diff --git a/.gitattributes b/.gitattributes
index 60086f0dbf137f80a0aa06cd58cfdb21727bf72e..1c2fca2172612b21ad12404b74ebd22808a7c576 100644
--- a/.gitattributes
+++ b/.gitattributes
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 dit4dit_robocasa_full_data_full_finetune_bs64/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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 fastwam_robocasa_full_data_full_finetune_bs256/fastwam_robocasa_full_data_full_finetune_2026_08_28_13_54_01.jsonl filter=lfs diff=lfs merge=lfs -text
+pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+pi0_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+fastwam_robodojo_full_finetune_bs32/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+dit4dit_robodojo_full_finetune_bs128/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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'grad_accumulation_steps': 16, 'metric': {'type': 'VLAMetric', 'active_trackers': ('jsonl', 'wandb'), 'run_dir': '/mnt/data/cpfs/users/jikun/wk_dir/robodojo/cosmos3_nano', 'grad_accumulation_steps': 16, 'window_size': 1}, 'lr_scheduler': {'type': 'linear-warmup+linear-decay', 'warmup_steps': 0, 'cycle_length': 100000}, 'enable_gradient_checkpointing': True, 'enable_mixed_precision_training': True, 'mixed_precision_dtype': 'bf16', 'sharding_strategy': 'full-shard', 'change_key_name': False, 'cfg': Config (path: configs/cosmos3/cosmos3nano_robodojo_full_finetune.py): {...}, 'args': Namespace(config='configs/cosmos3/cosmos3nano_robodojo_full_finetune.py', work_dir='/mnt/data/cpfs/users/jikun/wk_dir/robodojo/cosmos3_nano', cfg_options=None, eval_after_train=False, resume_from=None)}, 'eval': {'report_kind': 'robodojo', 'task_suite_name': 'robodojo', 'model_family': 'cosmos3', 'eval_chunk_size': 32, 'num_trials_per_task': 50, 'num_trials_per_task_overrides': {'stack_bowls': 25, 'stack_bowls_random': 25, 'push_T': 25, 'push_T_random': 25, 'pack_objects_into_box': 25, 'pack_objects_into_box_random': 25, 'fold_clothes': 25, 'fold_clothes_random': 25, 'hang_mugs': 25, 'hang_mugs_random': 25, 'sweep_blocks': 25, 'sweep_blocks_random': 25, 'pour_liquid_into_cup': 25, 'pour_liquid_into_cup_random': 25, 'make_toast': 25, 'make_toast_random': 25, 'arrange_largest_number': 25, 'arrange_largest_number_random': 25, 'sort_nesting_dolls_by_size': 25, 'sort_nesting_dolls_by_size_random': 25, 'store_laptop_and_headphones': 25, 'store_laptop_and_headphones_random': 25, 'stack_blocks': 25, 'stack_blocks_random': 25}, 'enable_mixed_precision_training': True, 'mixed_precision_dtype': 'bf16', 'dataset': {'type': 'RoboDojoEvalDataset', 'unnorm_key': 'robodojo_arx_x5', 'transforms': [{'type': 'ProcessEvalInputs', 'img_keys': ['cam_high', 'cam_left_wrist', 'cam_right_wrist'], 'embodiment_id': 31}, {'type': 'SetCosmos3ActionMetadata', 'conditioning_fps': 25.0, 'prepend_state_to_action': False}, {'type': 'ProcessCosmos3Prompt', 'tokenizer': {'type': 'PretrainedTokenizer', 'model_path': './checkpoints/Cosmos3-Nano/text_tokenizer', 'model_max_length': 4096, 'padding_side': 'right', 'trust_remote_code': True}, 'max_len': 512, 'cfg_dropout_rate': 0.0, 'format_prompt_as_json': True, 'action_metadata': {'append_viewpoint': False, 'viewpoint': 'concat_view', 'frame_window_size': 33, 'conditioning_fps': 25.0, 'video_height': 320, 'video_width': 256}, 'output_key': 'lang_tokens', 'output_attention_mask_key': 'lang_masks'}, {'type': 'TransformImage', 'image_resize_strategy': 'resize-naive', 'input_sizes': [[3, 256, 192], [3, 256, 192], [3, 256, 192]], 'means': [[127.5, 127.5, 127.5], [127.5, 127.5, 127.5], [127.5, 127.5, 127.5]], 'stds': [[127.5, 