feat(dataset): integrate episode streaming into training

This commit is contained in:
Pepijn
2026-07-23 16:10:39 +02:00
parent b85620657f
commit 3d70b21aac
34 changed files with 2771 additions and 942 deletions
+39 -37
View File
@@ -17,76 +17,78 @@ from pathlib import Path
import fsspec
from lerobot.datasets.dataset_metadata import LeRobotDatasetMetadata
from lerobot.datasets.episode_video_streaming import EpisodeVideoManifest, assert_hf_hub_range_cache_branch
DEFAULT_REPO = "allenai/MolmoAct2-BimanualYAM-Dataset"
DEFAULT_REVISION = "e9f21ae15074330839f2ac25ed4b49d76dfa1f9c"
DEFAULT_DATA_ROOT = "hf://buckets/pepijn223/MolmoAct2-BimanualYAM-Dataset-bucket"
from lerobot.datasets.streaming_sidecar import (
build_mp4_sidecar,
make_sidecar_spec,
published_sidecar_url,
range_backend_for_root,
)
from lerobot.streaming.sidecar import SidecarSpec
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser(description="Build a reusable MP4 byte-index sidecar for streaming.")
parser.add_argument("--repo-id", default=DEFAULT_REPO)
parser.add_argument("--revision", default=DEFAULT_REVISION)
parser.add_argument("--data-root", default=DEFAULT_DATA_ROOT)
parser.add_argument("--repo-id", required=True)
parser.add_argument("--revision", default=None)
parser.add_argument("--data-root", required=True)
parser.add_argument("--output", required=True)
parser.add_argument("--episodes", type=int, default=None)
parser.add_argument("--workers", type=int, default=8)
parser.add_argument("--range-backend", choices=("fsspec", "native-http"), default="native-http")
parser.add_argument("--range-backend", choices=("fsspec", "native-http"), default=None)
parser.add_argument("--max-probe-mb", type=int, default=64)
parser.add_argument(
"--no-push", action="store_true", help="Do not upload the sidecar to data_root/meta/mp4-sidecars."
)
parser.add_argument("--no-hub-branch-assert", action="store_true")
parser.add_argument("--push", action="store_true", help="Explicitly publish the sidecar to data_root.")
return parser.parse_args()
def push_sidecar(local_path: str, data_root: str) -> list[str]:
if not data_root.startswith("hf://"):
return []
def push_sidecar(local_path: str, spec: SidecarSpec) -> list[str]:
if not spec.data_root.startswith("hf://"):
raise ValueError("--push currently supports only hf:// data roots")
local = Path(local_path)
fs = fsspec.filesystem("hf")
remote_dir = f"{data_root.rstrip('/')}/meta/mp4-sidecars"
remote_paths = [f"{remote_dir}/{local.name}"]
for remote in remote_paths:
fs.put(str(local), remote)
return remote_paths
remote = published_sidecar_url(spec)
fs.put(str(Path(local_path)), remote)
return [remote]
def main() -> None:
args = parse_args()
if args.data_root.startswith("hf://") and not args.no_hub_branch_assert:
assert_hf_hub_range_cache_branch()
meta = LeRobotDatasetMetadata(args.repo_id, revision=args.revision)
meta.ensure_readable()
total = (
int(meta.total_episodes) if args.episodes is None else min(args.episodes, int(meta.total_episodes))
)
rel_paths = sorted(
{str(meta.get_video_file_path(ep_idx, key)) for ep_idx in range(total) for key in meta.video_keys}
)
spec = make_sidecar_spec(meta, args.data_root)
if total != int(meta.total_episodes):
selected_paths = {
str(meta.get_video_file_path(ep_idx, key)) for ep_idx in range(total) for key in meta.video_keys
}
spec = SidecarSpec(
repo_id=spec.repo_id,
revision=spec.revision,
data_root=spec.data_root,
source_files=tuple(item for item in spec.source_files if item[0] in selected_paths),
)
start = time.perf_counter()
EpisodeVideoManifest.write_file_sidecar(
build_mp4_sidecar(
args.output,
rel_paths,
args.data_root,
range_backend=args.range_backend,
spec,
range_backend=args.range_backend or range_backend_for_root(args.data_root),
workers=args.workers,
max_probe_bytes=args.max_probe_mb * 1024 * 1024,
)
elapsed = time.perf_counter() - start
print(f"wrote {args.output}")
print(f"episodes={total} files={len(rel_paths)} elapsed_s={elapsed:.2f}")
if args.no_push:
print("push_skipped: --no-push")
else:
pushed = push_sidecar(args.output, args.data_root)
print(f"episodes={total} files={len(spec.source_files)} elapsed_s={elapsed:.2f}")
if args.push:
if total != int(meta.total_episodes):
raise ValueError("Only a complete dataset sidecar can be published")
pushed = push_sidecar(args.output, spec)
for remote in pushed:
print(f"pushed {remote}")
else:
print("push_skipped: pass --push for explicit publication")
if __name__ == "__main__":