Open-weight model
seal-5comp-e1-k500-validation-best-20260929
by Jeongsoo Lee DanielJeongsooLee/seal-5comp-e1-k500-validation-best-20260929
seal-5comp-e1-k500-validation-best-20260929 is an open-weight model from Jeongsoo Lee. Its published files total 34.6 MB.
A bundle of 12 frozen Graph Transformer Network checkpoints, four per training seed 11, 22, 33, trained on SEAL 5-component D9 data: - gamma: physical voltage-conversion ratio regressor.
Parameters—
Context—
Weights34.1 MB
License—
AccessOpen weights
Monthly Downloads—
Model Card
A bundle of 12 frozen Graph Transformer Network checkpoints, four per training seed 11, 22, 33, trained on SEAL 5-component D9 data: - gamma: physical voltage-conversion ratio regressor. - efficiency: physical efficiency regressor; together with gamma, this is the frozen Loss-Net. - mse: MSE-only duty Task-Net. - seal: SEAL-Static duty Task-Net, trained with frozen physical-model Utility guidance. The original checkpoint filenames and selected model hashes come from the completed E1 model locks. No retraining, averaging, or Test/MCTS reselection was performed for publication. D5 and GBI are duty-selection procedures using the same physical pair; they do not have separate trained…
Excerpt from the card by Jeongsoo Lee.
Identity and Version
- Repository
- DanielJeongsooLee/seal-5comp-e1-k500-validation-best-20260929
- Publisher
- Jeongsoo Lee
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- en
- Revision
- e01891d38d03c3aa356ae9a86a326bd370f4d3e4
- First published
- 2026-09-29
- Last updated
- 2026-09-29
Files and Weights
153 files, 34.6 MB in total. The weights are 24 files totalling 34.1 MB in pt, safetensors.
Weights24 files · 34.1 MB
Configuration125 files · 472.5 KB
Documentation1 file · 7.6 KB
Other2 files · 16.1 KB
Repository1 file · 1.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| checkpoints/seed11/efficiency/checkpoint.pt | Weights | 2.3 MB | c0f366e78463 |
| checkpoints/seed11/efficiency/model.safetensors | Weights | 637.5 KB | 5d45c8afefcd |
| checkpoints/seed11/gamma/checkpoint.pt | Weights | 2.3 MB | 4e7293248b55 |
| checkpoints/seed11/gamma/model.safetensors | Weights | 637.5 KB | 1d9897452730 |
| checkpoints/seed11/mse/checkpoint.pt | Weights | 2.1 MB | e30182ee9586 |
| checkpoints/seed11/mse/model.safetensors | Weights | 637.5 KB | b01d56e6be9e |
| checkpoints/seed11/seal/checkpoint.pt | Weights | 2.1 MB | 8fa90aa52394 |
| checkpoints/seed11/seal/model.safetensors | Weights | 637.5 KB | 11ea166c1a95 |
| checkpoints/seed22/efficiency/checkpoint.pt | Weights | 2.3 MB | 56d94240d579 |
| checkpoints/seed22/efficiency/model.safetensors | Weights | 637.5 KB | 3067555e34ab |
| checkpoints/seed22/gamma/checkpoint.pt | Weights | 2.3 MB | 118ad6b97c10 |
| checkpoints/seed22/gamma/model.safetensors | Weights | 637.5 KB | 5651149ec385 |
| checkpoints/seed22/mse/checkpoint.pt | Weights | 2.1 MB | 9c16133c5a15 |
| checkpoints/seed22/mse/model.safetensors | Weights | 637.5 KB | 220f3e71ab07 |
| checkpoints/seed22/seal/checkpoint.pt | Weights | 2.1 MB | ad593d785801 |
| checkpoints/seed22/seal/model.safetensors | Weights | 637.5 KB | 5d4ea18d8b0a |
| checkpoints/seed33/efficiency/checkpoint.pt | Weights | 2.3 MB | 64ad73f6bfe9 |
| checkpoints/seed33/efficiency/model.safetensors | Weights | 637.5 KB | 5e0b55e351c8 |
| checkpoints/seed33/gamma/checkpoint.pt | Weights | 2.3 MB | bb281cc07d21 |
