| --- |
| license: apache-2.0 |
| library_name: pytorch |
| tags: |
| - video-generation |
| - causal-video |
| - temporal-rope |
| - nope |
| base_model: Wan-AI/Wan2.1-T2V-1.3B |
| --- |
| |
| # Temporal NoPE runtime checkpoint |
|
|
| This public repository carries the immutable stable causal-video checkpoint used |
| as the common initialization for the Temporal NoPE experiments in |
| [Aurora-edu/NoPE](https://github.com/Aurora-edu/NoPE). |
|
|
| ## Checkpoint identity |
|
|
| - File: `checkpoints/framewise/causal_cd.pt` |
| - Size: `5,676,220,819` bytes |
| - SHA-256: `c951a6b4804cd637fecfc857e9a59d54b6e4cd7846c38360baa3cf3b525f0d22` |
| - State-dict key: `generator_ema` |
| - Architecture: Wan 2.1 T2V 1.3B causal model |
|
|
| The portable configuration constructs the exact 30-layer, 1536-dimensional, |
| 12-head architecture without first downloading the redundant public base-DiT |
| weights, then strictly loads all 825 checkpoint entries. The strict load gate |
| passes with no missing or unexpected keys. |
|
|
| ## Download |
|
|
| ```bash |
| hf download JiaqiFeng/Temporal-NoPE \ |
| checkpoints/framewise/causal_cd.pt \ |
| configs/temporal_nope/d4_source_rope_uniformscale_c010_portable.yaml \ |
| wan_models/Wan2.1-T2V-1.3B/Wan2.1_VAE.pth \ |
| wan_models/Wan2.1-T2V-1.3B/config.json \ |
| prompt_cache/eval_umt5_bf16_lmdb/data.mdb \ |
| --local-dir /path/to/NoPE |
| ``` |
|
|
| The bundle includes the Wan VAE and the read-only eval prompt-embedding LMDB, |
| so cached-prompt visual preflights do not need to load the UMT5 encoder. The |
| public base DiT is intentionally omitted because the portable config strictly |
| loads every model parameter from `causal_cd.pt`. |
|
|
| Always verify the SHA-256 checksum before running an experiment. |
|
|
| ## Recovery-v3 visual evidence |
|
|
| The repository also preserves the complete small-gate outputs for the final |
| attention-scaling diagnosis under `outputs/temporal_nope/`: |
|
|
| - `recovery_v3_d4_source_rope_uniformscale_c010_portable_micro_visual_gate_seed0_illidan` |
| - `recovery_v3_d5_source_rope_uniformscale_c030_portable_micro_visual_gate_seed0_illidan` |
| - `recovery_v3_attndiag_a0_c000_val004_seed0_illidan` |
| - `recovery_v3_attndiag_d4_c010_val004_seed0_illidan` |
|
|
| These 44 files include all generated MP4s, resolved configs, sample metadata, |
| rank completion markers, and raw temporal-attention records. Both D4 and D5 |
| failed mandatory human review; the outputs are failure evidence, not promoted |
| model samples. The GitHub reports contain the formal visual decisions and |
| mechanism analysis. |
|
|
