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b/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task00_a10/videos/libero_spatial_0/eval_episode_8.mp4 new file mode 100644 index 0000000000000000000000000000000000000000..aa5529d7956eb4ad5f99eb36a0404f95b849951c Binary files /dev/null and b/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task00_a10/videos/libero_spatial_0/eval_episode_8.mp4 differ diff --git a/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task00_a10/videos/libero_spatial_0/eval_episode_9.mp4 b/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task00_a10/videos/libero_spatial_0/eval_episode_9.mp4 new file mode 100644 index 0000000000000000000000000000000000000000..84d8a5b0cf0a7f41432ef6346187fb36f3fc3c98 Binary files /dev/null and b/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task00_a10/videos/libero_spatial_0/eval_episode_9.mp4 differ diff --git a/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task01_a10/eval.log b/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task01_a10/eval.log new file mode 100644 index 0000000000000000000000000000000000000000..811537d8e10912d979d3acce5de618901afc89bd --- /dev/null +++ b/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task01_a10/eval.log @@ -0,0 +1,1124 @@ + +[2026-09-25T12:03:11+09:00] COMMAND: /home/tml_lab/miniforge3/envs/lerobot/bin/python -m lerobot.scripts.lerobot_eval --policy.path=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model --policy.device=cuda --policy.n_action_steps=10 --env.type=libero --env.task=libero_spatial '--env.task_ids=[1]' --env.max_parallel_tasks=1 --eval.n_episodes=50 --eval.batch_size=50 --eval.use_async_envs=true --seed=3000 '--rename_map={"observation.images.image":"observation.images.camera1","observation.images.image2":"observation.images.camera2"}' --output_dir=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task01_a10 --job_name=smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task01 --eval.tail_task_key=libero_spatial_task01 +INFO 2026-09-25 12:03:43 bot_eval.py:771 {'env': {'camera_name': 'agentview_image,robot0_eye_in_hand_image', + 'camera_name_mapping': None, + 'control_mode': 'relative', + 'disable_env_checker': True, + 'episode_length': None, + 'features': {'action': {'shape': (7,), + 'type': }, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 12:03:43 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task01_a10 +INFO 2026-09-25 12:03:43 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 12:03:43 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 12:03:43 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 12:03:43 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 12:03:43 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 12:03:44 bot_eval.py:790 Making policy. +INFO 2026-09-25 12:03:44 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 12:12:10 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task02_a10 +INFO 2026-09-25 12:12:10 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 12:12:10 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 12:12:10 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 12:12:10 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 12:12:10 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 12:12:11 bot_eval.py:790 Making policy. +INFO 2026-09-25 12:12:11 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 12:19:34 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task03_a10 +INFO 2026-09-25 12:19:34 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 12:19:34 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 12:19:34 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 12:19:34 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 12:19:34 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 12:19:35 bot_eval.py:790 Making policy. +INFO 2026-09-25 12:19:35 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 12:28:39 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task04_a10 +INFO 2026-09-25 12:28:39 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 12:28:39 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 12:28:39 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 12:28:39 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 12:28:39 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 12:28:40 bot_eval.py:790 Making policy. +INFO 2026-09-25 12:28:40 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [5]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task05', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task05', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task05_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 12:36:22 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task05_a10 +INFO 2026-09-25 12:36:22 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 12:36:22 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 12:36:22 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 12:36:22 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 12:36:22 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[5] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=5 | n_envs=50 +INFO 2026-09-25 12:36:23 bot_eval.py:790 Making policy. +INFO 2026-09-25 12:36:23 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [6]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task06', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task06', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task06_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 12:45:14 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task06_a10 +INFO 2026-09-25 12:45:14 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 12:45:14 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 12:45:14 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 12:45:14 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 12:45:14 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[6] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=6 | n_envs=50 +INFO 2026-09-25 12:45:15 bot_eval.py:790 Making policy. +INFO 2026-09-25 12:45:15 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [7]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task07', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task07', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task07_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 12:52:43 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task07_a10 +INFO 2026-09-25 12:52:43 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 12:52:43 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 12:52:43 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 12:52:43 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 12:52:44 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[7] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=7 | n_envs=50 +INFO 2026-09-25 12:52:44 bot_eval.py:790 Making policy. +INFO 2026-09-25 12:52:44 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [8]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task08', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task08', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task08_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 13:01:42 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task08_a10 +INFO 2026-09-25 13:01:42 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 13:01:42 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 13:01:42 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 13:01:42 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 13:01:42 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[8] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=8 | n_envs=50 +INFO 2026-09-25 13:01:43 bot_eval.py:790 Making policy. +INFO 2026-09-25 13:01:43 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [9]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task09', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task01_060000_task09', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task09_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task01_060000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 13:09:48 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task01_060000/eval_task09_a10 +INFO 2026-09-25 13:09:48 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 13:09:48 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 13:09:48 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 13:09:48 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 13:09:48 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[9] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=9 | n_envs=50 +INFO 2026-09-25 13:09:49 bot_eval.py:790 Making policy. +INFO 2026-09-25 13:09:49 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00", line 198, in _run_module_as_main + File "", line 88, in _run_code + File "/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/src/lerobot/scripts/lerobot_eval.py", line 68, in + import gymnasium as gym +ModuleNotFoundError: No module named 'gymnasium' + +[2026-09-25T03:23:14+09:00] COMMAND: /usr/bin/python -m lerobot.scripts.lerobot_eval --policy.path=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_015000/pretrained_model --policy.device=cuda --policy.n_action_steps=10 --env.type=libero --env.task=libero_spatial '--env.task_ids=[0]' --env.max_parallel_tasks=1 --eval.n_episodes=50 --eval.batch_size=50 --eval.use_async_envs=true --seed=3000 '--rename_map={"observation.images.image":"observation.images.camera1","observation.images.image2":"observation.images.camera2"}' --output_dir=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task00_a10 --job_name=smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_015000_task00 --eval.tail_task_key=libero_spatial_task00 +Traceback (most recent call last): + File "", line 198, in _run_module_as_main + File "", line 88, in _run_code + File "/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/src/lerobot/scripts/lerobot_eval.py", line 68, in + import gymnasium as gym +ModuleNotFoundError: No module named 'gymnasium' + +[2026-09-25T03:37:52+09:00] COMMAND: /home/tml_lab/miniforge3/envs/lerobot/bin/python -m lerobot.scripts.lerobot_eval --policy.path=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_015000/pretrained_model --policy.device=cuda --policy.n_action_steps=10 --env.type=libero --env.task=libero_spatial '--env.task_ids=[0]' --env.max_parallel_tasks=1 --eval.n_episodes=50 --eval.batch_size=50 --eval.use_async_envs=true --seed=3000 '--rename_map={"observation.images.image":"observation.images.camera1","observation.images.image2":"observation.images.camera2"}' --output_dir=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task00_a10 --job_name=smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_015000_task00 --eval.tail_task_key=libero_spatial_task00 +INFO 2026-09-25 03:38:02 bot_eval.py:771 {'env': {'camera_name': 'agentview_image,robot0_eye_in_hand_image', + 'camera_name_mapping': None, + 'control_mode': 'relative', + 'disable_env_checker': True, + 'episode_length': None, + 'features': {'action': {'shape': (7,), + 'type': }, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_015000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_015000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 03:38:02 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task00_a10 +INFO 2026-09-25 03:38:02 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 03:38:02 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 03:38:02 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 03:38:02 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 03:38:02 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 03:38:03 bot_eval.py:790 Making policy. +INFO 2026-09-25 03:38:03 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00", line 198, in _run_module_as_main + File "", line 88, in _run_code + File "/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/src/lerobot/scripts/lerobot_eval.py", line 68, in + import gymnasium as gym +ModuleNotFoundError: No module named 'gymnasium' + +[2026-09-25T03:23:14+09:00] COMMAND: /usr/bin/python -m lerobot.scripts.lerobot_eval --policy.path=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_015000/pretrained_model --policy.device=cuda --policy.n_action_steps=10 --env.type=libero --env.task=libero_spatial '--env.task_ids=[1]' --env.max_parallel_tasks=1 --eval.n_episodes=50 --eval.batch_size=50 --eval.use_async_envs=true --seed=3000 '--rename_map={"observation.images.image":"observation.images.camera1","observation.images.image2":"observation.images.camera2"}' --output_dir=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task01_a10 --job_name=smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_015000_task01 --eval.tail_task_key=libero_spatial_task01 +Traceback (most recent call last): + File "", line 198, in _run_module_as_main + File "", line 88, in _run_code + File "/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/src/lerobot/scripts/lerobot_eval.py", line 68, in + import gymnasium as gym +ModuleNotFoundError: No module named 'gymnasium' + +[2026-09-25T03:42:11+09:00] COMMAND: /home/tml_lab/miniforge3/envs/lerobot/bin/python -m lerobot.scripts.lerobot_eval --policy.path=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_015000/pretrained_model --policy.device=cuda --policy.n_action_steps=10 --env.type=libero --env.task=libero_spatial '--env.task_ids=[1]' --env.max_parallel_tasks=1 --eval.n_episodes=50 --eval.batch_size=50 --eval.use_async_envs=true --seed=3000 '--rename_map={"observation.images.image":"observation.images.camera1","observation.images.image2":"observation.images.camera2"}' --output_dir=/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task01_a10 --job_name=smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_015000_task01 --eval.tail_task_key=libero_spatial_task01 +INFO 2026-09-25 03:42:24 bot_eval.py:771 {'env': {'camera_name': 'agentview_image,robot0_eye_in_hand_image', + 'camera_name_mapping': None, + 'control_mode': 'relative', + 'disable_env_checker': True, + 'episode_length': None, + 'features': {'action': {'shape': (7,), + 'type': }, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_015000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_015000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 03:42:24 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task01_a10 +INFO 2026-09-25 03:42:24 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 03:42:24 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 03:42:24 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 03:42:24 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 03:42:24 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 03:42:24 bot_eval.py:790 Making policy. +INFO 2026-09-25 03:42:24 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_015000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_015000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 03:48:13 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_015000/eval_task02_a10 +INFO 2026-09-25 03:48:13 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 03:48:13 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 03:48:13 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 03:48:13 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 03:48:13 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 03:48:14 bot_eval.py:790 Making policy. +INFO 2026-09-25 03:48:14 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 13:18:57 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task00_a10 +INFO 2026-09-25 13:18:57 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 13:18:57 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 13:18:57 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 13:18:57 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 13:18:57 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 13:18:58 bot_eval.py:790 Making policy. +INFO 2026-09-25 13:18:58 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 13:27:01 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task01_a10 +INFO 2026-09-25 13:27:01 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 13:27:01 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 13:27:01 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 13:27:01 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 13:27:02 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 13:27:02 bot_eval.py:790 Making policy. +INFO 2026-09-25 13:27:02 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 13:36:00 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task02_a10 +INFO 2026-09-25 13:36:00 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 13:36:00 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 13:36:00 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 13:36:00 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 13:36:00 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 13:36:01 bot_eval.py:790 Making policy. +INFO 2026-09-25 13:36:01 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 13:44:08 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task03_a10 +INFO 2026-09-25 13:44:08 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 13:44:08 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 13:44:08 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 13:44:08 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 13:44:09 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 13:44:09 bot_eval.py:790 Making policy. +INFO 2026-09-25 13:44:09 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 13:53:10 