127.5, 127.5], [127.5, 127.5, 127.5], [127.5, 127.5, 127.5]]}, {'type': 'PrepareVideo', 'num_views': 3, 'frame_window_size': 1, 'tile_direction': 'top_bottom_pair', 'top_view': 0, 'bottom_views': (1, 2), 'bottom_height_ratio': 0.5}, {'type': 'ResizeAndReflectPad', 'height': 320, 'width': 256}]}, 'denormalize_action': {'type': 'DenormalizePrivateAction', 'norm_type': 'quantile', 'action_dim': 14, 'statistic_name': 'robodojo_arx_x5'}}, '_ROBODOJO_DATA_ROOT': './datasets/RoboDojo_lerobot_v21_video', '_STATISTIC_NAME': 'robodojo_arx_x5', '_ACTION_DIM': 14, '_MAX_ACTION_DIM': 64, '_MAX_STATE_DIM': 64, '_ACTION_HORIZON': 32, '_FRAME_WINDOW_SIZE': 33, '_CONDITIONING_FPS': 25.0, '_EMBODIMENT_ID': 31, '_PREPEND_STATE_TO_ACTION': False, '_ROBODOJO_ACTION_QUANTILES': {'q01': [-1.051365569829941, -3.5348887174584814e-14, 1.741881830823392e-16, -1.5984010362625123, -0.6003574305772781, -1.6678147149085998, 0.0, -0.4509398394823074, -2.5859282299029243e-14, 1.234041714549172e-16, -1.64055180311203, -1.2633746123313903, -1.7645285475254058, 0.0], 'q99': [0.5431358617544174, 2.495765209197998, 2.492974226474762, 1.3241519677639007, 1.2496635341644287, 1.7392305016517635, 1.0, 1.0814965963363647, 2.4167031812667843, 2.3470158338546754, 1.141731116771698, 0.5208872479200363, 1.489715996980667, 1.0]}, '_IMAGE_HEIGHT': 192, '_IMAGE_WIDTH': 256, '_VIDEO_HEIGHT': 320, '_VIDEO_WIDTH': 256, '_VAE_ENCODE_CHUNK_FRAMES': {'256': 16, '480': 24, '720': 12}, '_ROBODOJO_GENERALIZATION_BASE_TASKS': ('stack_bowls', 'push_T', 'pack_objects_into_box', 'fold_clothes', 'hang_mugs', 'sweep_blocks', 'pour_liquid_into_cup', 'make_toast', 'arrange_largest_number', 'sort_nesting_dolls_by_size', 'store_laptop_and_headphones', 'stack_blocks'), '_ROBODOJO_EPISODE_OVERRIDES': {'stack_bowls': 25, 'stack_bowls_random': 25, 'push_T': 25, 'push_T_random': 25, 'pack_objects_into_box': 25, 'pack_objects_into_box_random': 25, 'fold_clothes': 25, 'fold_clothes_random': 25, 'hang_mugs': 25, 'hang_mugs_random': 25, 'sweep_blocks': 25, 'sweep_blocks_random': 25, 'pour_liquid_into_cup': 25, 'pour_liquid_into_cup_random': 25, 'make_toast': 25, 'make_toast_random': 25, 'arrange_largest_number': 25, 'arrange_largest_number_random': 25, 'sort_nesting_dolls_by_size': 25, 'sort_nesting_dolls_by_size_random': 25, 'store_laptop_and_headphones': 25, 'store_laptop_and_headphones_random': 25, 'stack_blocks': 25, 'stack_blocks_random': 25}, '_ROBODOJO_TRANSFORMS': [{'type': 'ProcessParquetInputs', 'embodiment_id': 31, 'parquet_keys': ['observation.state', 'timestamp', 'actions', 'info', 'stats', 'action_masks'], 'video_keys': ['observation.images.cam_high', 'observation.images.cam_left_wrist', 'observation.images.cam_right_wrist'], 'name_mappings': {'observation.state': ['states'], 'actions': ['actions']}}, {'type': 'ResizeImages', 'height': 192, 'width': 256}, {'type': 'AugVideo', 'rotation_range': 0.0, 'brightness_range': (0.7, 1.3), 'contrast_range': (0.6, 1.4), 'crop_scale': (0.95, 0.95), 'crop_ratio': (1.0, 1.0), 'prob': 1.0, 'saturation_range': (0.5, 1.5), 'hue_delta': 0.08}, {'type': 'ProcessCosmos3Prompt', 'tokenizer': {'type': 'PretrainedTokenizer', 'model_path': './checkpoints/Cosmos3-Nano/text_tokenizer', 'model_max_length': 4096, 'padding_side': 'right', 'trust_remote_code': True}, 'max_len': 512, 'cfg_dropout_rate': 0.1, 'format_prompt_as_json': True, 'action_metadata': {'append_viewpoint': False, 'viewpoint': 'concat_view', 'frame_window_size': 33, 'conditioning_fps': 25.0, 'video_height': 320, 'video_width': 256}}, {'type': 'SimpleNormalizeImages'}, {'type': 'NormalizeStatesAndActions', 'action_dim': 64, 'state_dim': 64, 'state_key': 