Restore six-split PROWBench dataset viewer
Browse files
README.md
CHANGED
|
@@ -10,13 +10,29 @@ tags:
|
|
| 10 |
- programmable-world-models
|
| 11 |
arxiv: "2610.02205"
|
| 12 |
pretty_name: PROWBench — Episodes
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 13 |
---
|
| 14 |
|
| 15 |
# PROWBench Dataset
|
| 16 |
|
| 17 |
**Do Video Models Render What the Program Specifies?**
|
| 18 |
|
| 19 |
-
**TL;DR —** PROWBench evaluates whether video models render program-specified motion and interactions, using recorded world states and timestamped events as references. This **private
|
| 20 |
|
| 21 |
[Paper](https://arxiv.org/abs/2610.02205) · [Project page](https://alaya-lab.github.io/PROWBench/) · [Gallery](https://alaya-lab.github.io/PROWBench/gallery.html) · [Code](https://github.com/AlayaLab/PROWBench)
|
| 22 |
|
|
@@ -36,14 +52,14 @@ These videos are **conditioning inputs**, not RGB ground-truth videos or generat
|
|
| 36 |
|
| 37 |
## Benchmark settings
|
| 38 |
|
| 39 |
-
| Paper setting | Directory under `episodes/` | Cases | Views | Proxy videos | Available RGB first frames |
|
| 40 |
-
|---|---|---:|---:|---:|---:|
|
| 41 |
-
| Main: Verified-FF, 5 s | `verified_first_frame/` | 40 | 40 | 120 | 40 verified appearance anchors |
|
| 42 |
-
| Main: Unverified-FF, 5 s | `unverified_first_frame/` | 90 | 90 | 270 | 0 prescribed anchors |
|
| 43 |
-
| Challenge: long horizon, 30 s | `long_video/` | 10 | 10 | 30 | 0 |
|
| 44 |
-
| Challenge: synchronized multi-view, 5 s | `multi_view/` | 10 | 40 | 120 | 0 |
|
| 45 |
-
| Additional domain-specific Gunfight cases, 5 s | `gunfight/` | 20 | 20 | 60 | 20 available source first frames |
|
| 46 |
-
| **Total** | | **170** | **200** | **600** | **60 available files** |
|
| 47 |
|
| 48 |
In Verified-FF, methods that accept an RGB first frame receive the same checked appearance reference for a view. In Unverified-FF, appearance is determined by the method from the prescribed text and control signals. Each multi-view case provides four synchronized third-person follow cameras. The Gunfight cases are a separate domain-specific collection used in the paper's PWM comparison; its 20 cases derive from ten source recordings.
|
| 49 |
|
|
@@ -55,7 +71,9 @@ This repository supplies the episode inputs and records. It does **not** include
|
|
| 55 |
|
| 56 |
## Usage
|
| 57 |
|
| 58 |
-
|
|
|
|
|
|
|
| 59 |
|
| 60 |
```bash
|
| 61 |
hf auth login
|
|
@@ -72,6 +90,7 @@ The repository keeps the source directory layout:
|
|
| 72 |
|
| 73 |
```text
|
| 74 |
episodes/
|
|
|
|
| 75 |
verified_first_frame/<case>/
|
| 76 |
unverified_first_frame/<case>/
|
| 77 |
long_video/<case>/
|
|
@@ -81,11 +100,11 @@ episodes/
|
|
| 81 |
|
| 82 |
An episode generally starts at `manifest.json` and has `scene/`, `cameras/`, `views/`, `logs/`, `annotations/`, and `validation/` as applicable. Under a selected camera's `views/<camera>/`, the `white/`, `mixed/`, and `colored-obb/` directories hold proxy media and prompts. Where supplied, the RGB appearance reference is in `views/<camera>/prompt-context/first_frame.png`. A case may have a named version subdirectory; follow its manifest and local metadata rather than assuming all cases have identical leaves.
