration | 2.4 MB | — |
| data/splits/train.json | Configuration | 7.2 MB | — |
| data/splits/val.json | Configuration | 1.9 MB | — |
| generated/visualization/cell22_r8/01_triangle_3_triangle_3_000000.py | Configuration | 3.0 KB | — |
| generated/visualization/cell22_r8/02_depth_line_6_depth_line_6_000000.py | Configuration | 3.6 KB | — |
| generated/visualization/cell22_r8/03_ring_6_ring_6_000000.py | Configuration | 3.3 KB | — |
| generated/visualization/cell22_r8/depth_line_6_render_only.py | Configuration | 4.1 KB | — |
| generated/visualization/cell22_r8/depth_line_6_xvfb_render.py | Configuration | 4.4 KB | — |
| generated/visualization/cell22_r8/ring_6_render_only.py | Configuration | 4.1 KB | — |
| generated/visualization/cell22_r8/ring_6_xvfb_render.py | Configuration | 4.4 KB | — |
| generated/visualization/cell22_r8/triangle_3_render_only.py | Configuration | 4.1 KB | — |
| generated/visualization/cell22_r8/triangle_3_xvfb_render.py | Configuration | 4.4 KB | — |
| model/cell16_transformer.py | Configuration | 5.8 KB | — |
| reports/cell10_integrity_report.json | Configuration | 1.6 KB | — |
| reports/cell11_code_report.json | Configuration | 997 B | — |
| reports/cell13_unk_audit.json | Configuration | 989 B | — |
| reports/cell15_model_report.json | Configuration | 783 B | — |
| reports/cell16_model_report.json | Configuration | 809 B | — |
| reports/cell17_canonical_runtime_report.json | Configuration | 9.6 KB | — |
| reports/cell17_r3_color_helper_report.json | Configuration | 331 B | — |
| reports/cell18_r10_semantic_validation_report.json | Configuration | 73.5 KB | — |
| reports/cell18_r11_semantic_validation_report.json | Configuration | 48.8 KB | — |
| reports/cell18_r12_semantic_validation_report.json | Configuration | 52.3 KB | — |
| reports/cell18_r6_representative_report.json | Configuration | 4.9 KB | — |
| reports/cell19_r4_packing_report.json | Configuration | 2.2 KB | — |
| reports/cell20_r1_1024_benchmark_report.json | Configuration | 457 B | — |
| reports/cell21_training_report.json | Configuration | 11.9 KB | — |
| reports/cell22_r10_fix2_numeric_binding_analysis.json | Configuration | 36.4 KB | — |
| reports/cell22_r2_generation_diagnostic.json | Configuration | 36.5 KB | — |
| reports/cell22_r3_detokenization_report.json | Configuration | 18.1 KB | — |
| reports/cell22_r4_structure_diagnostic.json | Configuration | 19.9 KB | — |
| reports/cell22_r5_exact_detokenization_report.json | Configuration | 20.7 KB | — |
| reports/cell22_r6_exact_grammar_report.json | Configuration | 33.2 KB | — |
| reports/cell22_r7_full_test_evaluation.json | Configuration | 2.7 KB | — |
| reports/cell22_r8_fix_visualization_report.json | Configuration | 1.0 KB | — |
| reports/cell22_r8_visualization_report.json | Configuration | 1.9 KB | — |
| reports/cell22_r8_xvfb_report.json | Configuration | 1.1 KB | — |
| reports/cell22_r9_fix2_numeric_error_analysis.json | Configuration | 41.5 KB | — |
| reports/cell22_r9_fix_numeric_error_analysis.json | Configuration | 41.6 KB | — |
| reports/cell22_r9_numeric_error_analysis.json | Configuration | 9.6 KB | — |
| reports/cell3_blender_smoke_report.json | Configuration | 1.3 KB | — |
| reports/cell9_dataset_report.json | Configuration | 1.4 KB | — |
| README.md | Documentation | 1.4 KB | — |
| generated/scenes/cell18_r3/center_surround_4_000000.blend | Other | 806.6 KB | 75eb84ab3b6d |
| generated/scenes/cell18_r3/cross_5_000000.blend | Other | 1.0 MB | 87f064425f62 |
| generated/scenes/cell18_r3/depth_line_3_000000.blend | Other | 796.8 KB | e6e5fb37f612 |
