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feat(dataset): add streaming video encoding + HW encoder support (#2974)
* feat(dataset): init stream encoding * feat(dataset): use threads to fix frame pickle latency * refactor(dataset): remove HW encoded related changes * add lp (#2977) * feat(dataset): add Hw encoding + log drop frames (#2978) * chore(docs): add streaming video encoding guide * fix(dataset): style docs + testing * chore(docs): simplify sttreaming video encoding guide * chore(dataset): add commands + streaming encoding default false + print note if false + queue default is now 30 * chore(docs): add verification note advice * chore(dataset): adjusting defaults & docs for streaming encoding * docs(scripts): improve docstrings * test(dataset): polish streaming encoding tests * chore(dataset): move FYI log related to streaming * chore(dataset): add arg vcodec to suggestions * refactor(dataset): better handling for auto and available vcodec * chore(dataset): change log level * docs(dataset): add note related to training performance vcodec * docs(dataset): add more notes to streaming encoding --------- Co-authored-by: Caroline Pascal <caroline8.pascal@gmail.com> Co-authored-by: Pepijn <pepijn@huggingface.co>
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@@ -31,7 +31,6 @@ from lerobot.configs.train import TrainPipelineConfig
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from lerobot.datasets.factory import make_dataset
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from lerobot.datasets.image_writer import image_array_to_pil_image
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from lerobot.datasets.lerobot_dataset import (
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VALID_VIDEO_CODECS,
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LeRobotDataset,
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MultiLeRobotDataset,
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_encode_video_worker,
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@@ -45,6 +44,7 @@ from lerobot.datasets.utils import (
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hf_transform_to_torch,
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hw_to_dataset_features,
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)
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from lerobot.datasets.video_utils import VALID_VIDEO_CODECS
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from lerobot.envs.factory import make_env_config
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from lerobot.policies.factory import make_policy_config
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from lerobot.robots import make_robot_from_config
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@@ -393,7 +393,7 @@ def test_tmp_mixed_deletion(tmp_path, empty_lerobot_dataset_factory):
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vid_key: {"dtype": "video", "shape": DUMMY_HWC, "names": ["height", "width", "channels"]},
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}
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ds_mixed = empty_lerobot_dataset_factory(
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root=tmp_path / "mixed", features=features_mixed, batch_encoding_size=2
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root=tmp_path / "mixed", features=features_mixed, batch_encoding_size=2, streaming_encoding=False
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)
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ds_mixed.add_frame(
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{
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@@ -1450,7 +1450,10 @@ def test_valid_video_codecs_constant():
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assert "h264" in VALID_VIDEO_CODECS
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assert "hevc" in VALID_VIDEO_CODECS
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assert "libsvtav1" in VALID_VIDEO_CODECS
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assert len(VALID_VIDEO_CODECS) == 3
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assert "auto" in VALID_VIDEO_CODECS
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assert "h264_videotoolbox" in VALID_VIDEO_CODECS
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assert "h264_nvenc" in VALID_VIDEO_CODECS
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assert len(VALID_VIDEO_CODECS) == 10
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def test_delta_timestamps_with_episodes_filter(tmp_path, empty_lerobot_dataset_factory):
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