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task04_a10 +INFO 2026-09-25 13:53:10 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 13:53:10 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 13:53:10 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 13:53:10 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 13:53:10 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 13:53:11 bot_eval.py:790 Making policy. +INFO 2026-09-25 13:53:11 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [5]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task05', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task05', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task05_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 14:00:53 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task05_a10 +INFO 2026-09-25 14:00:53 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 14:00:53 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 14:00:53 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 14:00:53 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 14:00:53 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[5] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=5 | n_envs=50 +INFO 2026-09-25 14:00:54 bot_eval.py:790 Making policy. +INFO 2026-09-25 14:00:54 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [6]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task06', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task06', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task06_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 14:10:09 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task06_a10 +INFO 2026-09-25 14:10:09 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 14:10:09 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 14:10:09 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 14:10:09 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 14:10:09 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[6] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=6 | n_envs=50 +INFO 2026-09-25 14:10:10 bot_eval.py:790 Making policy. +INFO 2026-09-25 14:10:10 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [7]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task07', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task07', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task07_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 14:17:40 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task07_a10 +INFO 2026-09-25 14:17:40 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 14:17:40 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 14:17:40 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 14:17:40 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 14:17:40 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[7] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=7 | n_envs=50 +INFO 2026-09-25 14:17:41 bot_eval.py:790 Making policy. +INFO 2026-09-25 14:17:41 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [8]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task08', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task08', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task08_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 14:27:18 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task08_a10 +INFO 2026-09-25 14:27:18 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 14:27:18 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 14:27:18 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 14:27:18 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 14:27:18 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[8] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=8 | n_envs=50 +INFO 2026-09-25 14:27:19 bot_eval.py:790 Making policy. +INFO 2026-09-25 14:27:19 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [9]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task09', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task02_065000_task09', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task09_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task02_065000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 14:34:23 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task02_065000/eval_task09_a10 +INFO 2026-09-25 14:34:23 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 14:34:23 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 14:34:23 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 14:34:23 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 14:34:23 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[9] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=9 | n_envs=50 +INFO 2026-09-25 14:34:23 bot_eval.py:790 Making policy. +INFO 2026-09-25 14:34:23 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_020000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_020000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_020000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 03:57:10 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_020000/eval_task00_a10 +INFO 2026-09-25 03:57:10 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 03:57:10 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 03:57:10 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 03:57:10 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 03:57:10 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 03:57:11 bot_eval.py:790 Making policy. +INFO 2026-09-25 03:57:11 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_020000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_020000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_020000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 04:04:50 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_020000/eval_task01_a10 +INFO 2026-09-25 04:04:50 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 04:04:50 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 04:04:50 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 04:04:50 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 04:04:50 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 04:04:51 bot_eval.py:790 Making policy. +INFO 2026-09-25 04:04:51 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_020000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_020000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_020000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 04:13:34 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_020000/eval_task02_a10 +INFO 2026-09-25 04:13:34 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 04:13:34 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 04:13:34 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 04:13:34 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 04:13:34 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 04:13:35 bot_eval.py:790 Making policy. +INFO 2026-09-25 04:13:35 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_020000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_020000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_020000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 04:20:43 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_020000/eval_task03_a10 +INFO 2026-09-25 04:20:43 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 04:20:43 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 04:20:43 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 04:20:43 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 04:20:43 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 04:20:44 bot_eval.py:790 Making policy. +INFO 2026-09-25 04:20:44 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 14:43:46 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task00_a10 +INFO 2026-09-25 14:43:46 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 14:43:46 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 14:43:46 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 14:43:46 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 14:43:46 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 14:43:47 bot_eval.py:790 Making policy. +INFO 2026-09-25 14:43:47 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 14:51:24 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task01_a10 +INFO 2026-09-25 14:51:24 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 14:51:24 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 14:51:24 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 14:51:24 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 14:51:25 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 14:51:25 bot_eval.py:790 Making policy. +INFO 2026-09-25 14:51:25 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 14:59:13 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task02_a10 +INFO 2026-09-25 14:59:13 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 14:59:13 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 14:59:13 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 14:59:13 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 14:59:13 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 14:59:14 bot_eval.py:790 Making policy. +INFO 2026-09-25 14:59:14 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:08:43 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task03_a10 +INFO 2026-09-25 15:08:43 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:08:43 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:08:43 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:08:43 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:08:43 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 15:08:44 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:08:44 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:17:23 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task04_a10 +INFO 2026-09-25 15:17:23 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:17:23 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:17:23 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:17:23 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:17:23 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 15:17:24 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:17:24 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [5]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task05', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task05', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task05_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:26:17 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task05_a10 +INFO 2026-09-25 15:26:17 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:26:17 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:26:17 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:26:17 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:26:17 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[5] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=5 | n_envs=50 +INFO 2026-09-25 15:26:18 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:26:18 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [6]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task06', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task06', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task06_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:33:11 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task06_a10 +INFO 2026-09-25 15:33:11 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:33:11 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:33:11 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:33:11 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:33:11 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[6] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=6 | n_envs=50 +INFO 2026-09-25 15:33:11 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:33:11 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [7]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task07', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task07', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task07_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:39:40 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task07_a10 +INFO 2026-09-25 15:39:40 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:39:40 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:39:40 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:39:40 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:39:41 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[7] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=7 | n_envs=50 +INFO 2026-09-25 15:39:41 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:39:41 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [8]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task08', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task08', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task08_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:44:20 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task08_a10 +INFO 2026-09-25 15:44:20 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:44:20 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:44:20 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:44:20 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:44:20 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[8] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=8 | n_envs=50 +INFO 2026-09-25 15:44:21 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:44:21 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [9]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task09', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task03_070000_task09', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task09_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task03_070000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:48:37 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task03_070000/eval_task09_a10 +INFO 2026-09-25 15:48:37 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:48:37 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:48:37 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:48:37 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:48:37 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[9] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=9 | n_envs=50 +INFO 2026-09-25 15:48:37 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:48:37 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_025000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_025000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 04:29:12 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task00_a10 +INFO 2026-09-25 04:29:12 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 04:29:12 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 04:29:12 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 04:29:12 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 04:29:12 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 04:29:13 bot_eval.py:790 Making policy. +INFO 2026-09-25 04:29:13 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_025000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_025000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 04:36:55 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task01_a10 +INFO 2026-09-25 04:36:55 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 04:36:55 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 04:36:55 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 04:36:55 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 04:36:55 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 04:36:56 bot_eval.py:790 Making policy. +INFO 2026-09-25 04:36:56 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_025000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_025000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 04:45:56 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task02_a10 +INFO 2026-09-25 04:45:56 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 04:45:56 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 04:45:56 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 04:45:56 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 04:45:56 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 04:45:57 bot_eval.py:790 Making policy. +INFO 2026-09-25 04:45:57 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_025000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_025000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 04:53:07 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task03_a10 +INFO 2026-09-25 04:53:07 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 04:53:07 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 04:53:07 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 04:53:07 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 04:53:07 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 04:53:08 bot_eval.py:790 Making policy. +INFO 2026-09-25 04:53:08 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_025000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_025000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 05:01:59 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_025000/eval_task04_a10 +INFO 2026-09-25 05:01:59 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 05:01:59 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 05:01:59 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 05:01:59 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 05:01:59 