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Dataset tools (#2100)
* feat(dataset-tools): add dataset utilities and example script - Introduced dataset tools for LeRobotDataset, including functions for deleting episodes, splitting datasets, adding/removing features, and merging datasets. - Added an example script demonstrating the usage of these utilities. - Implemented comprehensive tests for all new functionalities to ensure reliability and correctness. * style fixes * move example to dataset dir * missing lisence * fixes mostly path * clean comments * move tests to functions instead of class based * - fix video editting, decode, delete frames and rencode video - copy unchanged video and parquet files to avoid recreating the entire dataset * Fortify tooling tests * Fix type issue resulting from saving numpy arrays with shape 3,1,1 * added lerobot_edit_dataset * - revert changes in examples - remove hardcoded split names * update comment * fix comment add lerobot-edit-dataset shortcut * Apply suggestion from @Copilot Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> Signed-off-by: Michel Aractingi <michel.aractingi@huggingface.co> * style nit after copilot review * fix: bug in dataset root when editing the dataset in place (without setting new_repo_id * Fix bug in aggregate.py when accumelating video timestamps; add tests to fortify aggregate videos * Added missing output repo id * migrate delete episode to using pyav instead of decoding, writing frames to disk and encoding again. Co-authored-by: Caroline Pascal <caroline8.pascal@gmail.com> * added modified suffix in case repo_id is not set in delete_episode * adding docs for dataset tools * bump av version and add back time_base assignment * linter * modified push_to_hub logic in lerobot_edit_dataset * fix(progress bar): fixing the progress bar issue in dataset tools * chore(concatenate): removing no longer needed concatenate_datasets usage * fix(file sizes forwarding): forwarding files and chunk sizes in metadata info when splitting and aggregating datasets * style fix * refactor(aggregate): Fix video indexing and timestamp bugs in dataset merging There were three critical bugs in aggregate.py that prevented correct dataset merging: 1. Video file indices: Changed from += to = assignment to correctly reference merged video files 2. Video timestamps: Implemented per-source-file offset tracking to maintain continuous timestamps when merging split datasets (was causing non-monotonic timestamp warnings) 3. File rotation offsets: Store timestamp offsets after rotation decision to prevent out-of-bounds frame access (was causing "Invalid frame index" errors with small file size limits) Changes: - Updated update_meta_data() to apply per-source-file timestamp offsets - Updated aggregate_videos() to track offsets correctly during file rotation - Added get_video_duration_in_s import for duration calculation * Improved docs for split dataset and added a check for the possible case that the split size results in zero episodes * chore(docs): update merge documentation details Signed-off-by: Steven Palma <imstevenpmwork@ieee.org> --------- Co-authored-by: CarolinePascal <caroline8.pascal@gmail.com> Co-authored-by: Jack Vial <vialjack@gmail.com> Co-authored-by: Steven Palma <imstevenpmwork@ieee.org>
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@@ -30,7 +30,7 @@ import pandas
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import pandas as pd
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import pyarrow.parquet as pq
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import torch
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from datasets import Dataset, concatenate_datasets
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from datasets import Dataset
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from datasets.table import embed_table_storage
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from huggingface_hub import DatasetCard, DatasetCardData, HfApi
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from huggingface_hub.errors import RevisionNotFoundError
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@@ -44,7 +44,7 @@ from lerobot.datasets.backward_compatibility import (
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ForwardCompatibilityError,
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)
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from lerobot.utils.constants import ACTION, OBS_ENV_STATE, OBS_STR
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from lerobot.utils.utils import is_valid_numpy_dtype_string
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from lerobot.utils.utils import SuppressProgressBars, is_valid_numpy_dtype_string
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DEFAULT_CHUNK_SIZE = 1000 # Max number of files per chunk
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DEFAULT_DATA_FILE_SIZE_IN_MB = 100 # Max size per file
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@@ -123,8 +123,9 @@ def load_nested_dataset(pq_dir: Path, features: datasets.Features | None = None)
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raise FileNotFoundError(f"Provided directory does not contain any parquet file: {pq_dir}")
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# TODO(rcadene): set num_proc to accelerate conversion to pyarrow
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datasets = [Dataset.from_parquet(str(path), features=features) for path in paths]
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return concatenate_datasets(datasets)
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with SuppressProgressBars():
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datasets = Dataset.from_parquet([str(path) for path in paths], features=features)
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return datasets
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def get_parquet_num_frames(parquet_path: str | Path) -> int:
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