| checkpoints/seed33/gamma/model.safetensors | Weights | 637.5 KB | 5cb8318ce3cf |
| checkpoints/seed33/mse/checkpoint.pt | Weights | 2.1 MB | 2082ffc14d3e |
| checkpoints/seed33/mse/model.safetensors | Weights | 637.5 KB | a74961df0b20 |
| checkpoints/seed33/seal/checkpoint.pt | Weights | 2.1 MB | a388326d764f |
| checkpoints/seed33/seal/model.safetensors | Weights | 637.5 KB | 77d988cb75c2 |
| bundle.json | Configuration | 15.8 KB | — |
| checkpoints/seed11/efficiency/metadata.json | Configuration | 1.1 KB | — |
| checkpoints/seed11/gamma/metadata.json | Configuration | 1.0 KB | — |
| checkpoints/seed11/mse/metadata.json | Configuration | 1.2 KB | — |
| checkpoints/seed11/seal/metadata.json | Configuration | 1.2 KB | — |
| checkpoints/seed22/efficiency/metadata.json | Configuration | 1.1 KB | — |
| checkpoints/seed22/gamma/metadata.json | Configuration | 1.0 KB | — |
| checkpoints/seed22/mse/metadata.json | Configuration | 1.2 KB | — |
| checkpoints/seed22/seal/metadata.json | Configuration | 1.2 KB | — |
| checkpoints/seed33/efficiency/metadata.json | Configuration | 1.1 KB | — |
| checkpoints/seed33/gamma/metadata.json | Configuration | 1.0 KB | — |
| checkpoints/seed33/mse/metadata.json | Configuration | 1.2 KB | — |
| checkpoints/seed33/seal/metadata.json | Configuration | 1.2 KB | — |
| examples/topology.json | Configuration | 920 B | — |
| inference.py | Configuration | 3.2 KB | — |
| provenance/original/code_manifest.json | Configuration | 6.7 KB | — |
| provenance/original/config.json | Configuration | 2.1 KB | — |
| provenance/original/e2_handoff.json | Configuration | 5.3 KB | — |
| provenance/original/models_frozen.json | Configuration | 1.0 KB | — |
| provenance/original/physical_reference_config.json | Configuration | 1.3 KB | — |
| provenance/original/preparation.json | Configuration | 3.7 KB | — |
| provenance/original/seed11/efficiency/complete.json | Configuration | 632 B | — |
| provenance/original/seed11/efficiency/execution.json | Configuration | 933 B | — |
| provenance/original/seed11/efficiency/wandb.json | Configuration | 127 B | — |
| provenance/original/seed11/gamma/complete.json | Configuration | 622 B | — |
| provenance/original/seed11/gamma/execution.json | Configuration | 933 B | — |
| provenance/original/seed11/gamma/wandb.json | Configuration | 127 B | — |
| provenance/original/seed11/model_lock.json | Configuration | 1.5 KB | — |
| provenance/original/seed11/mse/complete.json | Configuration | 608 B | — |
| provenance/original/seed11/mse/execution.json | Configuration | 1.1 KB | — |
| provenance/original/seed11/mse/wandb.json | Configuration | 132 B | — |
| provenance/original/seed11/seal/complete.json | Configuration | 609 B | — |
| provenance/original/seed11/seal/execution.json | Configuration | 1.1 KB | — |
| provenance/original/seed11/seal/wandb.json | Configuration | 132 B | — |
| provenance/original/seed11/validation_curves.json | Configuration | 6.8 KB | — |
| provenance/original/seed22/efficiency/complete.json | Configuration | 632 B | — |
| provenance/original/seed22/efficiency/execution.json | Configuration | 933 B | — |
| provenance/original/seed22/efficiency/wandb.json | Configuration | 127 B | — |
| provenance/original/seed22/gamma/complete.json | Configuration | 621 B | — |
| provenance/original/seed22/gamma/execution.json | Configuration | 933 B | — |