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 05:02:00 bot_eval.py:790 Making policy. +INFO 2026-09-25 05:02:00 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:52:37 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task00_a10 +INFO 2026-09-25 15:52:37 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:52:37 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:52:37 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:52:37 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:52:37 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 15:52:37 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:52:37 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 15:57:01 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task01_a10 +INFO 2026-09-25 15:57:01 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 15:57:01 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 15:57:01 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 15:57:01 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 15:57:01 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 15:57:01 bot_eval.py:790 Making policy. +INFO 2026-09-25 15:57:01 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:01:08 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task02_a10 +INFO 2026-09-25 16:01:08 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:01:08 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:01:08 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:01:08 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:01:08 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 16:01:08 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:01:08 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:05:39 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task03_a10 +INFO 2026-09-25 16:05:39 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:05:39 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:05:39 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:05:39 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:05:39 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 16:05:39 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:05:39 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:09:42 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task04_a10 +INFO 2026-09-25 16:09:42 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:09:42 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:09:42 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:09:42 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:09:42 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 16:09:42 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:09:42 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [5]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task05', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task05', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task05_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:14:01 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task05_a10 +INFO 2026-09-25 16:14:01 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:14:01 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:14:01 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:14:01 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:14:01 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[5] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=5 | n_envs=50 +INFO 2026-09-25 16:14:01 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:14:01 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [6]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task06', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task06', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task06_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:18:16 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task06_a10 +INFO 2026-09-25 16:18:16 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:18:16 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:18:16 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:18:16 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:18:16 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[6] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=6 | n_envs=50 +INFO 2026-09-25 16:18:16 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:18:16 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [7]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task07', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task07', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task07_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:22:21 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task07_a10 +INFO 2026-09-25 16:22:21 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:22:21 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:22:21 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:22:21 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:22:21 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[7] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=7 | n_envs=50 +INFO 2026-09-25 16:22:21 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:22:21 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [8]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task08', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task08', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task08_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:26:37 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task08_a10 +INFO 2026-09-25 16:26:37 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:26:37 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:26:37 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:26:37 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:26:37 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[8] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=8 | n_envs=50 +INFO 2026-09-25 16:26:38 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:26:38 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [9]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task09', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task04_075000_task09', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task09_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task04_075000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:31:02 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task04_075000/eval_task09_a10 +INFO 2026-09-25 16:31:02 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:31:02 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:31:02 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:31:02 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:31:02 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[9] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=9 | n_envs=50 +INFO 2026-09-25 16:31:02 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:31:02 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_030000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_030000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 05:09:28 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task00_a10 +INFO 2026-09-25 05:09:28 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 05:09:28 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 05:09:28 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 05:09:28 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 05:09:28 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 05:09:29 bot_eval.py:790 Making policy. +INFO 2026-09-25 05:09:29 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_030000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_030000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 05:18:02 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task01_a10 +INFO 2026-09-25 05:18:02 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 05:18:02 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 05:18:02 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 05:18:02 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 05:18:02 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 05:18:03 bot_eval.py:790 Making policy. +INFO 2026-09-25 05:18:03 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_030000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_030000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 05:25:35 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task02_a10 +INFO 2026-09-25 05:25:35 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 05:25:35 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 05:25:35 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 05:25:35 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 05:25:35 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 