Add public manifest and dataset docs
Browse files- DATA_DICTIONARY.md +107 -0
- PARQUET_VALIDATION.md +30 -0
- README.md +155 -12
- manifest.csv +0 -0
- manifest.parquet +3 -0
DATA_DICTIONARY.md
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| 1 |
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# Data Dictionary
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| 2 |
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| 3 |
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## Files
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| 4 |
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| 5 |
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| Path | Purpose |
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| 6 |
+
|---|---|
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| 7 |
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| `README.md` | Dataset card and quickstart. |
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| 8 |
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| `manifest.csv` | Human-readable experiment index. |
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| 9 |
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| `manifest.parquet` | Parquet copy of the experiment index. |
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| 10 |
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| `data/<config>/<public_experiment_id>.parquet` | Long-format time-series rows for one experiment. |
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| 11 |
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| `PARQUET_VALIDATION.md` | Validation summary for the published Parquet files. |
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| 12 |
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| 13 |
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## Time-Series Parquet Schema
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| 14 |
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| 15 |
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Every experiment Parquet file has the same five columns:
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| 16 |
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| 17 |
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| Column | Type | Description |
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| 18 |
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|---|---|---|
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| 19 |
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| `time_ns` | `int64` | Timestamp in nanoseconds from the recorded time base. |
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| 20 |
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| `time_utc` | `timestamp[ns, tz=UTC]` | UTC timestamp. |
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| 21 |
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| `experiment` | `string` | Experiment identifier stored with the rows. |
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| 22 |
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| `field` | `string` | Signal name, such as `elbow_q` or `right_knee/actual_q`. |
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| 23 |
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| `value` | `double` | Numeric measurement value. |
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| 24 |
+
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| 25 |
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The data is long format: each timestamp and signal appears as a row. To work in a conventional table shape, pivot by `field`.
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| 26 |
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| 27 |
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## Manifest Columns
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| 28 |
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| 29 |
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| Column | Description |
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| 30 |
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|---|---|
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| 31 |
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| `public_experiment_id` | Public experiment ID used for filenames and examples. |
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| 32 |
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| `hf_config` | Hugging Face config and subfolder containing the experiment Parquet. |
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| 33 |
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| `hf_relative_path` | Relative path to the experiment Parquet inside the dataset repo. |
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| 34 |
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| `robot` | Robot family, such as `h1` or `g1`. |
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| 35 |
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| `platform` | Collection platform or source category. |
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| 36 |
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| `experiment_group` | High-level group, such as `single_joint`, `multijoint`, or `single_joint_sysid`. |
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| 37 |
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| `joint_group` | Joint grouping, such as arm, leg, or elbow teststand context. |
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| 38 |
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| `joint` | Specific joint or multi-joint grouping. |
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| 39 |
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| `motion_type` | Motion/program type parsed from the experiment name. |
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| 40 |
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| `pose` | Pose label when encoded in the experiment name. |
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| 41 |
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| `trial` | Trial number when encoded in the experiment name. |
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| 42 |
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| `position` | Position label for teststand/sysid runs when available. |
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| 43 |
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| `frequency_hz` | Frequency value parsed from the experiment name when available. |
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| 44 |
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| `amplitude` | Amplitude value parsed from the experiment name when available. |
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| 45 |
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| `recorded_at_from_name_utc` | UTC timestamp parsed from the experiment name when available. |
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| 46 |
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| `min_time_utc` | Earliest timestamp in the experiment Parquet. |
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| 47 |
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| `max_time_utc` | Latest timestamp in the experiment Parquet. |
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| 48 |
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| `row_count` | Number of rows in the experiment Parquet. |
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| 49 |
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| `field_count` | Number of distinct signal fields in the experiment Parquet. |
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| 50 |
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| `parquet_size_bytes` | Size of the experiment Parquet file in bytes. |
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| 51 |
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| `has_current` | Whether the experiment includes a current signal. |
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| 52 |
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| `has_voltage` | Whether the experiment includes a voltage signal. |
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| 53 |
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| `field_names` | Comma-separated list of signal fields in the experiment Parquet. |
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| 54 |
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| `release_status` | Release readiness label, such as `ready` or `partial_electrical`. |
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| 55 |
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| `quality_notes` | Data-quality notes for the experiment. |
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| 56 |
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| 57 |
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## Configs
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| 58 |
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| 59 |
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| Config | Files | Rows | Notes |
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| 60 |
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|---|---:|---:|---|
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| 61 |
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| `h1_single_joint` | 79 | 38,992,000 | H1 actual robot single-joint experiments. |
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| 62 |
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| `h1_multijoint` | 98 | 35,856,000 | H1 actual robot multijoint experiments. |
