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Datasets:
KAUST
/
InstructWaymo

Tasks:
Text Generation
Robotics
Modalities:
Tabular
Text
Formats:
json
Languages:
English
Size:
10M - 100M
Tags:
autonomous-driving
motion-planning
instruction-following
waymo-open-dataset
trajectory-generation
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
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Add InstructWaymo instruction annotations, eval manifests and dataset card

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  1. README.md +127 -0
  2. eval_meta/agent_lists/actual_agent0.json +0 -0
  3. eval_meta/agent_lists/actual_agent1.json +0 -0
  4. eval_meta/feb16_2025_validation/eval_meta.json +0 -0
  5. eval_meta/feb16_2025_validation/meta_gt1.json +3002 -0
  6. eval_meta/feb16_2025_validation/meta_neg1.json +4002 -0
  7. eval_meta/feb16_2025_validation/meta_pos1.json +4002 -0
  8. eval_meta/validation_30sep/eval_meta.json +0 -0
  9. eval_meta/validation_30sep/meta_gt1.json +0 -0
  10. eval_meta/validation_30sep/meta_neg1.json +0 -0
  11. eval_meta/validation_30sep/meta_pos1.json +0 -0
  12. gf_mtr_mapping-00000.jsonl.gz +3 -0
  13. train_instructions-00000.jsonl.gz +3 -0
  14. train_instructions-00001.jsonl.gz +3 -0
  15. train_instructions-00002.jsonl.gz +3 -0
  16. train_instructions-00003.jsonl.gz +3 -0
  17. train_instructions-00004.jsonl.gz +3 -0
  18. train_instructions-00005.jsonl.gz +3 -0
  19. train_instructions-00006.jsonl.gz +3 -0
  20. train_instructions-00007.jsonl.gz +3 -0
  21. train_instructions-00008.jsonl.gz +3 -0
  22. train_instructions-00009.jsonl.gz +3 -0
  23. train_instructions-00010.jsonl.gz +3 -0
  24. train_instructions-00011.jsonl.gz +3 -0
  25. train_instructions-00012.jsonl.gz +3 -0
  26. train_instructions-00013.jsonl.gz +3 -0
  27. train_instructions-00014.jsonl.gz +3 -0
  28. train_instructions-00015.jsonl.gz +3 -0
  29. train_instructions-00016.jsonl.gz +3 -0
  30. train_instructions-00017.jsonl.gz +3 -0
  31. train_instructions-00018.jsonl.gz +3 -0
  32. train_instructions-00019.jsonl.gz +3 -0
  33. train_instructions-00020.jsonl.gz +3 -0
  34. train_instructions-00021.jsonl.gz +3 -0
  35. train_instructions-00022.jsonl.gz +3 -0
  36. train_synth_instructions-00000.jsonl.gz +3 -0
  37. val_instructions-00000.jsonl.gz +3 -0
README.md ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: other
3
+ license_name: imotion-llm-derived-annotations
4
+ pretty_name: InstructWaymo
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+ task_categories:
6
+ - text-generation
7
+ - robotics
8
+ language:
9
+ - en
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+ tags:
11
+ - autonomous-driving
12
+ - motion-planning
13
+ - instruction-following
14
+ - waymo-open-dataset
15
+ - trajectory-generation
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+ size_categories:
17
+ - 10M<n<100M
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+ configs:
19
+ - config_name: train_instructions
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+ data_files: train_instructions-*.jsonl.gz
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+ - config_name: val_instructions
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+ data_files: val_instructions-*.jsonl.gz
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+ - config_name: train_synth_instructions
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+ data_files: train_synth_instructions-*.jsonl.gz
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+ - config_name: gf_mtr_mapping
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+ data_files: gf_mtr_mapping-*.jsonl.gz
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+ ---
28
+
29
+ # InstructWaymo
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+
31
+ Instruction-conditioned trajectory annotations over the **Waymo Open Motion
32
+ Dataset**, from the WACV 2026 paper
33
+ [**iMotion-LLM: Instruction-Conditioned Trajectory Generation**](https://openaccess.thecvf.com/content/WACV2026/html/Felemban_iMotion-LLM_Instruction-Conditioned_Trajectory_Generation_WACV_2026_paper.html).
34
+
35
+ > **This dataset contains annotations only — no Waymo scenario or sensor data.**
36
+ > Every record is keyed to a Waymo scenario id. To use it you must obtain the
37
+ > Waymo Open Motion Dataset yourself from <https://waymo.com/open/download>
38
+ > under Waymo's own license and terms.
