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mignonjia
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multi3d_games

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id
string
vae_latent_bytes
unknown
vae_latent_shape
list
vae_latent_dtype
string
clip_feature_bytes
unknown
clip_feature_shape
list
clip_feature_dtype
string
first_frame_latent_bytes
unknown
first_frame_latent_shape
list
first_frame_latent_dtype
string
mouse_cond_bytes
unknown
mouse_cond_shape
list
mouse_cond_dtype
string
keyboard_cond_bytes
unknown
keyboard_cond_shape
list
keyboard_cond_dtype
string
pil_image_bytes
unknown
pil_image_shape
list
pil_image_dtype
string
file_name
string
caption
string
media_type
string
width
int64
height
int64
num_frames
int64
duration_sec
float64
fps
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End of preview.

multi3d_games Latent Dataset

Partial Multi3D games latent dataset uploaded to mignonjia/multi3d_games.

This dataset uses the expanded parquet layout rather than tar archive shards. It contains latent/video-conditioning rows for four gameplay videos from Horizon Forbidden West, Dark Souls Remastered, and Code Vein.

Layout 

README.md
map_style_cache/file_info.pkl
action_latent/node1/manifest.jsonl
action_latent/node1/manifest.rankNNN.jsonl
action_latent/node1/dist_merged.ok
action_latent/node1/dist_done/rankNNN.done
action_latent/node1/combined_parquet_dataset/rankNNN/worker_0/*.parquet

The uploaded repo contains one node (node1) split across 8 ranks: rank000 through rank007.

Size and Counts

  • Total uploaded data size: about 224.7 GB
  • Uploaded files: 1,715 data files plus README.md and .gitattributes
  • Parquet files: 1,696
  • Parquet rows / samples: 13,551
  • Manifest rows:
    • manifest.jsonl: 13,551 rows
    • rank manifests: 13,551 rows total
  • Rank parquet layout:
    • rank000: 212 parquet files, 1,694 rows, 26.17 GiB
    • rank001: 212 parquet files, 1,694 rows, 26.13 GiB
    • rank002: 212 parquet files, 1,694 rows, 26.14 GiB
    • rank003: 212 parquet files, 1,694 rows, 26.16 GiB
    • rank004: 212 parquet files, 1,694 rows, 26.15 GiB
    • rank005: 212 parquet files, 1,694 rows, 26.17 GiB
    • rank006: 212 parquet files, 1,694 rows, 26.16 GiB
    • rank007: 212 parquet files, 1,693 rows, 26.16 GiB

Source Videos

The rows come from four source videos:

idx video_id game rows shard
2246 KchWtQyuyvU Horizon Forbidden West 3,396 SHARD_0006
8224 d_lTaTapecI Dark Souls Remastered 3,969 SHARD_0026
12601 m2Nt3DVfYqk Code Vein 1,847 SHARD_0040
18529 soS-p5-Oh7A Dark Souls Remastered 4,339 SHARD_0059

Parquet Schema

Each parquet row stores byte arrays plus explicit shape and dtype metadata. The main fields are:

  • id: sample id, matching manifest ids
  • vae_latent_bytes, vae_latent_shape, vae_latent_dtype
  • clip_feature_bytes, clip_feature_shape, clip_feature_dtype
  • first_frame_latent_bytes, first_frame_latent_shape, first_frame_latent_dtype
  • mouse_cond_bytes, mouse_cond_shape, mouse_cond_dtype
  • keyboard_cond_bytes, keyboard_cond_shape, keyboard_cond_dtype
  • pil_image_bytes, pil_image_shape, pil_image_dtype
  • file_name, caption, media_type, width, height, num_frames, duration_sec, fps

Example row metadata:

  • vae_latent_shape: [16, 21, 60, 104], dtype float32
  • first_frame_latent_shape: [16, 21, 60, 104], dtype float32
  • clip_feature_shape: [257, 1280], dtype float32
  • mouse_cond_shape: [81, 2], dtype float32
  • keyboard_cond_shape: [81, 6], dtype float32
  • media_type: video
  • width: 480
  • height: 832
  • num_frames: 21
  • duration_sec: 2.7
  • fps: 30.0

Processing Notes

  • Source local root before upload: /mnt/weka/home/hao.zhang/alex/wm-lab/datas/datasets/multi3d-partial
  • The dataset was uploaded directly with hf upload-large-folder, preserving the expanded parquet paths.
  • The original local upload command used 8 workers and committed all 1,715 files successfully.
  • Multi3D mouse up/down convention was corrected before upload by flipping mouse_cond[:, 0].
  • The mouse flip was validated over all 1,696 parquet files and 13,551 rows. The final scan showed the expected swapped axis-0 sign counts relative to the pre-flip baseline.

Download

Download the full dataset:

hf download mignonjia/multi3d_games --repo-type dataset --local-dir multi3d_games

Download one rank only:

hf download mignonjia/multi3d_games \
  --repo-type dataset \
  --include 'action_latent/node1/combined_parquet_dataset/rank000/**' \
  --local-dir multi3d_games_rank000

Reading Arrays

The array fields are stored as raw bytes. Reconstruct them using the matching *_shape and *_dtype columns:

import numpy as np
import pandas as pd

df = pd.read_parquet("action_latent/node1/combined_parquet_dataset/rank000/worker_0/data_chunk_0.parquet")
row = df.iloc[0]

vae = np.frombuffer(row["vae_latent_bytes"], dtype=np.dtype(row["vae_latent_dtype"]))
vae = vae.reshape(tuple(row["vae_latent_shape"]))

mouse = np.frombuffer(row["mouse_cond_bytes"], dtype=np.dtype(row["mouse_cond_dtype"]))
mouse = mouse.reshape(tuple(row["mouse_cond_shape"]))

keyboard = np.frombuffer(row["keyboard_cond_bytes"], dtype=np.dtype(row["keyboard_cond_dtype"]))
keyboard = keyboard.reshape(tuple(row["keyboard_cond_shape"]))

Verification

  • Hugging Face repo after upload contained 1,716 files: .gitattributes plus 1,715 uploaded dataset files.
  • Upload log final state:
    • hashed: 1,715 / 1,715
    • pre-uploaded: 1,697 / 1,697
    • committed: 1,715 / 1,715
    • committed bytes: 224.7 GB / 224.7 GB
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Total file size:
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