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https://github.com/huggingface/lerobot.git
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build obs with policy names
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@@ -319,8 +319,9 @@ def run_ee_inference_loop(
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ee_state = joints_to_ee(joint_state.copy())
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ee_state = joints_to_ee(joint_state.copy())
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# 3. Build observation frame with EE state for policy input
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# 3. Build observation frame with EE state for policy input
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# Use state names from dataset features to match training order
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# Use state names from policy's input features (from training) to match expected order
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state_names = dataset.features.get("observation.state", {}).get("names", [])
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state_feature = policy.config.input_features.get("observation.state")
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state_names = getattr(state_feature, "names", None) if state_feature else None
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if state_names:
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if state_names:
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# Build state array using the exact names from training
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# Build state array using the exact names from training
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@@ -518,12 +519,14 @@ def main():
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policy_config = PreTrainedConfig.from_pretrained(HF_MODEL_ID)
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policy_config = PreTrainedConfig.from_pretrained(HF_MODEL_ID)
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policy_config.pretrained_path = HF_MODEL_ID
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policy_config.pretrained_path = HF_MODEL_ID
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policy = make_policy(policy_config, ds_meta=dataset.meta)
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# Create policy without new dataset meta (use pretrained config)
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policy = make_policy(policy_config, ds_meta=None)
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# Use pretrained stats from model, NOT from new evaluation dataset
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# (evaluation dataset has different features than training dataset)
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preprocessor, postprocessor = make_pre_post_processors(
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preprocessor, postprocessor = make_pre_post_processors(
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policy_cfg=policy.config,
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policy_cfg=policy.config,
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pretrained_path=HF_MODEL_ID,
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pretrained_path=HF_MODEL_ID,
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dataset_stats=dataset.meta.stats,
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preprocessor_overrides={
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preprocessor_overrides={
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"device_processor": {"device": str(policy.config.device)}
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"device_processor": {"device": str(policy.config.device)}
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},
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},
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