| generated/scenes/cell18_r3/depth_line_6_000000.blend | Other | 969.9 KB | e0e7797ac3e7 |
| generated/scenes/cell18_r3/depth_pair_000000.blend | Other | 787.2 KB | e365a2882c54 |
| generated/scenes/cell18_r3/depth_square_4_000000.blend | Other | 1.0 MB | cb1b32085a07 |
| generated/scenes/cell18_r3/diagonal_pair_000000.blend | Other | 847.9 KB | 6db487b3bee8 |
| generated/scenes/cell18_r3/horizontal_line_3_000000.blend | Other | 870.8 KB | ae7655ccc09b |
| generated/scenes/cell18_r3/horizontal_line_4_000000.blend | Other | 933.8 KB | 2e1ae602d3ef |
| generated/scenes/cell18_r3/horizontal_line_5_000000.blend | Other | 945.7 KB | 7c3069c00f9d |
| generated/scenes/cell18_r3/horizontal_line_6_000000.blend | Other | 968.6 KB | 35bbd4b291c7 |
| generated/scenes/cell18_r3/horizontal_pair_000000.blend | Other | 847.9 KB | 52730a244180 |
| generated/scenes/cell18_r3/pyramid_5_000000.blend | Other | 880.4 KB | aefe0d8246ce |
| generated/scenes/cell18_r3/ring_6_000000.blend | Other | 966.3 KB | 601fb66c8081 |
| generated/scenes/cell18_r3/square_4_000000.blend | Other | 946.9 KB | 28b7f3a8115d |
| generated/scenes/cell18_r3/triangle_3_000000.blend | Other | 806.3 KB | 62512f0df476 |
| generated/scenes/cell18_r3/vertical_line_3_000000.blend | Other | 794.5 KB | 16c11d6c4961 |
| generated/scenes/cell18_r3/vertical_pair_000000.blend | Other | 925.3 KB | fcb9595e03fd |
| generated/visualization/cell22_r8/01_triangle_3_triangle_3_000000.blend | Other | 817.8 KB | f3a436854eba |
| generated/visualization/cell22_r8/01_triangle_3_triangle_3_000000.blend1 | Other | 806.3 KB | 3c9de584404c |
| generated/visualization/cell22_r8/01_triangle_3_triangle_3_000000.log | Other | 232 B | — |
| generated/visualization/cell22_r8/02_depth_line_6_depth_line_6_000000.blend | Other | 996.0 KB | 195fa0e7bc13 |
| generated/visualization/cell22_r8/02_depth_line_6_depth_line_6_000000.blend1 | Other | 984.5 KB | f7391c420fbd |
| generated/visualization/cell22_r8/02_depth_line_6_depth_line_6_000000.log | Other | 240 B | — |
| generated/visualization/cell22_r8/03_ring_6_ring_6_000000.blend | Other | 1.0 MB | 79be220fc7dc |
| generated/visualization/cell22_r8/03_ring_6_ring_6_000000.blend1 | Other | 1.0 MB | 57430c0ce17a |
| generated/visualization/cell22_r8/03_ring_6_ring_6_000000.log | Other | 216 B | — |
| generated/visualization/cell22_r8/depth_line_6_render_only.log | Other | 196 B | — |
| generated/visualization/cell22_r8/depth_line_6_visual.png | Other | 248.6 KB | 843d5e35ecd0 |
| generated/visualization/cell22_r8/depth_line_6_xvfb_render.log | Other | 1.7 KB | — |
| generated/visualization/cell22_r8/ring_6_render_only.log | Other | 184 B | — |
| generated/visualization/cell22_r8/ring_6_visual.png | Other | 246.6 KB | d3b40da60478 |
| generated/visualization/cell22_r8/ring_6_xvfb_render.log | Other | 1.6 KB | — |
| generated/visualization/cell22_r8/triangle_3_render_only.log | Other | 192 B | — |
| generated/visualization/cell22_r8/triangle_3_visual.png | Other | 246.9 KB | d28bc891f01f |
| generated/visualization/cell22_r8/triangle_3_xvfb_render.log | Other | 1.5 KB | — |
| .gitattributes | Repository | 4.1 KB | — |
| reports/cell12_tokenizer_report.json | Tokenizer | 1.0 KB | — |
| reports/cell14_tokenizer_report.json | Tokenizer | 1.1 KB | — |
| tokenizer/cell14_python_numeric_tokenizer.json | Tokenizer | 12.2 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 1.3 GB
Download from Quachttohai
Released by Quachttohai through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 1.3 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.