|
| 83 |
|
| 84 |
-
|
| 85 |
|
| 86 |
## Provenance and scope
|
| 87 |
|
| 88 |
-
The uploaded tree
|
| 89 |
|
| 90 |
The full source bundle's root indexes, shared store, evaluation code, and historical provenance directory are outside this episodes-only release. Depth-conditioned inputs and generated model result videos are also absent. Engine event records describe the authored execution; they do not by themselves establish independent physical contact or causality. No public dataset license has been assigned to this private release.
|
| 91 |
|
|
|
|
| 10 |
- programmable-world-models
|
| 11 |
arxiv: "2610.02205"
|
| 12 |
pretty_name: PROWBench — Episodes
|
| 13 |
+
configs:
|
| 14 |
+
- config_name: default
|
| 15 |
+
default: true
|
| 16 |
+
data_files:
|
| 17 |
+
- split: full
|
| 18 |
+
path: episodes/splits/full.parquet
|
| 19 |
+
- split: verified_first_frame
|
| 20 |
+
path: episodes/splits/verified_first_frame.parquet
|
| 21 |
+
- split: unverified_first_frame
|
| 22 |
+
path: episodes/splits/unverified_first_frame.parquet
|
| 23 |
+
- split: long_video
|
| 24 |
+
path: episodes/splits/long_video.parquet
|
| 25 |
+
- split: multi_view
|
| 26 |
+
path: episodes/splits/multi_view.parquet
|
| 27 |
+
- split: neon
|
| 28 |
+
path: episodes/splits/neon.parquet
|
| 29 |
---
|
| 30 |
|
| 31 |
# PROWBench Dataset
|
| 32 |
|
| 33 |
**Do Video Models Render What the Program Specifies?**
|
| 34 |
|
| 35 |
+
**TL;DR —** PROWBench evaluates whether video models render program-specified motion and interactions, using recorded world states and timestamped events as references. This **private input release** preserves the `episodes/` directory hierarchy with **170 evaluation cases, 200 selected camera views, and 600 proxy videos**. Dataset Viewer indexes all **600 representation samples** across a full split and five group splits, with one image preview per case. Depth maps and generated model results are not included.
|
| 36 |
|
| 37 |
[Paper](https://arxiv.org/abs/2610.02205) · [Project page](https://alaya-lab.github.io/PROWBench/) · [Gallery](https://alaya-lab.github.io/PROWBench/gallery.html) · [Code](https://github.com/AlayaLab/PROWBench)
|
| 38 |
|
|
|
|
| 52 |
|
| 53 |
## Benchmark settings
|
| 54 |
|
| 55 |
+
| Paper setting | Directory under `episodes/` | Viewer split | Cases | Views | Proxy videos | Available RGB first frames |
|
| 56 |
+
|---|---|---|---:|---:|---:|---:|
|
| 57 |
+
| Main: Verified-FF, 5 s | `verified_first_frame/` | `verified_first_frame` | 40 | 40 | 120 | 40 verified appearance anchors |
|
| 58 |
+
| Main: Unverified-FF, 5 s | `unverified_first_frame/` | `unverified_first_frame` | 90 | 90 | 270 | 0 prescribed anchors |
|
| 59 |
+
| Challenge: long horizon, 30 s | `long_video/` | `long_video` | 10 | 10 | 30 | 0 |
|
| 60 |
+
| Challenge: synchronized multi-view, 5 s | `multi_view/` | `multi_view` | 10 | 40 | 120 | 0 |
|
| 61 |
+
| Additional domain-specific Gunfight cases, 5 s | `gunfight/` | `neon` | 20 | 20 | 60 | 20 available source first frames |
|
| 62 |
+
| **Total** | | `full` | **170** | **200** | **600** | **60 available files** |
|
| 63 |
|
| 64 |
In Verified-FF, methods that accept an RGB first frame receive the same checked appearance reference for a view. In Unverified-FF, appearance is determined by the method from the prescribed text and control signals. Each multi-view case provides four synchronized third-person follow cameras. The Gunfight cases are a separate domain-specific collection used in the paper's PWM comparison; its 20 cases derive from ten source recordings.