05:25:36 bot_eval.py:790 Making policy. +INFO 2026-09-25 05:25:36 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_030000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_030000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 05:34:30 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task03_a10 +INFO 2026-09-25 05:34:30 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 05:34:30 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 05:34:30 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 05:34:30 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 05:34:30 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 05:34:31 bot_eval.py:790 Making policy. +INFO 2026-09-25 05:34:31 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_030000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_030000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 05:42:08 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task04_a10 +INFO 2026-09-25 05:42:08 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 05:42:08 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 05:42:08 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 05:42:08 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 05:42:08 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 05:42:09 bot_eval.py:790 Making policy. +INFO 2026-09-25 05:42:09 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [5]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task05', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_030000_task05', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task05_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_030000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 05:50:41 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_030000/eval_task05_a10 +INFO 2026-09-25 05:50:41 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 05:50:41 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 05:50:41 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 05:50:41 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 05:50:41 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[5] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=5 | n_envs=50 +INFO 2026-09-25 05:50:42 bot_eval.py:790 Making policy. +INFO 2026-09-25 05:50:42 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:35:31 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task00_a10 +INFO 2026-09-25 16:35:31 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:35:31 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:35:31 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:35:31 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:35:31 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 16:35:32 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:35:32 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:40:08 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task01_a10 +INFO 2026-09-25 16:40:08 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:40:08 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:40:08 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:40:08 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:40:08 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 16:40:08 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:40:08 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:44:39 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task02_a10 +INFO 2026-09-25 16:44:39 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:44:39 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:44:39 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:44:39 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:44:39 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 16:44:39 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:44:39 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:48:53 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task03_a10 +INFO 2026-09-25 16:48:53 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:48:53 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:48:53 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:48:53 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:48:53 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 16:48:53 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:48:53 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:52:57 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task04_a10 +INFO 2026-09-25 16:52:57 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:52:57 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:52:57 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:52:57 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:52:58 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 16:52:58 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:52:58 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [5]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task05', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task05', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task05_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 16:57:46 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task05_a10 +INFO 2026-09-25 16:57:46 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 16:57:47 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 16:57:47 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 16:57:47 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 16:57:47 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[5] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=5 | n_envs=50 +INFO 2026-09-25 16:57:47 bot_eval.py:790 Making policy. +INFO 2026-09-25 16:57:47 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [6]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task06', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task06', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task06_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:02:14 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task06_a10 +INFO 2026-09-25 17:02:14 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:02:14 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:02:14 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:02:14 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:02:14 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[6] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=6 | n_envs=50 +INFO 2026-09-25 17:02:14 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:02:14 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [7]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task07', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task07', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task07_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:06:08 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task07_a10 +INFO 2026-09-25 17:06:08 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:06:08 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:06:08 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:06:08 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:06:08 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[7] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=7 | n_envs=50 +INFO 2026-09-25 17:06:08 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:06:08 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [8]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task08', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task08', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task08_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:10:00 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task08_a10 +INFO 2026-09-25 17:10:00 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:10:00 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:10:00 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:10:00 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:10:00 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[8] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=8 | n_envs=50 +INFO 2026-09-25 17:10:00 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:10:00 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [9]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task09', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task05_080000_task09', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task09_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task05_080000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:15:06 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task05_080000/eval_task09_a10 +INFO 2026-09-25 17:15:06 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:15:06 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:15:06 