'proprio', 'action_key': 'action', 'state_norm_type': 'none', 'action_norm_type': 'quantile'}, {'type': 'BuildCosmos3Sequence', 'raw_action_dim': 14, 'mode': 'wam', 'frame_window_size': 33, 'prepend_state_to_action': False, 'conditioning_fps': 25.0}, {'type': 'PrepareVideo', 'num_views': 3, 'frame_window_size': 33, 'tile_direction': 'top_bottom_pair', 'top_view': 0, 'bottom_views': (1, 2), 'bottom_height_ratio': 0.5}, {'type': 'ResizeAndReflectPad', 'height': 320, 'width': 256}], 'themis': {'transport': {'host': '127.0.0.1', 'port': 5555, 'timeout_s': 30.0, 'image_keys': ['cam_high', 'cam_left_wrist', 'cam_right_wrist'], 'state_keys': ['states'], 'unnorm_key': 'robodojo_arx_x5', 'image_encoding': 'rgb8', 'report_service_name': '/fluxvla/report_evaluation'}, 'runner': {'type': 'EvalRunner', 'environment': {'type': 'RoboDojoEnvironment', 'task_name': 'all', 'env_cfg_type': 'arx_x5', 'robodojo_root': '/root/projects/RoboDojo', 'device_id': 1, 'action_mode': 'joint', 'headless': True, 'save_videos': False}, 'model_client': {'type': 'FluxVLAZMQModelClient'}, 'evaluator': {'type': 'SuccessRateEvaluator'}, 'seed': 0, 'episodes_per_task': 50, 'episodes_per_task_overrides': {'stack_bowls': 25, 'stack_bowls_random': 25, 'push_T': 25, 'push_T_random': 25, 'pack_objects_into_box': 25, 'pack_objects_into_box_random': 25, 'fold_clothes': 25, 'fold_clothes_random': 25, 'hang_mugs': 25, 'hang_mugs_random': 25, 'sweep_blocks': 25, 'sweep_blocks_random': 25, 'pour_liquid_into_cup': 25, 'pour_liquid_into_cup_random': 25, 'make_toast': 25, 'make_toast_random': 25, 'arrange_largest_number': 25, 'arrange_largest_number_random': 25, 'sort_nesting_dolls_by_size': 25, 'sort_nesting_dolls_by_size_random': 25, 'store_laptop_and_headphones': 25, 'store_laptop_and_headphones_random': 25, 'stack_blocks': 25, 'stack_blocks_random': 25}, 'max_episode_steps': 2000, 'execute_horizon': 32, 'stop_on_success': True, 'parallel_workers': 1, 'simulator_gpu_ids': None, 'work_dir': 'work_dirs/fluxthemis'}, 'ros_server': {'dataset_section': 'eval', 'evaluation_reporting': {'result_output_dir': 'work_dirs/fluxthemis', 'report_kind': 'robodojo'}, 'device': 'cuda:0', 'workers': {'startup_timeout_s': 900.0, 'request_timeout_s': 120.0, 'lease_timeout_s': 900.0}, 'mixed_precision_dtype': 'bf16', 'enable_mixed_precision': True, 'model_outputs_environment_actions': False, 'forward_seed': False, 'denormalize_context': {'task_suite_name': 'robodojo_arx_x5'}}}}",
+    "change_key_name": false,
+    "collator": {
+      "keys": [
+        "images",
+        "states",
+        "actions",
+        "action_masks",
+        "img_masks",
+        "frame_masks",
+        "embodiment_ids",
+        "raw_action_dim",
+        "conditioning_fps",
+        "action_fps"
+      ],
+      "meta_keys": [
+        "text_token_ids",
+        "sequence_plan",
+        "task_description",
+        "stats",
+        "info",
+        "timestamp",
+        "viewpoint"
+      ],
+      "type": "DictCollator"
+    },
+    "enable_gradient_checkpointing": true,
+    "enable_mixed_precision_training": true,
+    "grad_accumulation_steps": 16,
+    "lr_scheduler": {
+      "cycle_length": 100000,
+      "type": "linear-warmup+linear-decay",
+      "warmup_steps": 0
+    },
+    "max_grad_norm": 1,
+    "max_keep_ckpts": 2,
+    "max_steps": 10000,
+    "metric": {
+      "active_trackers": [
+        "jsonl",
+        "wandb"
+      ],
+      "grad_accumulation_steps": 16,
+      "run_dir": "/mnt/data/cpfs/users/jikun/wk_dir/robodojo/cosmos3_nano",
+      "type": "VLAMetric",
+      "window_size": 1
+    },
+    "mixed_precision_dtype": "bf16",
+    "optimizer": {
