mirror of
https://github.com/huggingface/lerobot.git
synced 2026-05-23 04:30:10 +00:00
- Added missing license in the new scripts
- Added back legacy functions in conversion script of v2 to v21 - Updated README description for dataset_v3
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@@ -200,20 +200,30 @@ dataset attributes:
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│ ├ timestamp (float32): timestamp in the episode
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│ ├ next.done (bool): indicates the end of an episode ; True for the last frame in each episode
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│ └ index (int64): general index in the whole dataset
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├ episode_data_index: contains 2 tensors with the start and end indices of each episode
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│ ├ from (1D int64 tensor): first frame index for each episode — shape (num episodes,) starts with 0
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│ └ to: (1D int64 tensor): last frame index for each episode — shape (num episodes,)
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├ stats: a dictionary of statistics (max, mean, min, std) for each feature in the dataset, for instance
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│ ├ observation.images.cam_high: {'max': tensor with same number of dimensions (e.g. `(c, 1, 1)` for images, `(c,)` for states), etc.}
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│ ...
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├ info: a dictionary of metadata on the dataset
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│ ├ codebase_version (str): this is to keep track of the codebase version the dataset was created with
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│ ├ fps (float): frame per second the dataset is recorded/synchronized to
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│ ├ video (bool): indicates if frames are encoded in mp4 video files to save space or stored as png files
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│ └ encoding (dict): if video, this documents the main options that were used with ffmpeg to encode the videos
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├ videos_dir (Path): where the mp4 videos or png images are stored/accessed
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└ camera_keys (list of string): the keys to access camera features in the item returned by the dataset (e.g. `["observation.images.cam_high", ...]`)
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```
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├ meta: a LeRobotDatasetMetadata object containing:
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│ ├ info: a dictionary of metadata on the dataset
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│ │ ├ codebase_version (str): this is to keep track of the codebase version the dataset was created with
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│ │ ├ fps (int): frame per second the dataset is recorded/synchronized to
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│ │ ├ features (dict): all features contained in the dataset with their shapes and types
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│ │ ├ total_episodes (int): total number of episodes in the dataset
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│ │ ├ total_frames (int): total number of frames in the dataset
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│ │ ├ robot_type (str): robot type used for recording
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│ │ ├ data_path (str): formattable string for the parquet files
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│ │ └ video_path (str): formattable string for the video files (if using videos)
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│ ├ episodes: a DataFrame containing episode metadata with columns:
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│ │ ├ episode_index (int): index of the episode
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│ │ ├ tasks (list): list of tasks for this episode
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│ │ ├ length (int): number of frames in this episode
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│ │ ├ dataset_from_index (int): start index of this episode in the dataset
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│ │ └ dataset_to_index (int): end index of this episode in the dataset
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│ ├ stats: a dictionary of statistics (max, mean, min, std) for each feature in the dataset, for instance
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│ │ ├ observation.images.front_cam: {'max': tensor with same number of dimensions (e.g. `(c, 1, 1)` for images, `(c,)` for states), etc.}
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│ │ └ ...
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│ └ tasks: a DataFrame containing task information with task names as index and task_index as values
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├ root (Path): local directory where the dataset is stored
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├ image_transforms (Callable): optional image transformations to apply to visual modalities
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└ delta_timestamps (dict): optional delta timestamps for temporal queries
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decoding videos (e.g., 'pyav', 'torchcodec')
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A `LeRobotDataset` is serialised using several widespread file formats for each of its parts, namely:
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- hf_dataset stored using Hugging Face datasets library serialization to parquet
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@@ -1,3 +1,19 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import argparse
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import logging
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import tarfile
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@@ -1,3 +1,19 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import argparse
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import json
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from pathlib import Path
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@@ -1,6 +1,6 @@
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#!/usr/bin/env python
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# Copyright 2024 The HuggingFace Inc. team. All rights reserved.
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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@@ -1,6 +1,6 @@
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#!/usr/bin/env python
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# Copyright 2024 The HuggingFace Inc. team. All rights reserved.
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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@@ -1,3 +1,19 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import argparse
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from pathlib import Path
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@@ -1,3 +1,19 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import argparse
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import logging
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import os
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@@ -33,16 +33,38 @@ python -m lerobot.datasets.v21.convert_dataset_v20_to_v21 \
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import argparse
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import logging
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from pathlib import Path
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import jsonlines
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from huggingface_hub import HfApi
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from lerobot.datasets.lerobot_dataset import CODEBASE_VERSION, LeRobotDataset
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from lerobot.datasets.utils import LEGACY_EPISODES_STATS_PATH, STATS_PATH, load_stats, write_info
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from lerobot.datasets.utils import STATS_PATH, load_stats, serialize_dict, write_info
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from lerobot.datasets.v21.convert_stats import check_aggregate_stats, convert_stats
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V20 = "v2.0"
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V21 = "v2.1"
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### LEGACY FUNCTIONS REMOVED FROM UTILS ###
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LEGACY_EPISODES_STATS_PATH = "episodes_stats.jsonl"
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def append_jsonlines(data: dict, fpath: Path) -> None:
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fpath.parent.mkdir(exist_ok=True, parents=True)
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with jsonlines.open(fpath, "a") as writer:
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writer.write(data)
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def legacy_write_episode_stats(episode_index: int, episode_stats: dict, local_dir: Path):
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# We wrap episode_stats in a dictionary since `episode_stats["episode_index"]`
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# is a dictionary of stats and not an integer.
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episode_stats = {"episode_index": episode_index, "stats": serialize_dict(episode_stats)}
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append_jsonlines(episode_stats, local_dir / LEGACY_EPISODES_STATS_PATH)
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######## END OF LEGACY FUNCTIONS ########
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class SuppressWarnings:
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def __enter__(self):
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@@ -61,9 +83,6 @@ def convert_dataset(
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with SuppressWarnings():
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dataset = LeRobotDataset(repo_id, revision=V20, force_cache_sync=True)
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if (dataset.root / LEGACY_EPISODES_STATS_PATH).is_file():
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(dataset.root / LEGACY_EPISODES_STATS_PATH).unlink()
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convert_stats(dataset, num_workers=num_workers)
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ref_stats = load_stats(dataset.root)
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check_aggregate_stats(dataset, ref_stats)
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@@ -1,3 +1,19 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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This script will help you convert any LeRobot dataset already pushed to the hub from codebase version 2.1 to
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3.0. It will:
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@@ -11,7 +27,7 @@ This script will help you convert any LeRobot dataset already pushed to the hub
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Usage:
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```bash
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python lerobot/datasets/v30/convert_dataset_v21_to_v30.py \
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python src/lerobot/datasets/v30/convert_dataset_v21_to_v30.py \
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--repo-id=lerobot/pusht
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```
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@@ -1,3 +1,19 @@
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#!/usr/bin/env python
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import torch
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from lerobot.datasets.aggregate import aggregate_datasets
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