| --- |
| pretty_name: ThunderWorld Benchmark Generated Videos |
| language: |
| - en |
| size_categories: |
| - 10K<n<100K |
| tags: |
| - video |
| - image-to-video |
| - world-model |
| - quantization |
| - benchmark |
| --- |
| |
| # ThunderWorld benchmark generated videos |
|
|
| This release contains **64,372 generated MP4 videos** for Cosmos3 Edge, Nano and Super: |
| 33,880 existing Edge/Nano videos across five methods, plus **30,492 Super videos |
| across nine methods**. Every included model/method combination covers the full |
| 650-scene RBench and 1,044-scene PAI-Bench-G inventories, with two fixed seeds per |
| scene. These are generated outputs for downstream judging; judge scores are not |
| included in these video packages. |
|
|
| | Model | Methods in this video release | Videos | Download | |
| |---|---:|---:|---| |
| | Edge | 5 | 16,940 | [Edge/Nano packages below](#edgenano-video-packages) | |
| | Nano | 5 | 16,940 | [Edge/Nano packages below](#edgenano-video-packages) | |
| | Super | 9 | 30,492 | [Super packages and instructions](super/README.md) | |
|
|
| ## Super video packages — added 2026-10-16 |
|
|
| The [Super release](super/README.md) provides 18 independently usable ZIPs, split |
| by benchmark and method, totaling **11.295 GB**. Methods: BF16, FP8, plain W4A4, |
| NVFP4-AWQ W4A16 reference, ARCQuant 50%, ARCQuant 100%, SharQ, ThunderWorld 1.5×, |
| and ThunderWorld 2×. The study's Cosmos adaptations and frozen `method_spec` define |
| the exact scope. Super generation/judging completed on 2026-10-10. |
|
|
| Settings: **320 × 192, 61 frames, 24 FPS, 35 steps, CFG 6**. Existing MP4 exports |
| are copied without re-encoding. Packages include conditioning images, prompts, |
| seeds, portable indices, original metadata, generation receipts and referenced |
| generation logs. All archived members passed SHA256/ZIP-CRC read-back checks. |
|
|
| ```bash |
| hf download Concyclics/thunderworld-benchmark --type dataset --include 'super/*' --local-dir thunderworld-benchmark |
| cd thunderworld-benchmark/super |
| sha256sum -c SHA256SUMS |
| ``` |
|
|
| Use [Super's sample index](resolve/main/super/sample_index.jsonl.gz?download=true) |
| to locate samples without downloading every archive. Super NPZ, lossless MKV and |
| model weights are not included in this video upload; the existing `npz/` inventory |
| still covers the earlier Edge/Nano release. Shared-device timings in logs are not |
| exclusive-GPU performance measurements. Full-corpus scenes include previous |
| development data and do not represent held-out scene generalization. |
|
|
| [Code](https://github.com/Concyclics/ThunderWorld) · |
| [Paper](https://www.preprints.org/manuscript/202610.0689) · |
| [Models](https://huggingface.co/collections/Concyclics/thunderworld-cosmos3-fp4) |
|
|
| ## Edge/Nano video packages |
|
|
| Each ZIP is independently usable and includes all five methods for its model and |
| benchmark. Sizes below are decimal GB. |
|
|
| | Package | Model | Benchmark | Videos | Size | |
| |---|---|---|---:|---:| |
| | [edge_rbench.zip](resolve/main/edge_rbench.zip?download=true) | Edge | RBench | 6,500 | 2.106 GB | |
| | [edge_paibench.zip](resolve/main/edge_paibench.zip?download=true) | Edge | PAI-Bench | 10,440 | 3.496 GB | |
| | [nano_rbench.zip](resolve/main/nano_rbench.zip?download=true) | Nano | RBench | 6,500 | 1.891 GB | |
| | [nano_paibench.zip](resolve/main/nano_paibench.zip?download=true) | Nano | PAI-Bench | 10,440 | 3.302 GB | |
|
|
| Total ZIP payload: **10,794,295,158 bytes** (10.79 GB). |
| `packages.json` and the four `*.package.json` files contain exact sizes, SHA256 |
| checksums, sample counts, source fingerprints and verification results. |
|
|
| ```bash |
| hf download Concyclics/thunderworld-benchmark --type dataset --local-dir thunderworld-benchmark |
| cd thunderworld-benchmark |
| sha256sum -c SHA256SUMS |
| unzip edge_rbench.zip |
| cd edge_rbench |
| sha256sum -c SHA256SUMS |
| ``` |
|
|
