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  3. data/train/metadata.jsonl +0 -0
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  46. data/validation/metadata.jsonl +0 -0
  47. reports/excluded_records.jsonl +80 -0
  48. reports/export_summary.json +24 -0
  49. scripts/export_passive_single.py +256 -0
  50. scripts/upload_hf_dataset.py +68 -0
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+ __pycache__/
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+ *.pyc
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+ ---
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+ pretty_name: ESI-Bench Passive Single-View Renders
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+ language:
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+ - en
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+ task_categories:
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+ - visual-question-answering
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+ size_categories:
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+ - 1K<n<10K
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+ license: other
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+ tags:
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+ - embodied-ai
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+ - spatial-reasoning
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+ - synthetic-data
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+ - omnigibson
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+ - behavior-1k
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data/train/**
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+ - split: validation
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+ path: data/validation/**
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+ ---
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+
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+ # ESI-Bench Passive Single-View Renders
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+
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+ This standalone dataset contains one passive RGB observation for successfully rendered ESI-Bench question instances. It is designed for visual question answering and passive-observation baselines for embodied spatial intelligence.
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+
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+ The repository uses the Hugging Face ImageFolder format. Each image is paired with a row in the nearest `metadata.jsonl` through the `file_name` column.
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+
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+ ## Dataset Structure
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+
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+ The release contains 3,422 PNG images at 1280 x 720 resolution:
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+
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+ | Split | Images | Meaning |
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+ | --- | ---: | --- |
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+ | `train` | 3,189 | Passed the automatic preview-quality checks |
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+ | `validation` | 233 | Rendered successfully but flagged by the automatic quality checks |
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+
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+ These are quality partitions, not conventional machine-learning train and validation splits. The `validation` split contains 220 images flagged as `very_low_information` and 13 flagged as `constant_image`. Consumers should inspect the `quality_reasons_json` and `usable_preview` fields before deciding whether to include these samples.
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+
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+ Eighty manifest entries without a publishable render result and one orphaned PNG without a successful manifest result are excluded. A sanitized audit is provided under `reports/`.
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+
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+ ## Metadata Schema
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+
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+ Each metadata row contains:
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+
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+ | Field | Description |
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+ | --- | --- |
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+ | `file_name` | Image path relative to the split directory; used by ImageFolder |
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+ | `id` | Zero-padded ESI-Bench question ID |
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+ | `source_index` | Original render-manifest index |
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+ | `big_task`, `small_task` | ESI-Bench task taxonomy |
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+ | `runner_task` | Internal benchmark runner family |
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+ | `scene`, `room` | OmniGibson scene and room identifiers |
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+ | `question`, `answer` | Question and reference answer associated with the rendered observation |
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+ | `answer_type` | Answer format such as choice, count, boolean, or freeform |
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+ | `options_json` | JSON-encoded answer options |
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+ | `render_status` | `rendered` or `rendered_warning` |
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+ | `quality_reasons_json` | JSON-encoded automatic quality warnings |
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+ | `usable_preview` | Automatic preview-usability flag |
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+ | `width`, `height`, `size_bytes` | Image properties measured during rendering |
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+ | `camera_pose_json` | JSON-encoded camera pose when available |
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+ | `camera_info_json` | JSON-encoded task-specific camera selection metadata |
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+ | `env_postprocess_json` | JSON-encoded environment postprocessing metadata |
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+
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+ Local filesystem paths, temporary paths, process logs, retry traces, and simulator stderr/stdout are intentionally excluded from the public metadata.
