Datasets:
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Download super/README.md from Concyclics/thunderworld-benchmark: direct link, hf CLI and curl.
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6.64 kB
| # Cosmos3-Super complete benchmark videos | |
| **30,492 videos**: 650 RBench scenes + 1,044 PAI-Bench-G scenes, nine methods, | |
| two fixed seeds per scene. This adds Super to the existing Edge/Nano release. | |
| The original 320 × 192, 61-frame, 24 FPS, 35-step, CFG 6 exports are copied without re-encoding. | |
| Each package is independently usable. Total ZIP size: **11,294,910,657 bytes (11.295 GB)**. | |
| | Benchmark | Method | Package | Videos | Size | | |
| |---|---|---|---:|---:| | |
| | paibench | BF16 | [super_paibench_bf16.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_bf16.zip?download=true) | 2,088 | 0.722 GB | | |
| | paibench | FP8 | [super_paibench_fp8.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_fp8.zip?download=true) | 2,088 | 0.768 GB | | |
| | paibench | NVFP4-AWQ W4A16 reference | [super_paibench_awq_reference.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_awq_reference.zip?download=true) | 2,088 | 0.734 GB | | |
| | paibench | Plain W4A4 | [super_paibench_fp4_base.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_fp4_base.zip?download=true) | 2,088 | 0.925 GB | | |
| | paibench | ARCQuant 50% | [super_paibench_arcquant.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_arcquant.zip?download=true) | 2,088 | 0.780 GB | | |
| | paibench | ARCQuant 100% | [super_paibench_arcquant100.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_arcquant100.zip?download=true) | 2,088 | 0.747 GB | | |
| | paibench | SharQ | [super_paibench_sharq_perf.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_sharq_perf.zip?download=true) | 2,088 | 0.782 GB | | |
| | paibench | ThunderWorld 1.5× | [super_paibench_b1.5_protected_n.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_b1.5_protected_n.zip?download=true) | 2,088 | 0.833 GB | | |
| | paibench | ThunderWorld 2× | [super_paibench_b2_joint.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_paibench_b2_joint.zip?download=true) | 2,088 | 0.772 GB | | |
| | rbench | BF16 | [super_rbench_bf16.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_bf16.zip?download=true) | 1,300 | 0.421 GB | | |
| | rbench | FP8 | [super_rbench_fp8.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_fp8.zip?download=true) | 1,300 | 0.462 GB | | |
| | rbench | NVFP4-AWQ W4A16 reference | [super_rbench_awq_reference.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_awq_reference.zip?download=true) | 1,300 | 0.428 GB | | |
| | rbench | Plain W4A4 | [super_rbench_fp4_base.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_fp4_base.zip?download=true) | 1,300 | 0.579 GB | | |
| | rbench | ARCQuant 50% | [super_rbench_arcquant.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_arcquant.zip?download=true) | 1,300 | 0.468 GB | | |
| | rbench | ARCQuant 100% | [super_rbench_arcquant100.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_arcquant100.zip?download=true) | 1,300 | 0.439 GB | | |
| | rbench | SharQ | [super_rbench_sharq_perf.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_sharq_perf.zip?download=true) | 1,300 | 0.473 GB | | |
| | rbench | ThunderWorld 1.5× | [super_rbench_b1.5_protected_n.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_b1.5_protected_n.zip?download=true) | 1,300 | 0.502 GB | | |
| | rbench | ThunderWorld 2× | [super_rbench_b2_joint.zip](https://huggingface.co/datasets/Concyclics/thunderworld-benchmark/resolve/main/super/super_rbench_b2_joint.zip?download=true) | 1,300 | 0.459 GB | | |
| ## Download and verify | |
| ```bash | |
| hf download Concyclics/thunderworld-benchmark --type dataset --include 'super/*' --local-dir thunderworld-benchmark | |
| cd thunderworld-benchmark/super | |
| sha256sum -c SHA256SUMS | |
| unzip super_rbench_b2_joint.zip | |
| cd super_rbench_b2_joint | |
| sha256sum -c SHA256SUMS | |
| ``` | |
| To download one method, replace the include pattern with `super/*_b2_joint.*`. | |
| `packages.json` records exact archive sizes, counts, hashes and validation results. | |
| `sample_index.jsonl.gz` maps all 30,492 samples to archives and internal video/metadata | |
| paths without downloading the ZIPs. Each archive contains full `judge_index.jsonl` | |
| and method-label-free `judge_inputs.jsonl`, with paths relative to its extracted directory. | |
| ## Contents and protocol | |
| Every package includes original MP4 exports, conditioning images, exact prompts/seeds, | |
| original per-video metadata, generation receipts and referenced generation logs. | |
| Frozen model/method definitions and export provenance are included under `provenance/`. | |
| The nine methods are BF16, native W8A8 FP8, plain W4A4, NVFP4-AWQ W4A16 quality | |
| reference, ARCQuant 50%, ARCQuant 100%, SharQ, ThunderWorld 1.5× and ThunderWorld 2×. | |
| These are the study's Cosmos adaptations; `method_spec` and frozen model manifests | |
| define the actual execution. AWQ is a decoded quality reference, not a qualified | |
| native-kernel speed result. Full-corpus results include previous development scenes; | |
| they are not held-out scene generalization. Generation/judging completed on 2026-10-10. | |
| All MP4/input bytes were checked against export hashes. Every archived member was | |
| read back for SHA256/ZIP-CRC verification; one video per method and benchmark was | |
| decoded for dimensions, frame count and FPS (18 representatives). Packaging did | |
| not change the generation or encoding. The original logs include shared-device | |
| timings; these are not exclusive-GPU performance measurements. | |
| MP4 uses H.264/yuv420p CRF15 and is lossy. Super NPZ, lossless MKV, model weights | |
| and AR tensor caches are **not included** in these video packages. The existing | |
| repository `npz/` contains the earlier Edge/Nano inventory, not Super NPZ. Use | |
| original floating-point/lossless outputs for strict pixel consistency metrics. | |
| Upstream benchmark-input and model terms remain applicable. | |
| [Code](https://github.com/Concyclics/ThunderWorld) · | |
| [Paper](https://www.preprints.org/manuscript/202610.0689) · | |
| [Models](https://huggingface.co/collections/Concyclics/thunderworld-cosmos3-fp4) | |