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:15:06 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:15:06 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[9] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=9 | n_envs=50 +INFO 2026-09-25 17:15:08 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:15:08 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_035000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_035000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 05:58:44 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task00_a10 +INFO 2026-09-25 05:58:44 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 05:58:44 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 05:58:44 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 05:58:44 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 05:58:44 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 05:58:45 bot_eval.py:790 Making policy. +INFO 2026-09-25 05:58:45 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_035000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_035000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 06:06:56 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task01_a10 +INFO 2026-09-25 06:06:56 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 06:06:56 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 06:06:56 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 06:06:56 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 06:06:56 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 06:06:57 bot_eval.py:790 Making policy. +INFO 2026-09-25 06:06:57 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_035000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_035000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 06:15:12 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task02_a10 +INFO 2026-09-25 06:15:12 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 06:15:12 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 06:15:12 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 06:15:12 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 06:15:12 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 06:15:13 bot_eval.py:790 Making policy. +INFO 2026-09-25 06:15:13 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_035000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_035000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 06:22:59 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task03_a10 +INFO 2026-09-25 06:22:59 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 06:22:59 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 06:22:59 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 06:22:59 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 06:22:59 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 06:23:00 bot_eval.py:790 Making policy. +INFO 2026-09-25 06:23:00 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_035000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_035000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 06:30:22 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task04_a10 +INFO 2026-09-25 06:30:22 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 06:30:22 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 06:30:22 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 06:30:22 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 06:30:22 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 06:30:22 bot_eval.py:790 Making policy. +INFO 2026-09-25 06:30:22 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [5]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task05', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_035000_task05', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task05_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_035000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 06:38:39 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task05_a10 +INFO 2026-09-25 06:38:39 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 06:38:39 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 06:38:39 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 06:38:39 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 06:38:39 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[5] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=5 | n_envs=50 +INFO 2026-09-25 06:38:40 bot_eval.py:790 Making policy. +INFO 2026-09-25 06:38:40 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [6]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task06', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_035000_task06', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task06_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_035000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 06:46:48 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_035000/eval_task06_a10 +INFO 2026-09-25 06:46:48 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 06:46:48 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 06:46:48 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 06:46:48 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 06:46:48 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[6] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=6 | n_envs=50 +INFO 2026-09-25 06:46:49 bot_eval.py:790 Making policy. +INFO 2026-09-25 06:46:49 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [0]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task00', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task00', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task00_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:18:50 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task00_a10 +INFO 2026-09-25 17:18:50 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:18:50 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:18:50 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:18:50 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:18:50 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[0] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=0 | n_envs=50 +INFO 2026-09-25 17:18:51 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:18:51 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [1]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task01', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task01', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task01_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:22:20 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task01_a10 +INFO 2026-09-25 17:22:20 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:22:20 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:22:20 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:22:20 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:22:20 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[1] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=1 | n_envs=50 +INFO 2026-09-25 17:22:21 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:22:21 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [2]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task02', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task02', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task02_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:26:29 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task02_a10 +INFO 2026-09-25 17:26:29 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:26:29 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:26:29 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:26:29 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:26:29 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[2] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=2 | n_envs=50 +INFO 2026-09-25 17:26:29 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:26:29 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [3]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task03', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task03', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task03_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:31:07 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task03_a10 +INFO 2026-09-25 17:31:07 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:31:07 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:31:07 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:31:07 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:31:07 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[3] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=3 | n_envs=50 +INFO 2026-09-25 17:31:07 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:31:07 