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+
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+ ## Loading
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("ESI-Bench/esi-bench-passive-single")
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+ clean = dataset["train"]
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+ quality_warnings = dataset["validation"]
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+ ```
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+
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+ To keep only records accepted by the automatic quality check:
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+
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+ ```python
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+ clean = dataset["train"].filter(lambda row: row["usable_preview"])
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+ ```
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+
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+ ## Task Taxonomy
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+
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+ The dataset covers the ten ESI-Bench categories:
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+
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+ - Action Sequencing
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+ - Cognitive Mapping
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+ - Enumerative Perception
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+ - Metric Comparison
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+ - Perceptual Grounding
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+ - Physical Dynamics
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+ - Physical Structure
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+ - Spatial Relations
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+ - Specular Reflection
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+ - Temporal Understanding
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+
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+ ## Intended Use and Limitations
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+
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+ The images are synthetic observations rendered in OmniGibson from ESI-Bench task instances. They are intended for embodied spatial reasoning research, visual question answering evaluation, and passive-observation baselines.
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+
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+ Automatic quality heuristics can produce false positives and false negatives. In particular, visually sparse scenes can be valid for some tasks. The quality-warning split is retained to make this decision transparent rather than silently discarding every flagged render.
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+
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+ The data reflects the environments, assets, rendering pipeline, and task generation procedures used by ESI-Bench and should not be treated as representative of real-world visual distributions.
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @inproceedings{hong2026esibench,
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+ title = {{ESI-Bench}: Towards Embodied Spatial Intelligence that Closes the Perception-Action Loop},
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+ author = {Hong, Yining and Liu, Jiageng and Yin, Han and Li, Manling and Guibas, Leonidas and Li, Fei-Fei and Wu, Jiajun and Choi, Yejin},
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+ year = {2026}
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+ }
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+ ```
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+
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+ This dataset also builds on BEHAVIOR-1K and OmniGibson. Please cite their corresponding publications when using the rendered observations.
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+
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+ ## License
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+
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+ The ESI-Bench source code is released under the MIT License. The rendered observations incorporate OmniGibson and BEHAVIOR-1K environments and assets and may be subject to their applicable asset and dataset terms. The repository therefore uses `license: other`; users and maintainers should verify the upstream redistribution terms before public release and use.
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+ {"source_index":1218,"big_task":"Perceptual Grounding","small_task":"Partial Occlusion","scene":"office_large","room":"meeting_room_4","render_status":"failed","reason":"no_publishable_render_result"}
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+ {"source_index":2107,"big_task":"Physical Structure","small_task":"Rigid Containment","scene":"grocery_store_half_stocked","room":"grocery_store_0","render_status":"failed","reason":"no_publishable_render_result"}
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+ {"source_index":2132,"big_task":"Physical Structure","small_task":"Rigid Containment","scene":"restaurant_hotel","room":"lobby_0","render_status":"failed","reason":"no_publishable_render_result"}
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+ {"source_index":3055,"big_task":"Specular Reflection","small_task":"Reflection Authoring","scene":"grocery_store_convenience","room":"bathroom_0","render_status":"failed","reason":"no_publishable_render_result"}
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+ {"source_index":3056,"big_task":"Specular Reflection","small_task":"Reflection Authoring","scene":"grocery_store_convenience","room":"grocery_store_0","render_status":"failed","reason":"no_publishable_render_result"}
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+ {"source_index":3137,"big_task":"Specular Reflection","small_task":"Spatial Relations","scene":"Pomaria_0_int","room":"private_office_0","render_status":"failed","reason":"no_publishable_render_result"}
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+ {"source_index":3138,"big_task":"Specular Reflection","small_task":"Spatial Relations","scene":"Pomaria_0_int","room":"private_office_0","render_status":"failed","reason":"no_publishable_render_result"}
77
+ {"source_index":3139,"big_task":"Specular Reflection","small_task":"Spatial Relations","scene":"Pomaria_0_int","room":"private_office_0","render_status":"failed","reason":"no_publishable_render_result"}
78
+ {"source_index":3141,"big_task":"Specular Reflection","small_task":"Spatial Relations","scene":"Pomaria_2_int","room":"bedroom_0","render_status":"failed","reason":"no_publishable_render_result"}
79
+ {"source_index":3165,"big_task":"Specular Reflection","small_task":"Spatial Relations","scene":"grocery_store_convenience","room":"bathroom_0","render_status":"failed","reason":"no_publishable_render_result"}
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reports/export_summary.json ADDED
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+ {
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+ "manifest_rows": 3502,
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+ "question_rows": 3502,
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+ "published_images": 3422,
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+ "splits": {
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+ "train": 3189,
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+ "validation": 233
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+ },
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+ "excluded_manifest_rows": 80,
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+ "excluded_status_counts": {
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+ "failed": 80
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+ },
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+ "orphan_image_count": 1,
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+ "orphan_images": [
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+ "Enumerative_Perception/Counting_w_Occlusion/Beechwood_0_garden/living_room_0/0398_q_004.png"
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+ ],
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+ "warning_reason_counts": {
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+ "constant_image": 13,
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+ "very_low_information": 220
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+ },
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+ "image_placement": {
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+ }
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+ }
scripts/export_passive_single.py ADDED
@@ -0,0 +1,256 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ """Build the standalone ESI-Bench passive-single Hugging Face dataset repo."""