39
+
40
+ ## Contents
41
+
42
+ | Config | Rows | Source files | What it is |
43
+ |---|---|---|---|
44
+ | `train_instructions` | 45,011,552 | 3,616,562 | Training instructions: `Instruction`, `Reasoning`, `Decision` (`<Accepted>` / rejected), `Label` (`gt` / contrastive) and `Direction_cls` (0–7) |
45
+ | `val_instructions` | 359,308 | 28,932 | The same, for the validation split |
46
+ | `train_synth_instructions` | 910,782 | 303,595 | Synthetic/augmented instruction variants |
47
+ | `gf_mtr_mapping` | 5,000 | 5,000 | GameFormer ↔ MTR scenario index mappings |
48
+
49
+ Every row carries `_scene_id` (Waymo scenario id), `_source` (original relative
50
+ path) and `_line` (position within its source file).
51
+
52
+ ### Evaluation manifests
53
+
54
+ `eval_meta/` holds the **exact** manifests used for the paper's evaluation, as
55
+ plain JSON:
56
+
57
+ | Path | Contents |
58
+ |---|---|
59
+ | `eval_meta/validation_30sep/{meta_gt1,meta_pos1,meta_neg1}.json` | the ground-truth, positive and negative instruction evaluation lists |
60
+ | `eval_meta/validation_30sep/eval_meta.json` | full evaluation metadata |
61
+ | `eval_meta/feb16_2025_validation/…` | the same for the Feb-2025 validation split |
62
+ | `eval_meta/agent_lists/actual_agent{0,1}.json` | per-agent evaluation lists |
63
+
64
+ These define the splits the reported numbers were computed on and are not
65
+ recoverable by re-running preprocessing, so they are published verbatim.
66
+
67
+ ## Direction classes
68
+
69
+ `Direction_cls` indexes:
70
+
71
+ `0` stationary · `1` move straight · `2` move straight veering right ·
72
+ `3` move straight veering left · `4` turn right · `5` turn left ·
73
+ `6` take right U-turn · `7` take left U-turn
74
+
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+ ## Loading
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+
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+ ```python
78
+ from datasets import load_dataset
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+
80
+ ds = load_dataset("KAUST/InstructWaymo", "val_instructions", split="train")
81
+ print(ds[0]["Instruction"], "|", ds[0]["Direction_cls"])
82
+ ```
83
+
84
+ To restore the original per-scene file tree the release configs read:
85
+
86
+ ```bash
87
+ pip install huggingface_hub
88
+ python tools/instruct_data/download_instruct_data.py --dest data/processed --expand
89
+ ```
90
+
91
+ (from the [code repository](https://github.com/Vision-CAIR/iMotion-LLM))
92
+
93
+ ## Format note
94
+
95
+ The research pipeline produced **3.65 million** small `.txt` files. Packed here
96
+ as 26 gzipped JSONL shards (0.61 GiB total, from 26.6 GiB of raw text), so the
97
+ dataset loads in one pass instead of millions of HTTP requests. `_source`
98
+ preserves every original path, and `--expand` rebuilds the tree.
99
+
100
+ ## What is not here (reproducible from code)
101
+
102
+ Deliberately omitted — the released code regenerates these from the raw Waymo
103
+ data:
104
+
105
+ - `npz` scenario tensor caches (~432 GiB)
106
+ - per-scene agent/map JSON and `acts` pickles
107
+ - rendered scenario figures (~22 GiB)
108
+
109
+ ## Citation
110
+
111
+ ```bibtex
112
+ @inproceedings{Felemban_2026_WACV,
113
+ author = {Felemban, Abdulwahab and Hroub, Nussair and Ding, Jian and Abdelrahman, Eslam and Shen, Xiaoqian and Mohamed, Abduallah and Elhoseiny, Mohamed},
114
+ title = {iMotion-LLM: Instruction-Conditioned Trajectory Generation},
115
+ booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
116
+ month = {March},
117
+ year = {2026},
118
+ pages = {2710-2720}
119
+ }
120
+ ```
121
+
122
+ ## Licensing
123
+
124
+ These annotations are released for research use as a derived work. The
125
+ underlying Waymo Open Motion Dataset remains subject to Waymo's license, which
126
+ you must accept separately. Redistribution of Waymo scenario or sensor data is
127
+ **not** granted by this repository.
eval_meta/agent_lists/actual_agent0.json ADDED
The diff for this file is too large to render. See raw diff
 
eval_meta/agent_lists/actual_agent1.json ADDED
The diff for this file is too large to render. See raw diff
 
eval_meta/feb16_2025_validation/eval_meta.json ADDED
The diff for this file is too large to render. See raw diff
 
eval_meta/feb16_2025_validation/meta_gt1.json ADDED
@@ -0,0 +1,3002 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 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