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chore: replace hard-coded next values with constants throughout all the source code (#2056)
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@@ -81,7 +81,7 @@ from lerobot.envs.utils import (
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from lerobot.policies.factory import make_policy, make_pre_post_processors
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from lerobot.policies.pretrained import PreTrainedPolicy
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from lerobot.processor import PolicyAction, PolicyProcessorPipeline
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from lerobot.utils.constants import ACTION, OBS_STR
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from lerobot.utils.constants import ACTION, DONE, OBS_STR, REWARD
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from lerobot.utils.io_utils import write_video
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from lerobot.utils.random_utils import set_seed
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from lerobot.utils.utils import (
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@@ -451,9 +451,9 @@ def _compile_episode_data(
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"episode_index": torch.tensor([start_episode_index + ep_ix] * (num_frames - 1)),
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"frame_index": torch.arange(0, num_frames - 1, 1),
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"timestamp": torch.arange(0, num_frames - 1, 1) / fps,
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"next.done": rollout_data["done"][ep_ix, : num_frames - 1],
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DONE: rollout_data["done"][ep_ix, : num_frames - 1],
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"next.success": rollout_data["success"][ep_ix, : num_frames - 1],
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"next.reward": rollout_data["reward"][ep_ix, : num_frames - 1].type(torch.float32),
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REWARD: rollout_data["reward"][ep_ix, : num_frames - 1].type(torch.float32),
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}
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# For the last observation frame, all other keys will just be copy padded.
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