3
+
4
+ from __future__ import annotations
5
+
6
+ import argparse
7
+ import json
8
+ import os
9
+ import shutil
10
+ from collections import Counter
11
+ from pathlib import Path
12
+ from typing import Any
13
+
14
+
15
+ PROJECT_ROOT = Path(__file__).resolve().parents[2]
16
+ DEFAULT_SOURCE_ROOT = PROJECT_ROOT / "outputs/passive_single"
17
+ DEFAULT_MANIFEST = DEFAULT_SOURCE_ROOT / "all_manifest.jsonl"
18
+ DEFAULT_QUESTIONS = PROJECT_ROOT / "hf_dataset/data/questions.jsonl"
19
+ DEFAULT_OUTPUT_ROOT = PROJECT_ROOT / "hf_passive_single_dataset"
20
+
21
+
22
+ def read_jsonl(path: Path) -> list[dict[str, Any]]:
23
+ rows: list[dict[str, Any]] = []
24
+ with path.open(encoding="utf-8") as handle:
25
+ for line_number, line in enumerate(handle, start=1):
26
+ line = line.strip()
27
+ if not line:
28
+ continue
29
+ try:
30
+ value = json.loads(line)
31
+ except json.JSONDecodeError as exc:
32
+ raise SystemExit(f"Invalid JSON in {path}:{line_number}: {exc}") from exc
33
+ if not isinstance(value, dict):
34
+ raise SystemExit(f"Expected an object in {path}:{line_number}")
35
+ rows.append(value)
36
+ return rows
37
+
38
+
39
+ def json_text(value: Any) -> str:
40
+ return json.dumps(value, ensure_ascii=False, separators=(",", ":"))
41
+
42
+
43
+ def relative_image_path(raw_path: str) -> Path:
44
+ prefix = "outputs/passive_single/"
45
+ normalized = raw_path.replace("\\", "/")
46
+ if normalized.startswith(prefix):
47
+ normalized = normalized[len(prefix) :]
48
+ relative = Path(normalized)
49
+ if relative.is_absolute() or ".." in relative.parts:
50
+ raise SystemExit(f"Unsafe output_image path: {raw_path}")
51
+ return relative
52
+
53
+
54
+ def action_qa(row: dict[str, Any]) -> tuple[str | None, str | None, str | None, str | None]:
55
+ result = row.get("result")
56
+ if not isinstance(result, dict):
57
+ return None, None, None, None
58
+ camera_info = result.get("camera_info")
59
+ if not isinstance(camera_info, dict):
60
+ return None, None, None, None
61
+ qa = camera_info.get("qa")
62
+ if not isinstance(qa, dict) or not qa.get("question"):
63
+ return None, None, None, None
64
+
65
+ answers = {
66
+ key: qa[key]
67
+ for key in ("answer_A", "answer_C")
68
+ if key in qa
69
+ }
70
+ options: dict[str, Any] = {}
71
+ if "choices_A" in qa:
72
+ options["A"] = qa["choices_A"]
73
+ if "choices_C" in qa:
74
+ options["C"] = qa["choices_C"]
75
+ return (
76
+ str(qa["question"]),
77
+ json_text(answers) if answers else None,
78
+ "choice" if answers else None,
79
+ json_text(options) if options else None,
80
+ )
81
+
82
+
83
+ def public_metadata(
84
+ manifest_row: dict[str, Any],
85
+ question_row: dict[str, Any],
86
+ file_name: str,
87
+ ) -> dict[str, Any]:
88
+ result = manifest_row["result"]
89