+      "betas": [
+        0.9,
+        0.99
+      ],
+      "eps": "1e-08",
+      "exclude_1d_from_weight_decay": false,
+      "fused": true,
+      "lr": "5e-05",
+      "paramwise_learning_rate": {
+        "action_in_proj.": 0.00025,
+        "action_modality_embed": 0.00025,
+        "action_out_proj.": 0.00025
+      },
+      "type": "AdamW",
+      "weight_decay": 0.05
+    },
+    "sampler": null,
+    "save_iter_interval": 1000,
+    "sharding_strategy": "full-shard",
+    "tokenizer": {
+      "model_max_length": 4096,
+      "model_path": "./checkpoints/Cosmos3-Nano/text_tokenizer",
+      "padding_side": "right",
+      "trust_remote_code": true,
+      "type": "PretrainedTokenizer"
+    },
+    "type": "FSDPTrainRunner"
+  },
+  "themis": {
+    "ros_server": {
+      "dataset_section": "eval",
+      "denormalize_context": {
+        "task_suite_name": "robodojo_arx_x5"
+      },
+      "device": "cuda:0",
+      "enable_mixed_precision": true,
+      "evaluation_reporting": {
+        "report_kind": "robodojo",
+        "result_output_dir": "work_dirs/fluxthemis"
+      },
+      "forward_seed": false,
+      "mixed_precision_dtype": "bf16",
+      "model_outputs_environment_actions": false,
+      "workers": {
+        "lease_timeout_s": 900,
+        "request_timeout_s": 120,
+        "startup_timeout_s": 900
+      }
+    },
+    "runner": {
+      "environment": {
+        "action_mode": "joint",
+        "device_id": 1,
+        "env_cfg_type": "arx_x5",
+        "headless": true,
+        "robodojo_root": "/root/projects/RoboDojo",
+        "save_videos": false,
+        "task_name": "all",
+        "type": "RoboDojoEnvironment"
+      },
+      "episodes_per_task": 50,
+      "episodes_per_task_overrides": {
+        "arrange_largest_number": 25,
+        "arrange_largest_number_random": 25,
+        "fold_clothes": 25,
+        "fold_clothes_random": 25,
+        "hang_mugs": 25,
+        "hang_mugs_random": 25,
+        "make_toast": 25,
+        "make_toast_random": 25,
+        "pack_objects_into_box": 25,
+        "pack_objects_into_box_random": 25,
+        "pour_liquid_into_cup": 25,
+        "pour_liquid_into_cup_random": 25,
+        "push_T": 25,
+        "push_T_random": 25,
+        "sort_nesting_dolls_by_size": 25,
+        "sort_nesting_dolls_by_size_random": 25,
+        "stack_blocks": 25,
+        "stack_blocks_random": 25,
+        "stack_bowls": 25,
+        "stack_bowls_random": 25,
+        "store_laptop_and_headphones": 25,
+        "store_laptop_and_headphones_random": 25,
+        "sweep_blocks": 25,
+        "sweep_blocks_random": 25
+      },
+      "evaluator": {
+        "type": "SuccessRateEvaluator"
+      },
+      "execute_horizon": 32,
+      "max_episode_steps": 2000,
+      "model_client": {
+        "type": "FluxVLAZMQModelClient"
+      },
+      "parallel_workers": 1,
+      "seed": 0,
+      "simulator_gpu_ids": null,
+      "stop_on_success": true,
+      "type": "EvalRunner",
+      "work_dir": "work_dirs/fluxthemis"
+    },
+    "transport": {
+      "host": "127.0.0.1",
+      "image_encoding": "rgb8",
+      "image_keys": [
+        "cam_high",
+        "cam_left_wrist",
+        "cam_right_wrist"
+      ],
+      "port": 5555,
+      "report_service_name": "/fluxvla/report_evaluation",
+      "state_keys": [
+        "states"
+      ],
+      "timeout_s": 30,
+      "unnorm_key": "robodojo_arx_x5"
+    }
+  },
+  "train_dataloader": {
+    "dataset": {
+      "datasets": {
+        "action_key": "action",
+        "action_window_size": 32,
+        "data_root_path": [
+          "./datasets/RoboDojo_lerobot_v21_video"