| provenance/original/seed22/gamma/wandb.json | Configuration | 127 B | — |
| provenance/original/seed22/model_lock.json | Configuration | 1.5 KB | — |
| provenance/original/seed22/mse/complete.json | Configuration | 608 B | — |
| provenance/original/seed22/mse/execution.json | Configuration | 1.1 KB | — |
| provenance/original/seed22/mse/wandb.json | Configuration | 132 B | — |
| provenance/original/seed22/seal/complete.json | Configuration | 609 B | — |
| provenance/original/seed22/seal/execution.json | Configuration | 1.1 KB | — |
| provenance/original/seed22/seal/wandb.json | Configuration | 132 B | — |
| provenance/original/seed22/validation_curves.json | Configuration | 6.8 KB | — |
| provenance/original/seed33/efficiency/complete.json | Configuration | 631 B | — |
| provenance/original/seed33/efficiency/execution.json | Configuration | 740 B | — |
| provenance/original/seed33/efficiency/wandb.json | Configuration | 127 B | — |
| provenance/original/seed33/gamma/complete.json | Configuration | 621 B | — |
| provenance/original/seed33/gamma/execution.json | Configuration | 933 B | — |
| provenance/original/seed33/gamma/wandb.json | Configuration | 127 B | — |
| provenance/original/seed33/model_lock.json | Configuration | 1.5 KB | — |
| provenance/original/seed33/mse/complete.json | Configuration | 608 B | — |
| provenance/original/seed33/mse/execution.json | Configuration | 1.1 KB | — |
| provenance/original/seed33/mse/wandb.json | Configuration | 132 B | — |
| provenance/original/seed33/seal/complete.json | Configuration | 609 B | — |
| provenance/original/seed33/seal/execution.json | Configuration | 1.1 KB | — |
| provenance/original/seed33/seal/wandb.json | Configuration | 132 B | — |
| provenance/original/seed33/validation_curves.json | Configuration | 6.8 KB | — |
| provenance/original/simulator_provenance.json | Configuration | 1.1 KB | — |
| publication_files.json | Configuration | 22.9 KB | — |
| src/seal_multi_duty/__init__.py | Configuration | — | |
| src/seal_multi_duty/core/__init__.py | Configuration | — | |
| src/seal_multi_duty/core/control.py | Configuration | 11.6 KB | — |
| src/seal_multi_duty/core/hashing.py | Configuration | 1.3 KB | — |
| src/seal_multi_duty/core/simulator.py | Configuration | 27.9 KB | — |
| src/seal_multi_duty/core/topology.py | Configuration | 5.4 KB | — |
| src/seal_multi_duty/core/types.py | Configuration | 2.5 KB | — |
| src/seal_paper/__init__.py | Configuration | — | |
| src/seal_paper/cli.py | Configuration | 5.3 KB | — |
| src/seal_paper/contract.py | Configuration | 3.9 KB | — |
| src/seal_paper/data.py | Configuration | 5.2 KB | — |
| src/seal_paper/evaluation.py | Configuration | 5.7 KB | — |
| src/seal_paper/experiments/__init__.py | Configuration | 78 B | — |
| src/seal_paper/experiments/e1_static/__init__.py | Configuration | 37 B | — |
| src/seal_paper/experiments/e1_static/runner.py | Configuration | 179 B | — |
| src/seal_paper/experiments/e2_static_mcts/__init__.py | Configuration | 42 B | — |
| src/seal_paper/experiments/e2_static_mcts/runner.py | Configuration | 251 B | — |
| src/seal_paper/experiments/e3_dynamic/__init__.py | Configuration | 38 B | — |
| src/seal_paper/experiments/e3_dynamic/runner.py | Configuration | 251 B | — |
| src/seal_paper/experiments/e4_mechanism/__init__.py | Configuration | 40 B | — |