|
| 65 |
|
|
|
|
| 71 |
|
| 72 |
## Usage
|
| 73 |
|
| 74 |
+
The Dataset Viewer `full` split has **600 rows, one per representation sample**. Its five group splits select rows from `full`; they are **not additional samples**. Rows contain the episode and camera IDs, representation, prompt text, and direct paths to the proxy video, prompt, first frame (when available), and manifest. The `preview_image` column contains **one image per case** (170 in total), attached to its selected `mixed` row. For 60 cases it is an available RGB first frame; for the other 110 it is an existing proxy preview. A proxy preview is **not** an RGB conditioning first frame. Browse the complete source tree in **Files and versions**.
|
| 75 |
+
|
| 76 |
+
Authenticate with an account that has access to this private dataset and download it:
|
| 77 |
|
| 78 |
```bash
|
| 79 |
hf auth login
|
|
|
|
| 90 |
|
| 91 |
```text
|
| 92 |
episodes/
|
| 93 |
+
splits/ # Six Parquet Viewer indexes; source files remain below
|
| 94 |
verified_first_frame/<case>/
|
| 95 |
unverified_first_frame/<case>/
|
| 96 |
long_video/<case>/
|
|
|
|
| 100 |
|
| 101 |
An episode generally starts at `manifest.json` and has `scene/`, `cameras/`, `views/`, `logs/`, `annotations/`, and `validation/` as applicable. Under a selected camera's `views/<camera>/`, the `white/`, `mixed/`, and `colored-obb/` directories hold proxy media and prompts. Where supplied, the RGB appearance reference is in `views/<camera>/prompt-context/first_frame.png`. A case may have a named version subdirectory; follow its manifest and local metadata rather than assuming all cases have identical leaves.
|
| 102 |
|
| 103 |
+
The indexes are navigation aids; the episode files are the actual benchmark inputs. Viewer rows refer to those files and are not additional episodes or model outputs.
|
| 104 |
|
| 105 |
## Provenance and scope
|
| 106 |
|
| 107 |
+
The uploaded tree preserves the **22,781 relative file paths** of the source `PROWBench-release/episodes/` directory and adds six small Parquet indexes under `episodes/splits/` for browsing. To make the source directory usable by itself, **2,926 symlinks** that originally pointed to the sibling `.shared/` store were replaced with their target file bytes at the same paths, and **2,907 metadata files containing shared references** were expanded into ordinary JSON/JSONL content. Other copied files were checked against their source hashes. This is a standalone, materialized form of the episode tree; metadata files that contained shared references are not byte-identical to the compact source files.
|
| 108 |
|
| 109 |
The full source bundle's root indexes, shared store, evaluation code, and historical provenance directory are outside this episodes-only release. Depth-conditioned inputs and generated model result videos are also absent. Engine event records describe the authored execution; they do not by themselves establish independent physical contact or causality. No public dataset license has been assigned to this private release.
|
| 110 |
|
episodes/splits/full.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c9faa5b1e109318fe7c10aabc7a4e1fd946b38a55ca47c57bec04719b6da9cf8
|
| 3 |
+
size 48922896
|
episodes/splits/long_video.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:db0464572fdc291141815931bca45ea2856c250b544e52085abd6c97246922a3
|
| 3 |
+
size 322198
|
episodes/splits/multi_view.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9201e8ef564877a88da95f0285d27d046dff254a92274f10fd4d376e9719c6e3
|
| 3 |
+
size 491158
|
episodes/splits/neon.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:507b85ce68dec8d5be67e51496d490256e14dd785c06b52e5e5e29ff11034841
|
| 3 |
+
size 9099376
|
episodes/splits/unverified_first_frame.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a83b52419ed39f8d7fef7f0e6b1df85c4c46e3da772060a19a51a98319c2da86
|
| 3 |
+
size 3746287
|
episodes/splits/verified_first_frame.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c10a8dafeb5b22766c529e9d1d95be6729c125b1651110fa48fec452bfe199cb
|
| 3 |
+
size 35270418
|