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| 63 |
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| `h1_elbow_teststand` | 156 | 27,660,000 | H1 elbow teststand experiments. |
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| 64 |
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| `g1_leg_single_joint` | 126 | 74,339,640 | G1 leg single-joint experiments. |
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| 65 |
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| `g1_leg_multijoint` | 15 | 9,353,880 | G1 leg multijoint experiments. |
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| 66 |
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| `g1_arm_single_joint` | 84 | 34,414,560 | G1 arm single-joint experiments. |
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| 67 |
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| `g1_arm_multijoint` | 15 | 6,062,832 | G1 arm multijoint experiments. |
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| 68 |
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| 69 |
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## Field Naming Notes
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| 70 |
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| 71 |
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H1 actual robot files use fields such as:
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| 72 |
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| 73 |
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```text
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| 74 |
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elbow_q, elbow_dq, elbow_tau, elbow_temp
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| 75 |
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shoulder_pitch_q, shoulder_pitch_dq, shoulder_pitch_tau, shoulder_pitch_temp
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| 76 |
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shoulder_raise_q, shoulder_raise_dq, shoulder_raise_tau, shoulder_raise_temp
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| 77 |
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shoulder_yaw_q, shoulder_yaw_dq, shoulder_yaw_tau, shoulder_yaw_temp
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| 78 |
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```
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| 79 |
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| 80 |
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H1 elbow teststand files use:
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| 81 |
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| 82 |
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```text
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| 83 |
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elbow_q, elbow_dq, elbow_tau, elbow_temp
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| 84 |
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elbow_current, elbow_voltage
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| 85 |
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```
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| 86 |
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| 87 |
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Seven H1 elbow teststand files are marked `partial_electrical` and include only:
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| 88 |
+
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| 89 |
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```text
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| 90 |
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elbow_q, elbow_dq, elbow_tau, elbow_temp
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| 91 |
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```
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| 92 |
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| 93 |
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G1 arm and leg files use slash-separated joint/signal names:
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| 94 |
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| 95 |
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```text
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| 96 |
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right_elbow/actual_q
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| 97 |
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right_elbow/command_q
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| 98 |
+
right_elbow/dq
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| 99 |
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right_elbow/ddq
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| 100 |
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right_elbow/position_error
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| 101 |
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right_elbow/tau_est
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| 102 |
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right_elbow/temperature_0
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| 103 |
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right_elbow/temperature_1
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| 104 |
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right_elbow/voltage
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| 105 |
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```
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| 106 |
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| 107 |
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The same signal suffix pattern is used across the relevant G1 joints in each arm or leg config.
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PARQUET_VALIDATION.md
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# Parquet Validation Summary
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| 2 |
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| 3 |
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Validated locally before upload on 2026-06-05 PDT.
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| 4 |
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| 5 |
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## Result
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| 6 |
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| 7 |
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- Manifest rows: 573
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| 8 |
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- Parquet files under `data/`: 573
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| 9 |
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- Files opened and read: 573
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| 10 |
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- Missing files: 0
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| 11 |
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- Extra files: 0
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| 12 |
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- Empty files: 0
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| 13 |
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- Total rows in manifest: 226,678,912
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| 14 |
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- Total rows read from Parquet: 226,678,912
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| 15 |
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- Total Parquet bytes in manifest: 1,857,492,979
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| 16 |
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- Null cells in required columns: 0
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| 17 |
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- NaN measurement values: 0
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| 18 |
+
- Infinite measurement values: 0
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| 19 |
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- Schema mismatches: 0
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| 20 |
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- Row-count mismatches: 0
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| 21 |
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- Field-name mismatches: 0
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| 22 |
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| 23 |
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Overall result: pass.
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| 24 |
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| 25 |
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## Release Status
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| 26 |
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| 27 |
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- `ready`: 566 files
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| 28 |
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- `partial_electrical`: 7 files
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| 29 |
+
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| 30 |
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The `partial_electrical` files are H1 elbow teststand experiments that have position/velocity/torque/temperature fields but do not include current and voltage. They are marked explicitly in the manifest.