+ quality = result.get("quality") if isinstance(result.get("quality"), dict) else {}
90
+
91
+ rendered_question, rendered_answer, rendered_answer_type, rendered_options = action_qa(manifest_row)
92
+ camera_pose = result.get("camera_pose")
93
+ camera_info = result.get("camera_info")
94
+ env_postprocess = result.get("env_postprocess")
95
+
96
+ return {
97
+ "file_name": file_name,
98
+ "id": str(result["id"]),
99
+ "source_index": manifest_row.get("index"),
100
+ "big_task": manifest_row.get("big_task") or result.get("big_task"),
101
+ "small_task": manifest_row.get("small_task") or result.get("small_task"),
102
+ "runner_task": question_row.get("runner_task") or result.get("runner_task"),
103
+ "scene": manifest_row.get("scene") or result.get("scene"),
104
+ "room": manifest_row.get("room") or result.get("room"),
105
+ "question": rendered_question or question_row.get("question"),
106
+ "answer": rendered_answer or question_row.get("answer"),
107
+ "answer_type": rendered_answer_type or question_row.get("answer_type"),
108
+ "options_json": rendered_options or question_row.get("options_json") or "{}",
109
+ "render_status": manifest_row.get("status"),
110
+ "quality_reasons_json": json_text(quality.get("quality_reasons") or []),
111
+ "usable_preview": bool(quality.get("usable_preview")),
112
+ "width": quality.get("width"),
113
+ "height": quality.get("height"),
114
+ "size_bytes": quality.get("size_bytes"),
115
+ "camera_pose_json": json_text(camera_pose or {}),
116
+ "camera_info_json": json_text(camera_info or {}),
117
+ "env_postprocess_json": json_text(env_postprocess or {}),
118
+ }
119
+
120
+
121
+ def place_image(source: Path, destination: Path, mode: str) -> str:
122
+ destination.parent.mkdir(parents=True, exist_ok=True)
123
+ if mode == "copy":
124
+ shutil.copy2(source, destination)
125
+ return "copied"
126
+ try:
127
+ os.link(source, destination)
128
+ return "linked"
129
+ except OSError:
130
+ shutil.copy2(source, destination)
131
+ return "copied"
132
+
133
+
134
+ def write_jsonl(path: Path, rows: list[dict[str, Any]]) -> None:
135
+ path.parent.mkdir(parents=True, exist_ok=True)
136
+ with path.open("w", encoding="utf-8") as handle:
137
+ for row in rows:
138
+ handle.write(json_text(row))
139
+ handle.write("\n")
140
+
141
+
142
+ def main() -> int:
143
+ parser = argparse.ArgumentParser(description=__doc__)
144
+ parser.add_argument("--source-root", type=Path, default=DEFAULT_SOURCE_ROOT)
145
+ parser.add_argument("--manifest", type=Path, default=DEFAULT_MANIFEST)
146
+ parser.add_argument("--questions", type=Path, default=DEFAULT_QUESTIONS)
147
+ parser.add_argument("--output-root", type=Path, default=DEFAULT_OUTPUT_ROOT)
148
+ parser.add_argument("--copy", action="store_true", help="Copy images instead of using hard links when possible.")