+        ],
+        "frame_window_size": 33,
+        "require_full_window": true,
+        "statistic_name": "robodojo_arx_x5",
+        "transforms": [
+          {
+            "embodiment_id": 31,
+            "name_mappings": {
+              "actions": [
+                "actions"
+              ],
+              "observation.state": [
+                "states"
+              ]
+            },
+            "parquet_keys": [
+              "observation.state",
+              "timestamp",
+              "actions",
+              "info",
+              "stats",
+              "action_masks"
+            ],
+            "type": "ProcessParquetInputs",
+            "video_keys": [
+              "observation.images.cam_high",
+              "observation.images.cam_left_wrist",
+              "observation.images.cam_right_wrist"
+            ]
+          },
+          {
+            "height": 192,
+            "type": "ResizeImages",
+            "width": 256
+          },
+          {
+            "brightness_range": [
+              0.7,
+              1.3
+            ],
+            "contrast_range": [
+              0.6,
+              1.4
+            ],
+            "crop_ratio": [
+              1,
+              1
+            ],
+            "crop_scale": [
+              0.95,
+              0.95
+            ],
+            "hue_delta": 0.08,
+            "prob": 1,
+            "rotation_range": 0,
+            "saturation_range": [
+              0.5,
+              1.5
+            ],
+            "type": "AugVideo"
+          },
+          {
+            "action_metadata": {
+              "append_viewpoint": false,
+              "conditioning_fps": 25,
+              "frame_window_size": 33,
+              "video_height": 320,
+              "video_width": 256,
+              "viewpoint": "concat_view"
+            },
+            "cfg_dropout_rate": 0.1,
+            "format_prompt_as_json": true,
+            "max_len": 512,
+            "tokenizer": {
+              "model_max_length": 4096,
+              "model_path": "./checkpoints/Cosmos3-Nano/text_tokenizer",
+              "padding_side": "right",
+              "trust_remote_code": true,
+              "type": "PretrainedTokenizer"
+            },
+            "type": "ProcessCosmos3Prompt"
+          },
+          {
+            "type": "SimpleNormalizeImages"
+          },
+          {
+            "action_dim": 64,
+            "action_key": "action",
+            "action_norm_type": "quantile",
+            "state_dim": 64,
+            "state_key": "proprio",
+            "state_norm_type": "none",
+            "type": "NormalizeStatesAndActions"
+          },
+          {
+            "conditioning_fps": 25,
+            "frame_window_size": 33,
+            "mode": "wam",
+            "prepend_state_to_action": false,
+            "raw_action_dim": 14,
+            "type": "BuildCosmos3Sequence"
+          },
+          {
+            "bottom_height_ratio": 0.5,
+            "bottom_views": [
+              1,
+              2
+            ],
+            "frame_window_size": 33,
+            "num_views": 3,
+            "tile_direction": "top_bottom_pair",
+            "top_view": 0,
+            "type": "PrepareVideo"
+          },
+          {
+            "height": 320,
+            "type": "ResizeAndReflectPad",
+            "width": 256
+          }
+        ],
+        "type": "ParquetDataset",
+        "use_delta": false,
+        "window_start_idx": 0
+      },
+      "name_mappings": {
+        "action": [
+          "action"
+        ],
+        "observation.state": [