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README.md
CHANGED
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@@ -3,25 +3,168 @@ license: apache-2.0
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| 3 |
tags:
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| 4 |
- robotics
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| 5 |
- sim-to-real
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| 6 |
- h1
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| 7 |
- g1
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| 8 |
- unitree
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| 9 |
-
- RL
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| 10 |
- isaaclab
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| 11 |
- newton
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---
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-
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-
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-
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| 3 |
tags:
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| 4 |
- robotics
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| 5 |
- sim-to-real
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| 6 |
+
- system-identification
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| 7 |
- h1
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| 8 |
- g1
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| 9 |
- unitree
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| 10 |
- isaaclab
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| 11 |
- newton
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| 12 |
+
configs:
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| 13 |
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- config_name: manifest
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| 14 |
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data_files: manifest.parquet
|
| 15 |
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default: true
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| 16 |
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- config_name: h1_single_joint
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| 17 |
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data_files: data/h1_single_joint/*.parquet
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| 18 |
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default: false
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| 19 |
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- config_name: h1_multijoint
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| 20 |
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data_files: data/h1_multijoint/*.parquet
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| 21 |
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default: false
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| 22 |
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- config_name: h1_elbow_teststand
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| 23 |
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data_files: data/h1_elbow_teststand/*.parquet
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| 24 |
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default: false
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| 25 |
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- config_name: g1_leg_single_joint
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| 26 |
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data_files: data/g1_leg_single_joint/*.parquet
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| 27 |
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default: false
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| 28 |
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- config_name: g1_leg_multijoint
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| 29 |
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data_files: data/g1_leg_multijoint/*.parquet
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| 30 |
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default: false
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| 31 |
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- config_name: g1_arm_single_joint
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| 32 |
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data_files: data/g1_arm_single_joint/*.parquet
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| 33 |
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default: false
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| 34 |
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- config_name: g1_arm_multijoint
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| 35 |
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data_files: data/g1_arm_multijoint/*.parquet
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| 36 |
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default: false
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| 37 |
---
|
| 38 |
|
| 39 |
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# Anchor Lab Robot System Identification Dataset
|
| 40 |
|
| 41 |
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These datasets were captured from Anchor Lab, a sim-to-real transfer laboratory from NVIDIA Robotics.
|
| 42 |
|
| 43 |
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This dataset is used to calibrate simulation against physical measurements for zero-shot sim-to-real deployment. It contains H1 and G1 robot system-identification time-series experiments in Parquet format.
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| 44 |
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| 45 |
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## Start Here
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| 46 |
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| 47 |
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Start with the default `manifest` config. It has one row per experiment and tells you which Parquet file to open.
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| 48 |
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| 49 |
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Each experiment Parquet file uses long-format time-series rows:
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| 50 |
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|
| 51 |
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```text
|
| 52 |
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time_ns, time_utc, experiment, field, value
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| 53 |
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```
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| 54 |
+
|
| 55 |
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The experiment files are stored under:
|
| 56 |
+
|
| 57 |
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```text
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| 58 |
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data/<config>/<public_experiment_id>.parquet
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| 59 |
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```
|
| 60 |
+
|
| 61 |
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## Quickstart
|
| 62 |
+
|
| 63 |
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```python
|
| 64 |
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from huggingface_hub import hf_hub_download
|
| 65 |
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import pandas as pd
|
| 66 |
+
|
| 67 |
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repo_id = "nvidia/Anchor-Lab"
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| 68 |
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|
| 69 |
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manifest_path = hf_hub_download(
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| 70 |
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repo_id=repo_id,
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| 71 |
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repo_type="dataset",
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| 72 |
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filename="manifest.csv",
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| 73 |
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)
|
| 74 |
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manifest = pd.read_csv(manifest_path)
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| 75 |
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|
| 76 |
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# Example: H1 elbow teststand experiments with current and voltage.
