Datasets:
id stringlengths 6 61 | composite_latent_bytes unknown | composite_latent_shape listlengths 4 4 | composite_latent_dtype stringclasses 1
value | mask_latent_bytes unknown | mask_latent_shape listlengths 4 4 | mask_latent_dtype stringclasses 1
value | fg_latent_bytes unknown | fg_latent_shape listlengths 4 4 | fg_latent_dtype stringclasses 1
value | bg_latent_bytes unknown | bg_latent_shape listlengths 4 4 | bg_latent_dtype stringclasses 1
value | text_embedding_bytes unknown | text_embedding_shape listlengths 2 2 | text_embedding_dtype stringclasses 1
value | file_name stringlengths 6 61 | caption stringlengths 297 691 | source stringclasses 5
values | media_type stringclasses 1
value | width int64 832 832 | height int64 480 480 | num_frames int64 21 81 | fps float64 16 16 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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04797fd466847e7d611a49928e514d81__zoom_out | "ACD3vgCAu74AwNS+AEC1vgAgN78AgAa/AMAZvwBAD78AIKG+AMDnvgCgIL8AgLW+AOA8vwDgQL8AQB2/AAAQvwAgNb8AYCW/AMA(...TRUNCATED) | [
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0b7f4a25-f9b5-47af-adf2-049213640ecb_0_0__zoom_out | "AKBXPgBgs74A4M2+ACCePgDA2b4A4EG/AMA1vwCg0z4AILI+ACCAPgDA3D0AoDm/ACAHvgDAt74AAMG+AMDEvgBgpr4AwO6+AKC(...TRUNCATED) | [
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0c5d16e59e0bcf4f85a73e64bfca5d5d_0__zoom_in | "AGDJvgCAkL4A4Jy+ACBNvwAA9b4AwOi+AKAOvwDgAL8AQJm+AIBovwAger4AwGK/AMBOvwBga78AYFC/AMCUvADAbL8AIIC/ACC(...TRUNCATED) | [
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0cc68856-6eb5-4a65-8961-f025ac8b0acd_0_4__zoom_in | "AKB+vgAAl74AIHi+ACCqvgAg0r0AwJi+ACCtvgCAZb4AIDS+AMDxvABgPr4A4Km+AOCSvQBAvb0AwFW9AIA+vQAAgj0AYDu6AMB(...TRUNCATED) | [
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14ede18c4a8932abe11dc3374dc8c889_0__zoom_out | "AKClPwAgyT8AgLs/AIDPPwAgxj8AgNA/AADGPwCgxD8AwMw/AKDMPwAAuT8AgEs/AICgPwBgyD8A4MQ/AGDIPwAgxz8A4L4/ACC(...TRUNCATED) | [
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] | float16 | 14ede18c4a8932abe11dc3374dc8c889_0__zoom_out | "Remove the young man in the brown suit and black shirt reading a magazine, along with the sharp sha(...TRUNCATED) | peeloff | video | 832 | 480 | 81 | 16 |
155cce3f-01ca-4c1c-a740-7e9b79c60240_scene112633_0_0__zoom_in | "AIABPwCAFT8AQB8/AIBFPwCAXz8AYC4/AMA0PwCARz8AoC0/AEAOPwDAMD8AQCY/AODfPgCARz8AYFg/AGBJPwAAHT8AACg/AOA(...TRUNCATED) | [
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1c5ccddec2441e945eade78821613de3__zoom_out | "AGDkvwAgA8AAAAbAAEAFwACgAMAAAALAAIAFwAAgC8AAwAPAACALwABgBMAAoPi/AAALwADgBcAAIAHAAKD+vwDAAMAAYAPAAAA(...TRUNCATED) | [
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20240614_1_300_hdri_seq_000039 | "AIBovwCAqr8AoIm/AOBpvwDgAb8AwMC+AOC1vgAADr8AoBK/AMAlvwBg3b4AgBq/ACDkvgBA2b4AAMi+AMAbvwBgar8AYEe/ACB(...TRUNCATED) | [
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20240617_10_500_hdri_seq_000420_t1 | "AOB0PwCAoD8AgIQ/AIBiPwBATD8AgFA/AKAoPwAgCD8AABw/AGAUPwDgDj8AoII/ACA4PwDgHz8AIIw+AACcPgDgfT4AoKs8ACA(...TRUNCATED) | [
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End of preview. Expand in Data Studio
LayerGen — Eval-Set Latents (VAE latents + baked text embeddings)
Pre-encoded evaluation-set inputs for the LayerGen layer-decomposition / harmonization models, so inference can run anywhere (off-AIP) without the raw video → VAE-encode → umT5-encode pipeline.
Each *.parquet is one clip and is fully self-contained:
| column group | contents |
|---|---|
{composite,mask,fg,bg}_latent_bytes (+ _shape, _dtype) |
4-stream Wan-VAE latents, 81f/21 latent-T, fp16, [16,21,60,104] |
text_embedding_bytes (+ _shape, _dtype) |
baked umT5 edit-instruction embedding (Wan text encoder, 512-token) |
caption, source, id, width, height, num_frames, fps |
metadata |
Because the umT5 embedding is baked in, no text encoder is needed at inference — read with
data_format: latents and the per-clip text_embedding comes straight from the parquet.
Pools (latest editcap captioning scheme)
| pool | clips | task | notes |
|---|---|---|---|
_val_latents_81f_editcap_dec_combined/all |
678 | decompose | full eval: RORD50 / PROVE-M/H / VOR-Eval/Wild / ROSE-Bench + synthetic |
_val_latents_81f_editcap_har_combined/all |
458 | harmonize | full harmonize eval |
_val_latents_81f_editcap_dec_pvix/all |
76 | decompose | PVIX (no-GT) |
_val_latents_xcompv2_editcap_har/all |
75 | harmonize | cross-composition (harmonize-hard-v1) |
prompt_fix_pool/all |
306 | decompose | CFG expt — 34 clips × 3 prompt-fixes × 3 seeds (no-CFG) |
prompt_fix_pool_cfg/all |
171 | decompose | CFG expt — CFG-2 subset |
prompt_fix_pool_har/all |
180 | harmonize | CFG expt — 20 xcomp clips × 3 × 3 (CFG + no-CFG) |
Crop to 41f/61f at load via num_latent_t (11 / 16 / 21). Type-4 harmonize checkpoints require
FASTVIDEO_FG_CORRUPT_TYPE_ID=4; combined checkpoints need COMBINED_INFER=1.
Off-AIP inference (recipe)
from huggingface_hub import snapshot_download
# pull one pool locally
snapshot_download("cs-mshah/layergen-eval-latents", repo_type="dataset",
allow_patterns="_val_latents_81f_editcap_dec_combined/**",
local_dir="evals")
# then point the inference config's validation.data_path at
# evals/_val_latents_81f_editcap_dec_combined/all (data_format: latents)
DiT checkpoints are public under cs-mshah; decode uses the public
Wan2.2-14B VAE. Companion output-viewer datasets: cs-mshah/layergen-evals (+ -baselines).
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