149
+ parser.add_argument("--overwrite", action="store_true", help="Replace an existing generated data directory.")
150
+ args = parser.parse_args()
151
+
152
+ source_root = args.source_root.resolve()
153
+ manifest_path = args.manifest.resolve()
154
+ questions_path = args.questions.resolve()
155
+ output_root = args.output_root.resolve()
156
+ data_root = output_root / "data"
157
+ reports_root = output_root / "reports"
158
+
159
+ if output_root == PROJECT_ROOT or output_root == source_root:
160
+ raise SystemExit(f"Refusing unsafe output root: {output_root}")
161
+ if data_root.exists() or reports_root.exists():
162
+ if not args.overwrite:
163
+ raise SystemExit("Generated data/reports already exist. Pass --overwrite to rebuild them.")
164
+ if data_root.exists():
165
+ shutil.rmtree(data_root)
166
+ if reports_root.exists():
167
+ shutil.rmtree(reports_root)
168
+
169
+ manifest_rows = read_jsonl(manifest_path)
170
+ question_rows = read_jsonl(questions_path)
171
+ questions_by_id = {str(row["id"]): row for row in question_rows}
172
+ if len(questions_by_id) != len(question_rows):
173
+ raise SystemExit("Question IDs are not unique")
174
+
175
+ metadata_by_split: dict[str, list[dict[str, Any]]] = {"train": [], "validation": []}
176
+ excluded: list[dict[str, Any]] = []
177
+ referenced_images: set[Path] = set()
178
+ placement_counts: Counter[str] = Counter()
179
+
180
+ for row in manifest_rows:
181
+ status = row.get("status")
182
+ result = row.get("result")
183
+ if status not in {"rendered", "rendered_warning"} or not isinstance(result, dict):
184
+ excluded.append(
185
+ {
186
+ "source_index": row.get("index"),
187
+ "big_task": row.get("big_task"),
188
+ "small_task": row.get("small_task"),
189
+ "scene": row.get("scene"),
190
+ "room": row.get("room"),
191
+ "render_status": status,
192
+ "reason": "no_publishable_render_result",
193
+ }
194
+ )
195
+ continue
196
+
197
+ item_id = str(result.get("id") or "")
198
+ if not item_id or item_id not in questions_by_id:
199
+ raise SystemExit(f"Missing standardized question metadata for rendered ID {item_id!r}")
200
+ raw_image_path = result.get("output_image")
201
+ if not isinstance(raw_image_path, str):
202
+ raise SystemExit(f"Rendered ID {item_id} has no output_image")
203
+
204
+ relative = relative_image_path(raw_image_path)
205
+ source = source_root / relative
206
+ if not source.is_file():
207
+ raise SystemExit(f"Missing rendered image for ID {item_id}: {source}")
208
+ referenced_images.add(relative)
209
+
210
+ split = "train" if status == "rendered" else "validation"
211
+ destination = data_root / split / relative
212
+ placement_counts[place_image(source, destination, "copy" if args.copy else "link")] += 1
213
+ metadata_by_split[split].append(
214
+ public_metadata(row, questions_by_id[item_id], relative.as_posix())
215
+ )
216
+
217
+ for split, rows in metadata_by_split.items():
218
+ rows.sort(key=lambda row: row["id"])
219
+ write_jsonl(data_root / split / "metadata.jsonl", rows)
220
+
221
+ all_pngs = {
222
+ path.relative_to(source_root)
223
+ for path in source_root.rglob("*.png")
224
+ if path.is_file()
225
+ }
226
+ orphan_images = sorted(path.as_posix() for path in all_pngs - referenced_images)
227
+ failed_counts = Counter(row.get("render_status") for row in excluded)
228
+ warning_reasons = Counter(