+          "proprio"
+        ]
+      },
+      "reshuffle_each_epoch": true,
+      "seed": 42,
+      "statistic_keys": [
+        "observation.state",
+        "action",
+        "timestamp"
+      ],
+      "statistic_name": "robodojo_arx_x5",
+      "statistics_overrides": {
+        "robodojo_arx_x5": {
+          "action": {
+            "q01": [
+              -1.051365569829941,
+              -3.5348887174584814e-14,
+              1.741881830823392e-16,
+              -1.5984010362625123,
+              -0.6003574305772781,
+              -1.6678147149085998,
+              0,
+              -0.4509398394823074,
+              -2.5859282299029243e-14,
+              1.234041714549172e-16,
+              -1.64055180311203,
+              -1.2633746123313903,
+              -1.7645285475254058,
+              0
+            ],
+            "q99": [
+              0.5431358617544174,
+              2.495765209197998,
+              2.492974226474762,
+              1.3241519677639007,
+              1.2496635341644287,
+              1.7392305016517635,
+              1,
+              1.0814965963363647,
+              2.4167031812667843,
+              2.3470158338546754,
+              1.141731116771698,
+              0.5208872479200363,
+              1.489715996980667,
+              1
+            ]
+          }
+        }
+      },
+      "type": "DistributedRepeatingDataset"
+    },
+    "per_device_batch_size": 8,
+    "per_device_num_workers": 4,
+    "prefetch_factor": 1
+  }
+}
diff --git a/cosmos3_nano_robodojo_full_finetune_bs2048/config.yaml b/cosmos3_nano_robodojo_full_finetune_bs2048/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ce548d4a089440760fb4e6499d06a458aef83db0
--- /dev/null
+++ b/cosmos3_nano_robodojo_full_finetune_bs2048/config.yaml
@@ -0,0 +1,1640 @@
+_ACTION_DIM: 14
+_ACTION_HORIZON: 32
+_CONDITIONING_FPS: 25
+_EMBODIMENT_ID: 31
+_FRAME_WINDOW_SIZE: 33
+_IMAGE_HEIGHT: 192
+_IMAGE_WIDTH: 256
+_MAX_ACTION_DIM: 64
+_MAX_STATE_DIM: 64
+_PREPEND_STATE_TO_ACTION: false
+_ROBODOJO_ACTION_QUANTILES:
+  q01:
+  - -1.051365569829941
+  - -3.5348887174584814e-14
+  - 1.741881830823392e-16
+  - -1.5984010362625123
+  - -0.6003574305772781
+  - -1.6678147149085998
+  - 0
+  - -0.4509398394823074
+  - -2.5859282299029243e-14
+  - 1.234041714549172e-16
+  - -1.64055180311203
+  - -1.2633746123313903
+  - -1.7645285475254058
+  - 0
+  q99:
+  - 0.5431358617544174
+  - 2.495765209197998
+  - 2.492974226474762
+  - 1.3241519677639007
+  - 1.2496635341644287
+  - 1.7392305016517635
+  - 1
+  - 1.0814965963363647
+  - 2.4167031812667843
+  - 2.3470158338546754
+  - 1.141731116771698
+  - 0.5208872479200363
+  - 1.489715996980667
+  - 1
+_ROBODOJO_DATA_ROOT: ./datasets/RoboDojo_lerobot_v21_video
+_ROBODOJO_EPISODE_OVERRIDES:
+  arrange_largest_number: 25
+  arrange_largest_number_random: 25
+  fold_clothes: 25
+  fold_clothes_random: 25
+  hang_mugs: 25
+  hang_mugs_random: 25
+  make_toast: 25
+  make_toast_random: 25
+  pack_objects_into_box: 25
+  pack_objects_into_box_random: 25
+  pour_liquid_into_cup: 25
+  pour_liquid_into_cup_random: 25
+  push_T: 25
+  push_T_random: 25
+  sort_nesting_dolls_by_size: 25
+  sort_nesting_dolls_by_size_random: 25
+  stack_blocks: 25
+  stack_blocks_random: 25
+  stack_bowls: 25
+  stack_bowls_random: 25
+  store_laptop_and_headphones: 25
+  store_laptop_and_headphones_random: 25
+  sweep_blocks: 25
+  sweep_blocks_random: 25
+_ROBODOJO_GENERALIZATION_BASE_TASKS:
+- stack_bowls
+- push_T
+- pack_objects_into_box
+- fold_clothes
+- hang_mugs
+- sweep_blocks
+- pour_liquid_into_cup
+- make_toast
+- arrange_largest_number