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [4]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task04', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task04', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task04_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:35:04 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task04_a10 +INFO 2026-09-25 17:35:04 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:35:04 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:35:04 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:35:04 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:35:04 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[4] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=4 | n_envs=50 +INFO 2026-09-25 17:35:05 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:35:05 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [5]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task05', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task05', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task05_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:39:32 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task05_a10 +INFO 2026-09-25 17:39:32 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:39:32 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:39:32 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:39:32 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:39:32 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[5] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=5 | n_envs=50 +INFO 2026-09-25 17:39:32 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:39:32 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [6]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task06', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task06', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task06_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:44:13 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task06_a10 +INFO 2026-09-25 17:44:13 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:44:13 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:44:13 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:44:13 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:44:13 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[6] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=6 | n_envs=50 +INFO 2026-09-25 17:44:14 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:44:14 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [7]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task07', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task07', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task07_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:48:05 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task07_a10 +INFO 2026-09-25 17:48:05 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:48:05 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:48:05 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:48:05 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:48:05 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[7] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=7 | n_envs=50 +INFO 2026-09-25 17:48:05 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:48:05 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00}, + 'pixels/agentview_image': {'shape': (360, 360, 3), + 'type': }, + 'pixels/robot0_eye_in_hand_image': {'shape': (360, + 360, + 3), + 'type': }, + 'robot_state/eef/mat': {'shape': (3, 3), + 'type': }, + 'robot_state/eef/pos': {'shape': (3,), + 'type': }, + 'robot_state/eef/quat': {'shape': (4,), + 'type': }, + 'robot_state/gripper/qpos': {'shape': (2,), + 'type': }, + 'robot_state/gripper/qvel': {'shape': (2,), + 'type': }, + 'robot_state/joints/pos': {'shape': (7,), + 'type': }, + 'robot_state/joints/vel': {'shape': (7,), + 'type': }}, + 'features_map': {'action': 'action', + 'pixels/agentview_image': 'observation.images.image', + 'pixels/robot0_eye_in_hand_image': 'observation.images.image2', + 'robot_state/eef/mat': 'observation.state.eef_mat', + 'robot_state/eef/pos': 'observation.state.eef_pos', + 'robot_state/eef/quat': 'observation.state.eef_quat', + 'robot_state/gripper/qpos': 'observation.state.gripper_qpos', + 'robot_state/gripper/qvel': 'observation.state.gripper_qvel', + 'robot_state/joints/pos': 'observation.state.joint_pos', + 'robot_state/joints/vel': 'observation.state.joint_vel'}, + 'fps': 20, + 'hard_reset': True, + 'init_states': True, + 'is_libero_plus': False, + 'max_parallel_tasks': 1, + 'obs_type': 'pixels_agent_pos', + 'observation_height': 360, + 'observation_width': 360, + 'render_mode': 'rgb_array', + 'task': 'libero_spatial', + 'task_ids': [8]}, + 'eval': {'batch_size': 50, + 'n_episodes': 50, + 'recording': False, + 'recording_private': False, + 'recording_repo_id': None, + 'tail_task_key': 'libero_spatial_task08', + 'use_async_envs': True}, + 'job_name': 'smolvla_boundary_tail_libero_spatial_2e-3_split2_libero_spatial_task06_085000_task08', + 'output_dir': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task08_a10'), + 'policy': {'adapt_to_pi_aloha': False, + 'add_image_special_tokens': False, + 'attention_mode': 'cross_attn', + 'chunk_size': 50, + 'compile_mode': 'max-autotune', + 'compile_model': False, + 'device': 'cuda', + 'empty_cameras': 0, + 'expert_width_multiplier': 0.75, + 'freeze_vision_encoder': True, + 'input_features': {'observation.images.camera1': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera2': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.images.camera3': {'shape': (3, + 256, + 256), + 'type': }, + 'observation.state': {'shape': (6,), + 'type': }}, + 'license': None, + 'load_vlm_weights': True, + 'max_action_dim': 32, + 'max_period': 4.0, + 'max_state_dim': 32, + 'min_period': 0.004, + 'n_action_steps': 10, + 'n_obs_steps': 1, + 'normalization_mapping': {'ACTION': , + 'STATE': , + 'VISUAL': }, + 'num_expert_layers': 0, + 'num_steps': 10, + 'num_vlm_layers': 16, + 'optimizer_betas': (0.9, 0.95), + 'optimizer_eps': 1e-08, + 'optimizer_grad_clip_norm': 10.0, + 'optimizer_lr': 0.002, + 'optimizer_weight_decay': 1e-10, + 'output_features': {'action': {'shape': (7,), + 'type': }}, + 'pad_language_to': 'max_length', + 'prefix_length': 0, + 'pretrained_path': PosixPath('/NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/train/smolvla-split-boundary_tail-libero/smolvla_boundary_tail_libero_spatial_2e-3_split2/checkpoints/libero_spatial_task06_085000/pretrained_model'), + 'pretrained_revision': None, + 'private': None, + 'push_to_hub': False, + 'repo_id': None, + 'resize_imgs_with_padding': (512, 512), + 'rtc_config': None, + 'scheduler_decay_lr': 0.002, + 'scheduler_decay_steps': 5000, + 'scheduler_warmup_steps': 0, + 'self_attn_every_n_layers': 2, + 'tags': None, + 'tokenizer_max_length': 48, + 'train_expert_only': True, + 'train_state_proj': True, + 'use_amp': False, + 'use_cache': True, + 'use_delta_joint_actions_aloha': False, + 'use_peft': True, + 'vlm_model_name': 'HuggingFaceTB/SmolVLM2-500M-Video-Instruct'}, + 'rename_map': {'observation.images.image': 'observation.images.camera1', + 'observation.images.image2': 'observation.images.camera2'}, + 'seed': 3000, + 'trust_remote_code': False} +INFO 2026-09-25 17:52:26 bot_eval.py:780 Output dir: /NHNHOME/26msit001_A/BASE/tml-lab/mk/lerobot-061-cl/outputs/eval/smolvla-split-boundary_tail-libero-3000/smolvla_boundary_tail_libero_spatial_2e-3_split2/libero_spatial_task06_085000/eval_task08_a10 +INFO 2026-09-25 17:52:26 bot_eval.py:782 Making environment (batch_size=50, async=True). +[robosuite WARNING] No private macro file found! (__init__.py:7) +WARNING 2026-09-25 17:52:26 e/__init__.py:7 No private macro file found! +[robosuite WARNING] It is recommended to use a private macro file (__init__.py:8) +WARNING 2026-09-25 17:52:26 e/__init__.py:8 It is recommended to use a private macro file +[robosuite WARNING] To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py (__init__.py:9) +WARNING 2026-09-25 17:52:26 e/__init__.py:9 To setup, run: python /home/tml_lab/miniforge3/envs/lerobot/lib/python3.12/site-packages/robosuite/scripts/setup_macros.py +INFO 2026-09-25 17:52:26 tesupport.py:24 No OpenGL_accelerate module loaded: No module named 'OpenGL_accelerate' +Creating LIBERO envs | suites=['libero_spatial'] | n_envs(per task)=50 | init_states=True +Restricting to task_ids=[8] +[info] using task orders [0, 1, 2, 3, 4, 5, 6, 7, 8, 9] +Built vec env | suite=libero_spatial | task_id=8 | n_envs=50 +INFO 2026-09-25 17:52:27 bot_eval.py:790 Making policy. +INFO 2026-09-25 17:52:27 /factory.py:394 Loading policy's PEFT adapter. +Loading HuggingFaceTB/SmolVLM2-500M-Video-Instruct weights ... +`torch_dtype` is deprecated! Use `dtype` instead! + Loading weights: 0%| | 0/489 [00:00