229
+ reason
230
+ for row in metadata_by_split["validation"]
231
+ for reason in json.loads(row["quality_reasons_json"])
232
+ )
233
+
234
+ summary = {
235
+ "manifest_rows": len(manifest_rows),
236
+ "question_rows": len(question_rows),
237
+ "published_images": sum(len(rows) for rows in metadata_by_split.values()),
238
+ "splits": {split: len(rows) for split, rows in metadata_by_split.items()},
239
+ "excluded_manifest_rows": len(excluded),
240
+ "excluded_status_counts": dict(sorted(failed_counts.items(), key=lambda item: str(item[0]))),
241
+ "orphan_image_count": len(orphan_images),
242
+ "orphan_images": orphan_images,
243
+ "warning_reason_counts": dict(sorted(warning_reasons.items())),
244
+ "image_placement": dict(sorted(placement_counts.items())),
245
+ }
246
+ write_jsonl(reports_root / "excluded_records.jsonl", excluded)
247
+ (reports_root / "export_summary.json").write_text(
248
+ json.dumps(summary, ensure_ascii=False, indent=2) + "\n",
249
+ encoding="utf-8",
250
+ )
251
+ print(json.dumps(summary, ensure_ascii=False, indent=2))
252
+ return 0
253
+
254
+
255
+ if __name__ == "__main__":
256
+ raise SystemExit(main())
scripts/upload_hf_dataset.py ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env python3
2
+ """Create and upload the standalone passive-single dataset repository."""
3
+
4
+ from __future__ import annotations
5
+
6
+ import argparse
7
+ import json
8
+ from pathlib import Path
9
+
10
+ from huggingface_hub import HfApi
11
+
12
+
13
+ DEFAULT_REPO_ROOT = Path(__file__).resolve().parents[1]
14
+
15
+
16
+ def validate(repo_root: Path) -> None:
17
+ required = [
18
+ repo_root / "README.md",
19
+ repo_root / "data/train/metadata.jsonl",
20
+ repo_root / "data/validation/metadata.jsonl",
21
+ repo_root / "reports/export_summary.json",
22
+ ]
23
+ missing = [str(path) for path in required if not path.is_file()]
24
+ if missing:
25
+ raise SystemExit("Missing required files:\n" + "\n".join(missing))
26
+
27
+ summary = json.loads((repo_root / "reports/export_summary.json").read_text(encoding="utf-8"))
28
+ if summary.get("published_images") != 3422:
29
+ raise SystemExit(f"Unexpected published image count: {summary.get('published_images')}")
30
+
31
+
32
+ def main() -> int:
33
+ parser = argparse.ArgumentParser(description=__doc__)
34
+ parser.add_argument("--repo-id", default="ESI-Bench/esi-bench-passive-single")
35
+ parser.add_argument("--repo-root", type=Path, default=DEFAULT_REPO_ROOT)
36
+ parser.add_argument("--private", action="store_true")
37
+ parser.add_argument("--revision", default=None)
38
+ parser.add_argument("--num-workers", type=int, default=None)
39
+ args = parser.parse_args()
40
+
41
+ repo_root = args.repo_root.resolve()
42
+ validate(repo_root)
43
+
44
+ api = HfApi()
45
+ api.create_repo(
46
+ repo_id=args.repo_id,
47
+ repo_type="dataset",
48
+ private=args.private,
49
+ exist_ok=True,
50
+ )
51
+ api.upload_large_folder(
52
+ repo_id=args.repo_id,
53
+ repo_type="dataset",
54
+ folder_path=repo_root,
55
+ revision=args.revision,
56
+ num_workers=args.num_workers,
57
+ ignore_patterns=[
58
+ "**/__pycache__/**",
59
+ "**/*.pyc",
60
+ ".git/**",
61
+ ],
62
+ )
63
+ print(f"Uploaded to https://huggingface.co/datasets/{args.repo_id}")
64
+ return 0
65
+
66
+
67
+ if __name__ == "__main__":
68
+ raise SystemExit(main())