| src/seal_paper/experiments/e4_mechanism/runner.py | Configuration | 251 B | — |
| src/seal_paper/experiments/e5_generalization/__init__.py | Configuration | 45 B | — |
| src/seal_paper/experiments/e5_generalization/runner.py | Configuration | 251 B | — |
| src/seal_paper/experiments/e6_dual_duty/__init__.py | Configuration | 40 B | — |
| src/seal_paper/experiments/e6_dual_duty/generation.py | Configuration | 9.8 KB | — |
| src/seal_paper/experiments/e6_dual_duty/parity.py | Configuration | 5.7 KB | — |
| src/seal_paper/experiments/e6_dual_duty/pilot.py | Configuration | 10.4 KB | — |
| src/seal_paper/experiments/e6_dual_duty/pilot_report.py | Configuration | 5.1 KB | — |
| src/seal_paper/experiments/e6_dual_duty/runner.py | Configuration | 251 B | — |
| src/seal_paper/experiments/e6_dual_duty/safety_audit.py | Configuration | 3.8 KB | — |
| src/seal_paper/experiments/preparation/__init__.py | Configuration | 39 B | — |
| src/seal_paper/experiments/preparation/runner.py | Configuration | 185 B | — |
| src/seal_paper/experiments/registry.py | Configuration | 575 B | — |
| src/seal_paper/experiments/specs.py | Configuration | 5.1 KB | — |
| src/seal_paper/io.py | Configuration | 2.3 KB | — |
| src/seal_paper/k500.py | Configuration | 30.8 KB | — |
| src/seal_paper/methods.py | Configuration | 2.5 KB | — |
| src/seal_paper/proposals.py | Configuration | 4.7 KB | — |
| src/seal_paper/recollect.py | Configuration | 13.2 KB | — |
| src/seal_paper/reporting.py | Configuration | 11.2 KB | — |
| src/seal_paper/runtime.py | Configuration | 1.3 KB | — |
| src/seal_paper/scheduler.py | Configuration | 4.1 KB | — |
| src/seal_paper/selection.py | Configuration | 3.5 KB | — |
| src/seal_paper/simulation/__init__.py | Configuration | 130 B | — |
| src/seal_paper/simulation/benchmark.py | Configuration | 28.8 KB | — |
| src/seal_paper/simulation/common.py | Configuration | 7.6 KB | — |
| src/seal_paper/simulation/simulator.py | Configuration | 25.6 KB | — |
| src/seal_paper/training.py | Configuration | 13.8 KB | — |
| src/seal_paper/types.py | Configuration | 592 B | — |
| src/seal_paper/workflow.py | Configuration | 13.7 KB | — |
| src/seal_single_duty/__init__.py | Configuration | — | |
| src/seal_single_duty/core/__init__.py | Configuration | — | |
| src/seal_single_duty/core/hashing.py | Configuration | 1.2 KB | — |
| src/seal_single_duty/core/manifest.py | Configuration | 2.5 KB | — |
| src/seal_single_duty/core/simulator.py | Configuration | 29.9 KB | — |
| src/seal_single_duty/core/topology.py | Configuration | 10.0 KB | — |
| src/seal_single_duty/core/types.py | Configuration | 3.8 KB | — |
| src/seal_single_duty/core/utility.py | Configuration | 2.1 KB | — |
| src/seal_single_duty/models/__init__.py | Configuration | — | |
| src/seal_single_duty/models/gtn.py | Configuration | 23.6 KB | — |
| README.md | Documentation | 7.6 KB | — |
| SHA256SUMS | Other | 16.0 KB | — |
| requirements.txt | Other | 76 B | — |
| .gitattributes | Repository | 1.5 KB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 34.1 MB
Download from Jeongsoo Lee
Released by Jeongsoo Lee through its official repository on Hugging Face.
Built From
- Trained on (disclosed) DanielJeongsooLee/seal-5comp-d9-20260923
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 34.1 MB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.