| The other ZIP files extract to `edge_paibench/`, `nano_rbench/`, and `nano_paibench/`. |
|
|
| ## Edge/Nano methods and generation settings |
|
|
| | Method ID in metadata | Configuration | |
| |---|---| |
| | `arcquant` | ARCQuant, 50% activation correction | |
| | `arcquant100` | ARCQuant, 100% activation correction | |
| | `sharq_perf` | SharQ baseline | |
| | `b1.5_protected_n` | ThunderWorld 1.5x repair configuration | |
| | `b2_joint` | ThunderWorld 2x joint repair configuration | |
|
|
| Per-method runtime definitions, scope and limitations are preserved in each video's |
| original metadata (`method_spec`) and the frozen model manifest. These labels identify |
| the study configurations; the full method specification is authoritative. |
|
|
| - Output resolution: **320 x 192**. |
| - Video length: **61 frames at 24 FPS**. |
| - Generation: **35 steps**; exact seeds and request records are included. |
| - Five methods x two seeds x (650 + 1,044) scenes x two models = **33,880 videos**. |
| - Generation finished on 2026-09-21; this delivery packages the frozen full I2V run. |
| - Runs used shared GPU resources. Recorded request times are not an exclusive-device |
| performance benchmark. |
|
|
| ## Package layout and portable indices |
|
|
| ```text |
| edge_rbench/ |
| manifest.json |
| judge_index.jsonl |
| judge_inputs.jsonl |
| SHA256SUMS |
| README.md |
| videos/<sample_id>.mp4 |
| inputs/<case_id>.jpg |
| metadata/<sample_id>.json |
| receipts/<method>/<case_id>.json |
| logs/<log_id>.log |
| provenance/ |
| ``` |
|
|
| - `judge_index.jsonl` maps each anonymous sample ID to model, method, benchmark, |
| scene, seed, prompt, input image, video, original metadata, generation receipt |
| and generation log. It also records video/input hashes and output dimensions. |
| - `judge_inputs.jsonl` provides sample ID, benchmark/category/source ID, prompt, |
| input image and video path without a method label. |
| - **Paths in both indices are relative to their extracted package directory.** |
| Resolve them against that directory when evaluating on another machine. |
| - Original metadata and receipts retain original source-machine paths as provenance. |
| Use the portable indices to locate files in the downloaded package. |
| - Input images and referenced generation logs are deduplicated within each package. |
| Source symlinks were dereferenced into regular ZIP members, so no source directory |
| is required after extraction. |
|
|
| ## Encoding and integrity |
|
|
| The MP4s are the existing H.264/yuv420p, CRF 15 exports, copied without re-encoding |
| during packaging. All MP4 and input-image bytes were checked against their recorded |
| export SHA256 hashes. Every archive member was read back and verified by SHA256 and |
| ZIP CRC; one video per method per package was decoded to verify frame count, shape |
| and FPS (20 representative videos total). |
|
|
| Lossless MKV copies, original floating-point NPZ outputs and model weights are not |
| included in these MP4 delivery packages. For pixel-exact comparisons, the MP4 codec |
| changes must be distinguished from model output differences; the original lossless |
| and floating-point artifacts remain in the source run. |
|
|
| ## Provenance |
|
|
| RBench and PAI-Bench input images, prompts and source IDs are included as used by the |
| frozen generation manifests. The packages preserve the original model/method metadata |
| and source fingerprints. This dataset card does not assign a new license to upstream |
| benchmark inputs or model assets; consult their original terms for reuse. |
|
|
| The code project is [Concyclics/ThunderWorld](https://github.com/Concyclics/ThunderWorld). |
|
|
| ## Original floating-point NPZ outputs |
|
|
| The original 33,880 NPZ results are available in [`npz/`](tree/main/npz), with [portable indices and download instructions](npz/README.md). This separate inventory totals 442.46 GB and is uploaded in resumable batches. Check [`npz/manifest.json`](npz/manifest.json) and checksums before using a full copy. |
|
|