+- sort_nesting_dolls_by_size
+- store_laptop_and_headphones
+- stack_blocks
+_ROBODOJO_TRANSFORMS:
+- embodiment_id: 31
+  name_mappings:
+    actions:
+    - actions
+    observation.state:
+    - states
+  parquet_keys:
+  - observation.state
+  - timestamp
+  - actions
+  - info
+  - stats
+  - action_masks
+  type: ProcessParquetInputs
+  video_keys:
+  - observation.images.cam_high
+  - observation.images.cam_left_wrist
+  - observation.images.cam_right_wrist
+- height: 192
+  type: ResizeImages
+  width: 256
+- brightness_range:
+  - 0.7
+  - 1.3
+  contrast_range:
+  - 0.6
+  - 1.4
+  crop_ratio:
+  - 1
+  - 1
+  crop_scale:
+  - 0.95
+  - 0.95
+  hue_delta: 0.08
+  prob: 1
+  rotation_range: 0
+  saturation_range:
+  - 0.5
+  - 1.5
+  type: AugVideo
+- action_metadata:
+    append_viewpoint: false
+    conditioning_fps: 25
+    frame_window_size: 33
+    video_height: 320
+    video_width: 256
+    viewpoint: concat_view
+  cfg_dropout_rate: 0.1
+  format_prompt_as_json: true
+  max_len: 512
+  tokenizer:
+    model_max_length: 4096
+    model_path: ./checkpoints/Cosmos3-Nano/text_tokenizer
+    padding_side: right
+    trust_remote_code: true
+    type: PretrainedTokenizer
+  type: ProcessCosmos3Prompt
+- type: SimpleNormalizeImages
+- action_dim: 64
+  action_key: action
+  action_norm_type: quantile
+  state_dim: 64
+  state_key: proprio
+  state_norm_type: none
+  type: NormalizeStatesAndActions
+- conditioning_fps: 25
+  frame_window_size: 33
+  mode: wam
+  prepend_state_to_action: false
+  raw_action_dim: 14
+  type: BuildCosmos3Sequence
+- bottom_height_ratio: 0.5
+  bottom_views:
+  - 1
+  - 2
+  frame_window_size: 33
+  num_views: 3
+  tile_direction: top_bottom_pair
+  top_view: 0
+  type: PrepareVideo
+- height: 320
+  type: ResizeAndReflectPad
+  width: 256
+_STATISTIC_NAME: robodojo_arx_x5
+_VAE_ENCODE_CHUNK_FRAMES:
+  '256': 16
+  '480': 24
+  '720': 12
+_VIDEO_HEIGHT: 320
+_VIDEO_WIDTH: 256
+_action_dim: 10
+_action_horizon: 16
+_action_lr: 0.00025
+_base_lr: 5e-05
+_cfg_dropout_rate: 0.1
+_ckpt_root: ./checkpoints
+_conditioning_fps: 20
+_cosmos3_nano_ckpt: ./checkpoints/Cosmos3-Nano
+_cosmos3_nano_name_mapping:
+  .self_attn.k_norm.: .self_attn.norm_k.
+  .self_attn.k_norm_moe_gen.: .self_attn.norm_added_k.
+  .self_attn.k_proj.: .self_attn.to_k.
+  .self_attn.k_proj_moe_gen.: .self_attn.add_k_proj.
+  .self_attn.o_proj.: .self_attn.to_out.
+  .self_attn.o_proj_moe_gen.: .self_attn.to_add_out.
+  .self_attn.q_norm.: .self_attn.norm_q.
+  .self_attn.q_norm_moe_gen.: .self_attn.norm_added_q.
+  .self_attn.q_proj.: .self_attn.to_q.
+  .self_attn.q_proj_moe_gen.: .self_attn.add_q_proj.
+  .self_attn.v_proj.: .self_attn.to_v.
+  .self_attn.v_proj_moe_gen.: .self_attn.add_v_proj.
+  action_in_proj.: action_proj_in.
+  action_modality_embed: action_modality_embed
+  action_out_proj.: action_proj_out.
+  time_embedder.mlp.0.: time_embedder.linear_1.
+  time_embedder.mlp.2.: time_embedder.linear_2.
+  vision_in_proj.projector.: proj_in.
+  vision_out_proj.projector.: proj_out.
+  vlm_backbone.lm_head.weight: lm_head.weight
+  vlm_backbone.model.language_model.embed_tokens.weight: embed_tokens.weight
+  vlm_backbone.model.language_model.layers.: layers.
+  vlm_backbone.model.language_model.norm.weight: norm.weight
+  vlm_backbone.model.language_model.norm_moe_gen.weight: norm_moe_gen.weight
+  vlm_backbone.model.visual.blocks.: blocks.
+  vlm_backbone.model.visual.deepstack_merger_list.: deepstack_merger_list.
+  vlm_backbone.model.visual.merger.: merger.
+  vlm_backbone.model.visual.patch_embed.: patch_embed.
+  vlm_backbone.model.visual.pos_embed.: pos_embed.