|
| 77 |
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subset = manifest[
|
| 78 |
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(manifest["hf_config"] == "h1_elbow_teststand")
|
| 79 |
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& (manifest["has_current"])
|
| 80 |
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& (manifest["has_voltage"])
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| 81 |
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& (manifest["release_status"] == "ready")
|
| 82 |
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]
|
| 83 |
+
|
| 84 |
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row = subset.iloc[0]
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| 85 |
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parquet_path = hf_hub_download(
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| 86 |
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repo_id=repo_id,
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| 87 |
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repo_type="dataset",
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| 88 |
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filename=row["hf_relative_path"],
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| 89 |
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)
|
| 90 |
+
|
| 91 |
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df = pd.read_parquet(parquet_path)
|
| 92 |
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print(row["public_experiment_id"])
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| 93 |
+
print(df.head())
|
| 94 |
+
```
|
| 95 |
+
|
| 96 |
+
Plot one signal:
|
| 97 |
+
|
| 98 |
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```python
|
| 99 |
+
import matplotlib.pyplot as plt
|
| 100 |
+
|
| 101 |
+
signal = df[df["field"] == "elbow_q"].sort_values("time_ns")
|
| 102 |
+
plt.plot(signal["time_utc"], signal["value"])
|
| 103 |
+
plt.xlabel("time")
|
| 104 |
+
plt.ylabel("elbow_q")
|
| 105 |
+
plt.show()
|
| 106 |
+
```
|
| 107 |
+
|
| 108 |
+
Convert one long-format experiment to wide format:
|
| 109 |
+
|
| 110 |
+
```python
|
| 111 |
+
wide = (
|
| 112 |
+
df.pivot_table(
|
| 113 |
+
index=["time_ns", "time_utc", "experiment"],
|
| 114 |
+
columns="field",
|
| 115 |
+
values="value",
|
| 116 |
+
aggfunc="first",
|
| 117 |
+
)
|
| 118 |
+
.reset_index()
|
| 119 |
+
)
|
| 120 |
+
```
|
| 121 |
+
|
| 122 |
+
## Configs
|
| 123 |
+
|
| 124 |
+
| Config | Experiments | Description |
|
| 125 |
+
|---|---:|---|
|
| 126 |
+
| `manifest` | 573 | One row per experiment. Use this first. |
|
| 127 |
+
| `h1_single_joint` | 79 | H1 actual robot single-joint experiments. |
|
| 128 |
+
| `h1_multijoint` | 98 | H1 actual robot multijoint experiments. |
|
| 129 |
+
| `h1_elbow_teststand` | 156 | H1 elbow teststand experiments. |
|
| 130 |
+
| `g1_leg_single_joint` | 126 | G1 leg single-joint experiments. |
|
| 131 |
+
| `g1_leg_multijoint` | 15 | G1 leg multijoint experiments. |
|
| 132 |
+
| `g1_arm_single_joint` | 84 | G1 arm single-joint experiments. |
|
| 133 |
+
| `g1_arm_multijoint` | 15 | G1 arm multijoint experiments. |
|
| 134 |
+
|
| 135 |
+
## Common Filters
|
| 136 |
+
|
| 137 |
+
```python
|
| 138 |
+
# All G1 leg single-joint experiments.
|
| 139 |
+
manifest[(manifest["robot"] == "g1") & (manifest["hf_config"] == "g1_leg_single_joint")]
|
| 140 |
+
|
| 141 |
+
# H1 teststand experiments with electrical measurements.
|
| 142 |
+
manifest[
|
| 143 |
+
(manifest["hf_config"] == "h1_elbow_teststand")
|
| 144 |
+
& (manifest["has_current"])
|
| 145 |
+
& (manifest["has_voltage"])
|
| 146 |
+
]
|
| 147 |
+
|
| 148 |
+
# Experiments marked ready.
|
| 149 |
+
manifest[manifest["release_status"] == "ready"]
|
| 150 |
+
```
|
| 151 |
+
|
| 152 |
+
## Data Notes
|
| 153 |
+
|
| 154 |
+
- 573 Parquet files are included.
|
| 155 |
+
- All files use the same long-format schema: `time_ns`, `time_utc`, `experiment`, `field`, `value`.
|
| 156 |
+
- 566 experiments are marked `ready`.
|
| 157 |
+
- 7 H1 elbow teststand experiments are marked `partial_electrical`; they contain valid mechanical fields but do not include current/voltage.
|
| 158 |
+
- See `DATA_DICTIONARY.md` for manifest column descriptions and signal naming notes.
|
| 159 |
+
- See `PARQUET_VALIDATION.md` for the local validation summary.
|
| 160 |
+
|
| 161 |
+
## Contributors
|
| 162 |
+
|
| 163 |
+
* Elena Shrestha `<eshrestha@nvidia.com>`
|
| 164 |
+
* Vignesh Bhavananthan `<vbhavanantha@nvidia.com>`
|
| 165 |
+
* Vidur Vij `<vidurv@nvidia.com>`
|
| 166 |
+
* Alex Omar `<aomar@nvidia.com>`
|
| 167 |
+
* Andrew Wrenn `<awrenn@nvidia.com>`
|
| 168 |
+
* Justin Shrake `<jshrake@nvidia.com>`
|
| 169 |
+
* Michael Clive `<mclive@nvidia.com>`
|
| 170 |
+
* Hong Wang `<hongw@nvidia.com>`
|
manifest.csv
ADDED
|
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manifest.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
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|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8098251ab9b2e17788f9adc70226a1fecb659684008e437974fa62fb92f1fcc6
|
| 3 |
+
size 56808
|