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Upload episode datasets and generator config + README changes to document.
Browse files- README.md +50 -0
- episode_datasets/large_large.json.gz +3 -0
- episode_datasets/large_medium.json.gz +3 -0
- episode_datasets/large_small.json.gz +3 -0
- episode_datasets/medium_large.json.gz +3 -0
- episode_datasets/medium_medium.json.gz +3 -0
- episode_datasets/medium_small.json.gz +3 -0
- episode_datasets/small_large.json.gz +3 -0
- episode_datasets/small_medium.json.gz +3 -0
- episode_datasets/small_small.json.gz +3 -0
- hab3_bench_ep_gen_config.yaml +108 -0
README.md
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---
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license: cc-by-nc-4.0
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---
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---
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license: cc-by-nc-4.0
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---
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# Habitat v0.3.x Benchmark Dataset
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Assets, configs, and episodes for reproduceable benchmarking on Habitat v0.3.x.
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## Setup
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Clone this repo and symblink as `data/hab3_bench_assets` in habitat-lab directory.
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Download the [Habitat compatable YCB SceneDataset](https://huggingface.co/datasets/ai-habitat/ycb) and create a symbolic link in `data/objects/ycb` or use the habitat-sim datasets_download script ([README](https://github.com/facebookresearch/habitat-sim/blob/main/DATASETS.md#ycb-benchmarks---object-and-model-set)).
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## Contents:
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- Scene Dataset: `hab3-hssd/` - the necessary configs and assets to load a subset of HSSD dataset into habitat-lab and utilize it for Hab3 rearrangement tasks.
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- Episode Datasets: `episode_datasets` - a set of serialized RearrangeDataset files generated for the benchmark SceneDataset. See "Generating New Episodes" below for details.
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- `hab3_bench_ep_gen_config.yaml` - config file for generating new RearrangeDataset files.
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## Generating New Episodes:
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The provided config `hab3_bench_ep_gen_config.yaml` is available for generating new hab3 benchmarking episodes. It defines the scene, objects, and generator configs (e.g. number of clutter objects).
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The generator command should be run on a Habitat 3.0 compatable branch (e.g. SIRo) with the included assets from `fpss/fphab` commit `cd1549303d759abacbb377a8dd52c5f7af0d0e5a` as follows:
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```
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python -u habitat-lab/habitat/datasets/rearrange/run_episode_generator.py --config data/hab3_bench_assets/hab3_bench_ep_gen_config.yaml --run --verbose --num-episodes 10 --seed 0 --out data/hab3_bench_assets/episode_datasets/large_large.json.gz
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```
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Naming of the episode file `<scene_complexity>_<object_complexity>.json.gz` depends on the following parameters:
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### Scene Complexity:
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Currently we are testing on 3 differently sized scenes:
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- `small`: 103997919_171031233 (area 35.92) - 1 bed, 1 bath
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- `medium`: 108736635_177263256 (area 55.49) - 3 bed, 2 bath
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- `large`: 102816009 (area 172.43) 4 bed, 4 bath + den & office
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One of these scene sets must be selected in the config before generation.
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### Object Complexity:
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Currently we are testing 3 clutter object size complexities:
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- `small`: 2 objects
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- `medium`: 5 objects
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- `large`: 10 objects
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One of these sampler params must be selected in the config before generation.
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episode_datasets/large_large.json.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:f0f7b8c122a4159499e3ed9c9be87b484c5e7e640ac043c3efad9acf1edad8d7
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size 8433
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episode_datasets/large_medium.json.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:dc80f034e5ec2bcab0ab44c901c0c84fc2e6ee3935b46bd649f5d890c3189f98
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size 5302
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episode_datasets/large_small.json.gz
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:1ee677ea9bb1e363c2fb2cd72ba353778893e5f6423930fe3eaa9b420e08db6a
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size 3316
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episode_datasets/medium_large.json.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:382cf01090f3f3fff4d7b3c8e6ab437b84e7560ed25852feed7163779994af70
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size 7787
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episode_datasets/medium_medium.json.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:19019921ef1459c37f65b09dcfc55edf515a0365f4debb5ceabbdcc3984f4937
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size 4904
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episode_datasets/medium_small.json.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:0313b98c57918d884c79ba7302ce4ebc1b80aa4be1e58f7b9b4b2a4fb0e74a62
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size 3126
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episode_datasets/small_large.json.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:bec1d9c778765e54684789951f5c2f627bf7d35a4ac985eed47f60fee8796e8c
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size 7284
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episode_datasets/small_medium.json.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:7464d0c11cec1a1118a3b4e23ed503ede8652c329770bc6534747d3d47c06d31
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size 4499
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episode_datasets/small_small.json.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:39f0bf5075862e7eb285513d4aa42fed5fbbc5f6c2ce2b8a3c5c4d6ae0fe11d8
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size 2768
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hab3_bench_ep_gen_config.yaml
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---
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dataset_path: "data/hab3_bench_assets/hab3-hssd/hab3-hssd.scene_dataset_config.json"
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additional_object_paths:
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- data/objects/ycb/configs/
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scene_sets:
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- name: "small"
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included_substrings:
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- "103997919_171031233"
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excluded_substrings:
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- "NONE"
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- "orig"
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- name: "medium"
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included_substrings:
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- "108736635_177263256"
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excluded_substrings:
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- "NONE"
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- "orig"
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- name: "large"
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included_substrings:
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- "102816009"
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excluded_substrings:
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- "NONE"
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- "orig"
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object_sets:
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- name: "ycb_hab2"
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included_substrings:
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- "002_master_chef_can"
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- "003_cracker_box"
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- "004_sugar_box"
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- "005_tomato_soup_can"
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- "007_tuna_fish_can"
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- "008_pudding_box"
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- "009_gelatin_box"
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- "010_potted_meat_can"
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- "024_bowl"
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excluded_substrings: []
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receptacle_sets:
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- name: "all"
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included_object_substrings:
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- ""
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excluded_object_substrings: []
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included_receptacle_substrings:
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- ""
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excluded_receptacle_substrings: []
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scene_sampler:
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type: subset
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params:
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scene_sets:
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#- small
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#- medium
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- large
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object_samplers:
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- name: any
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type: uniform
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params:
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object_sets:
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- ycb_hab2
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receptacle_sets:
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- all
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#choose number of objects
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num_samples:
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#small obj
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#- 2
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#- 2
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#med obj
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#- 5
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#- 5
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#large obj
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- 10
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- 10
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orientation_sampling: up
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nav_to_min_distance: 1.5
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constrain_to_largest_nav_island: True
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object_target_samplers:
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- name: any_targets
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type: uniform
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params:
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object_samplers:
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- any
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receptacle_sets:
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- all
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num_samples:
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- 2
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- 2
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orientation_sampling: up
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nav_to_min_distance: 1.5
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constrain_to_largest_nav_island: True
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correct_unstable_results: True
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regenerate_new_mesh: True
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agent_radius: 0.25
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agent_height: 1.41
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agent_max_climb: 0.01
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check_navigable: True
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navmesh_offset: [[0, 0], [0, 0.15], [0, -0.15]]
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max_collision_rate_for_navigable: 0.3
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angle_threshold: 0.05
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angular_velocity: 1.0
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distance_threshold: 0.25
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linear_velocity: 1.0
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gpu_device_id: 0
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