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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - robotics
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+ tags:
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+ - lerobot
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+ - real
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+ - arx
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+ - pi05
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+ - dagger
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+ - intervention
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+ - 448x448
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+ - dual-overhead
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+ configs:
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+ - config_name: default
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+ data_files: data/*/*.parquet
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+ ---
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+
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+ # Route Subtasks + Balanced DAgger Interventions, 448px
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+
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+ This is a new LeRobot v2.1 dataset derived from
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+ [ajaysri/route_subtasks_dual_overhead_pi05_448](https://huggingface.co/datasets/ajaysri/route_subtasks_dual_overhead_pi05_448) and a subsequent
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+ DAgger collection. The original dataset is not modified.
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+
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+ The base contributes 495 episodes and 128,742 frames. Only
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+ frames recorded while the human collector was actively intervening are added;
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+ autonomous policy-control frames and `policy_target_action` are excluded from
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+ the training targets. The DAgger `action` column comes from HDF5 `/action`.
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+
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+ ## Data split and weighting
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+
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+ This release has a single `train` split with 713 episode
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+ instances and 164,019 frames. It has no validation or test
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+ split.
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+
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+ | Source | Unique episodes/segments | Copies per item | Dataset episodes | Dataset frames |
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+ | --- | ---: | ---: | ---: | ---: |
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+ | Original route dataset | 495 | 1 | 495 | 128,742 |
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+ | Placement interventions | 34 | 2 | 68 | 12,966 |
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+ | Routing interventions | 50 | 3 | 150 | 22,311 |
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+ | **Total** | | | **713** | **164,019** |
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+
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+ | Task | Original frames | Weighted intervention frames | Total frames | Intervention share |
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+ | --- | ---: | ---: | ---: | ---: |
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+ | Placement | 46,542 | 12,966 | 59,508 | 21.8% |
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+ | Routing | 82,200 | 22,311 | 104,511 | 21.3% |
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+
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+ The intervention collection contains 84 unique human
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+ segments and 13,920 unique human frames. Placement segments
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+ are represented 2x and routing segments 3x. This makes
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+ weighted intervention data 21.5% of training frames while
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+ keeping the within-subtask intervention shares close: 21.8% for
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+ placement and 21.3% for routing. Copies change sampling exposure,
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+ not the amount of unique intervention data.
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+
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+ ## Camera streams
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+
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+ Every episode contains four synchronized 448x448 H.264 streams:
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+
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+ ![Raw overhead view (left) and visual-steering overhead view (right)](media/intervention_raw_vs_steering.jpg)
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+
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+ The preview shows the raw overhead observation on the left and the aligned
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+ yellow-dot/red-arrow steering view on the right.
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+
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+ - `observation.images.video_overhead_vector`: overhead observation with the yellow-dot/red-arrow steering goal.
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+ - `observation.images.video_overhead_raw`: the same overhead observation without the synthetic steering goal.
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+ - `observation.images.video_left`: raw left camera.
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+ - `observation.images.video_right`: raw right camera.
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+
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+ Native 1280x800 frames are aspect-preservingly downsampled to 448x280 and
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+ letterboxed with 84 black pixels above and below. The vector view is rendered
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+ from the recorded per-frame goal center and direction. No frame is cropped,
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+ stretched, or upsampled.
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+
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+ ## Episode boundaries and provenance
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+
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+ Each DAgger intervention segment is a separate episode, so action chunks never
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+ cross from human intervention into policy control. `metadata.dagger.is_dagger`
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+ is true for appended intervention episodes; base episodes retain false.
80
+ `metadata.dagger.copy_index`, `metadata.dagger.demo_id`,
81
+ `metadata.dagger.rollout_id`, the source episode/frame fields, and the source
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+ start/end fields preserve provenance and identify weighted copies.
83
+
84
+ The declared training cadence is 100 Hz and `timestamp = frame_index / 100`.
85
+ `source.action_time_s` retains the recorded action timing relative to the start
86
+ of its original DAgger rollout.
87
+
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+ ## Tasks
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+
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+ - `place the connector on the selected vector`
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+ - `route the cable through the selected connector`
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+ {
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+ "schema_version": 2,
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+ "repo_id": "ajaysri/route_subtasks_dual_overhead_pi05_448",
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+ "kind": "route_only",
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+ "split_rule": "maximal contiguous run of metadata.route.active_subgoal",
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+ "overhead_cameras": {
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+ "vector": "observation.images.video_overhead_vector",
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+ "raw": "observation.images.video_overhead_raw"
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+ },
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+ "video_resolution": {
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+ "width": 448,
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+ "height": 448,
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+ "base_policy": "native HDF5 JPEG frames; Lanczos downsample to 448x280 and letterbox to 448x448; no upsampling",
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+ "dagger_policy": null
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+ },
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+ "dagger_weighting": {
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+ "unique_clips": 0,
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+ "declared_fps": 100,
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+ "summary": {
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+ 1280,
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+ 800
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+ "output_resolution": [
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+ 448,
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+ 448
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+ "image_source_policy": "native HDF5 JPEG frames; Lanczos downsample to 448x280 and letterbox to 448x448; no upsampling",
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+ "base_image_source_policy": "native HDF5 JPEG frames; Lanczos downsample to 448x280 and letterbox to 448x448; no upsampling",
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+ "base_output_episodes": 495,
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+ "total_episodes": 495,
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+ "total_frames": 128742,
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+ "total_videos": 1980
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