most unit tests passing (TODO: convert datasets)

This commit is contained in:
Remi Cadene
2025-04-16 21:30:58 +02:00
parent c2a05a1fde
commit 6b6a990f4c
22 changed files with 150 additions and 136 deletions

View File

@@ -167,7 +167,8 @@ def train(cfg: TrainPipelineConfig):
if hasattr(cfg.policy, "drop_n_last_frames"):
shuffle = False
sampler = EpisodeAwareSampler(
dataset.episode_data_index,
dataset.meta.episodes["dataset_from_index"],
dataset.meta.episodes["dataset_to_index"],
drop_n_last_frames=cfg.policy.drop_n_last_frames,
shuffle=True,
)

View File

@@ -79,8 +79,8 @@ from lerobot.common.datasets.lerobot_dataset import LeRobotDataset
class EpisodeSampler(torch.utils.data.Sampler):
def __init__(self, dataset: LeRobotDataset, episode_index: int):
from_idx = dataset.episode_data_index["from"][episode_index].item()
to_idx = dataset.episode_data_index["to"][episode_index].item()
from_idx = dataset.meta.episodes["dataset_from_index"][episode_index].item()
to_idx = dataset.meta.episodes["dataset_to_index"][episode_index].item()
self.frame_ids = range(from_idx, to_idx)
def __iter__(self) -> Iterator:

View File

@@ -259,8 +259,8 @@ def get_episode_data(dataset: LeRobotDataset | IterableNamespace, episode_index)
selected_columns.insert(0, "timestamp")
if isinstance(dataset, LeRobotDataset):
from_idx = dataset.episode_data_index["from"][episode_index]
to_idx = dataset.episode_data_index["to"][episode_index]
from_idx = dataset.meta.episodes["dataset_from_index"][episode_index]
to_idx = dataset.meta.episodes["dataset_to_index"][episode_index]
data = (
dataset.hf_dataset.select(range(from_idx, to_idx))
.select_columns(selected_columns)
@@ -296,7 +296,7 @@ def get_episode_data(dataset: LeRobotDataset | IterableNamespace, episode_index)
def get_episode_video_paths(dataset: LeRobotDataset, ep_index: int) -> list[str]:
# get first frame of episode (hack to get video_path of the episode)
first_frame_idx = dataset.episode_data_index["from"][ep_index].item()
first_frame_idx = dataset.meta.episodes["dataset_from_index"][ep_index]
return [
dataset.hf_dataset.select_columns(key)[first_frame_idx][key]["path"]
for key in dataset.meta.video_keys
@@ -309,7 +309,7 @@ def get_episode_language_instruction(dataset: LeRobotDataset, ep_index: int) ->
return None
# get first frame index
first_frame_idx = dataset.episode_data_index["from"][ep_index].item()
first_frame_idx = dataset.meta.episodes["dataset_from_index"][ep_index]
language_instruction = dataset.hf_dataset[first_frame_idx]["language_instruction"]
# TODO (michel-aractingi) hack to get the sentence, some strings in openx are badly stored