mirror of
https://github.com/huggingface/lerobot.git
synced 2026-07-29 12:39:41 +00:00
feat(encoding parameters): adding support for user provided video encoding parameters (#3455)
* chore(video backend): renaming codec into video_backend in get_safe_default_video_backend() * feat(pyav utils): adding suport for PyAV encoding parameters validation * feat(VideoEncoderConfig): creating a VideoEncoderConfig to encapsulate encoding parameters * feat(VideoEncoderConfig): propagating the VideoEncoderConfig in the codebase * chore(docs): updating the docs * feat(metadata): adding encoding parameters in dataset metadata * fix(concatenation compatibility): adding compatibility check when concatenating video files * feat(VideoEncoderConfig init): making VideoEncoderConfig more robust and adaptable to multiple backends * feat(pyav checks): making pyav parameters checks more robust * chore(duplicate): removing duplicate get_codec_options definition * test(existing): adapting existing tests * test(new): adding new tests for encoding related features * chore(format): fixing formatting issues * chore(PyAV): cleaning up PyAV utils and encoding parameters checks to stick to the minimun required tooling. * chore(format): formatting code * chore(doctrings): updating docstrings * fix(camera_encoder_config): Removing camera_encoder_config from LeRobotDataset, as it's only required in LeRobotDatasetWriter. * feat(default values): applying a consistent naming convention for default RGB cameras video encoder parameters * fix(rollout): propagating VideoEncoderConfig to the latest recording modes * chore(format): formatting code, fixing error messages and variable names * fix(arguments order): reverting changes in arguments order in StreamingVideoEncoder * chore(relative imports): switching to relative local imports within lerobot.datasets * test(artifacts): cleaning up artifacts for the video encoding tests * chore(docs): updating docs * chore(fromat): formatting code * fix(imports): refactoring the file architecture to avoid circular imports. VideoEncoderConfig is now defined in lerobot.configs and lazily imports av at runtime. * fix(typos): fixing typos and small mistakes * test(factories): updating factories * feat(aggregate): updating dataset aggregation procedure. Encoding tuning paramters (crf, g,...) are ignored for validation and changed to None in the aggregated dataset if incompatible. * docs(typos): fixing typos * fix(deletion): reverting unwanted deletion * fix(typos): fixing multiple typos * feat(codec options): passing codec options to lerobot_edit_dataset episode deletion tool * typo(typo): typo * fix(typos): fixing remaining typos * chore(rename): renaming camera_encoder_config to camera_encoder * docs(clean): cleaning and formating docs * docs(dataset): addind details about datasets * chore(format): formatting code * docs(warning): adding warning regarding encoding parameters modification * fix(re-encoding): removing inconsistent re-encoding option in lerobot_edit_dataset * typos(typos): typos * chore(format): resolving prettier issues * fix(h264_nvenc): fixing crf handling for h264_nvenc * docs(clean): removing too technical parts of the docs * fix(imports): fixing imports at the __init__ level * fix(imports): fixing not very pretty imports in video config file
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@@ -31,6 +31,8 @@ import PIL.Image
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import pyarrow.parquet as pq
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import torch
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from lerobot.configs import VideoEncoderConfig, camera_encoder_defaults
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from .compute_stats import compute_episode_stats
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from .dataset_metadata import LeRobotDatasetMetadata
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from .feature_utils import (
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@@ -65,14 +67,19 @@ def _encode_video_worker(
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episode_index: int,
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root: Path,
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fps: int,
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vcodec: str = "libsvtav1",
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camera_encoder: VideoEncoderConfig | None = None,
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encoder_threads: int | None = None,
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) -> Path:
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temp_path = Path(tempfile.mkdtemp(dir=root)) / f"{video_key}_{episode_index:03d}.mp4"
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fpath = DEFAULT_IMAGE_PATH.format(image_key=video_key, episode_index=episode_index, frame_index=0)
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img_dir = (root / fpath).parent
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encode_video_frames(
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img_dir, temp_path, fps, vcodec=vcodec, overwrite=True, encoder_threads=encoder_threads
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img_dir,
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temp_path,
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fps,
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camera_encoder=camera_encoder,
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encoder_threads=encoder_threads,
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overwrite=True,
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)
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shutil.rmtree(img_dir)
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return temp_path
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@@ -89,20 +96,22 @@ class DatasetWriter:
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self,
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meta: LeRobotDatasetMetadata,
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root: Path,
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vcodec: str,
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camera_encoder: VideoEncoderConfig | None,
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encoder_threads: int | None,
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batch_encoding_size: int,
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streaming_encoder: StreamingVideoEncoder | None = None,
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initial_frames: int = 0,
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):
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"""Initialize the writer with metadata, codec, and encoding config.
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"""Initialize the writer with metadata, codec, and encoder config.
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Args:
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meta: Dataset metadata instance (used for feature schema, chunk
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settings, and episode persistence).
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root: Local dataset root directory.
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vcodec: Video codec for encoding (e.g. ``'libsvtav1'``, ``'h264'``).
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encoder_threads: Threads per encoder instance. ``None`` for auto.
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camera_encoder: Video encoder settings applied to all cameras.
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``None`` uses :func:`~lerobot.configs.camera_encoder_defaults`.
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encoder_threads: Number of encoder threads (global). ``None``
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lets the codec decide.
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batch_encoding_size: Number of episodes to accumulate before
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batch-encoding videos.
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streaming_encoder: Optional pre-built :class:`StreamingVideoEncoder`
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@@ -111,7 +120,7 @@ class DatasetWriter:
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"""
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self._meta = meta
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self._root = root
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self._vcodec = vcodec
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self._camera_encoder = camera_encoder or camera_encoder_defaults()
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self._encoder_threads = encoder_threads
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self._batch_encoding_size = batch_encoding_size
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self._streaming_encoder = streaming_encoder
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@@ -284,7 +293,7 @@ class DatasetWriter:
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episode_index,
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self._root,
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self._meta.fps,
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self._vcodec,
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self._camera_encoder,
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self._encoder_threads,
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): video_key
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for video_key in self._meta.video_keys
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@@ -495,7 +504,7 @@ class DatasetWriter:
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# Update video info (only needed when first episode is encoded)
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if episode_index == 0:
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self._meta.update_video_info(video_key)
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self._meta.update_video_info(video_key, camera_encoder=self._camera_encoder)
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write_info(self._meta.info, self._meta.root)
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metadata = {
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@@ -564,7 +573,12 @@ class DatasetWriter:
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def _encode_temporary_episode_video(self, video_key: str, episode_index: int) -> Path:
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"""Use ffmpeg to convert frames stored as png into mp4 videos."""
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return _encode_video_worker(
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video_key, episode_index, self._root, self._meta.fps, self._vcodec, self._encoder_threads
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video_key,
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episode_index,
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self._root,
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self._meta.fps,
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self._camera_encoder,
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self._encoder_threads,
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)
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def close_writer(self) -> None:
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