+_cosmos3_nano_special_tokens:
+  end_of_generation: 151653
+  eos_token_id: 151645
+  start_of_generation: 151652
+_cosmos3_nano_tokenizer:
+  model_max_length: 4096
+  model_path: ./checkpoints/Cosmos3-Nano/text_tokenizer
+  padding_side: right
+  trust_remote_code: true
+  type: PretrainedTokenizer
+_cosmos3_nano_transformer: ./checkpoints/Cosmos3-Nano/transformer
+_cosmos3_nano_vision_encoder: ./checkpoints/Cosmos3-Nano/vision_encoder
+_cosmos3_nano_vlm_config:
+  image_token_id: 151655
+  model_type: qwen3_vl
+  text_config:
+    attention_bias: false
+    attention_dropout: 0
+    bos_token_id: 151643
+    eos_token_id: 151645
+    head_dim: 128
+    hidden_act: silu
+    hidden_size: 4096
+    intermediate_size: 12288
+    layer_types:
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    - full_attention
+    max_position_embeddings: 262144
+    model_type: qwen3_vl_text
+    num_attention_heads: 32
+    num_hidden_layers: 36
+    num_key_value_heads: 8
+    pad_token_id: 0
+    rms_norm_eps: 1e-06
+    rope_scaling:
+      mrope_interleaved: true
+      mrope_section:
+      - 24
+      - 20
+      - 20
+      rope_type: default
+    rope_theta: 5000000
+    tie_word_embeddings: false
+    vocab_size: 151936
+  tie_word_embeddings: false
+  video_token_id: 151656
+  vision_config:
+    deepstack_visual_indexes:
+    - 8
+    - 16
+    - 24
+    depth: 27
+    hidden_act: gelu_pytorch_tanh
+    hidden_size: 1152
+    in_channels: 3
+    initializer_range: 0.02
+    intermediate_size: 4304
+    model_type: qwen3_vl
+    num_heads: 16
+    num_position_embeddings: 2304
+    out_hidden_size: 4096
+    patch_size: 16
+    spatial_merge_size: 2
+    temporal_patch_size: 2
+  vision_end_token_id: 151653
+  vision_start_token_id: 151652
+  vocab_size: 151936
+_frame_window_size: 17
+_grad_accumulation_steps: 8
+_image_height: 256
+_image_width: 256
+_libero_action_stats:
+  max:
+  - 0.9375
+  - 0.9375
+  - 0.9375
+  - 1
+  - 0.368853
+  - 0.341214
+  - 0.356395
+  - 1
+  - 0.348251
+  - 1
+  mean:
+  - 0.050704
+  - 0.097407
+  - -0.094833
+  - 0.994873
+  - -0.004579
+  - -0.004288
+  - 0.004389
+  - 0.996104
+  - 0.001109
+  - 0.476725
+  min:
+  - -0.9375
+  - -0.9375
+  - -0.9375
+  - 0.902028
+  - -0.356085
+  - -0.367416
+  - -0.370434
+  - 0.921907
+  - -0.255
+  - 0
+  q01:
+  - -0.723214
+  - -0.808929
+  - -0.9375
+  - 0.934955
+  - -0.223431
+  - -0.189878
+  - -0.334735
+  - 0.938516
+  - -0.107736
+  - 0
+  q99:
+  - 0.9375
+  - 0.870536
+  - 0.9375
+  - 1
+  - 0.331
+  - 0.163153
+  - 0.226216
+  - 1
+  - 0.127158
+  - 1
+  std:
+  - 0.333621
+  - 0.387175
+  - 0.45714
+  - 0.010807
+  - 0.077802
+  - 0.063386
+  - 0.078571
+  - 0.009994
+  - 0.038504
+  - 0.49946
+_max_action_dim: 64
+_max_state_dim: 64
+_max_steps: 2000
+_per_device_batch_size: 16
+_prepend_state_to_action: false
+_save_iter_interval: 500
+_transforms:
+- embodiment_id: 5
+  name_mappings:
+    actions:
+    - actions
+    observation.state:
+    - states
+  parquet_keys:
+  - observation.state
+  - timestamp
+  - actions
+  - info
+  - stats
+  - action_masks
+  type: ProcessParquetInputs
+  video_keys:
+  - observation.images.image
+  - observation.images.wrist_image
+- type: LiberoFramewiseActionToRot6D
+- action_metadata:
+    append_viewpoint: false
+    conditioning_fps: 20
+    frame_window_size: 17
+    video_height: 192
+    video_width: 320
+  cfg_dropout_rate: 0.1
+  format_prompt_as_json: true
+  max_len: 512
+  tokenizer:
+    model_max_length: 4096
+    model_path: ./checkpoints/Cosmos3-Nano/text_tokenizer
+    padding_side: right
+    trust_remote_code: true
+    type: PretrainedTokenizer
+  type: ProcessCosmos3Prompt
+- height: 256
+  type: ResizeImages
+  width: 256
+- type: SimpleNormalizeImages
+- action_dim: 64
+  action_key: action
+  action_norm_type: quantile
+  state_dim: 64
+  state_key: proprio
+  state_norm_type: none
+  type: NormalizeStatesAndActions
+- conditioning_fps: 20
+  frame_window_size: 17
+  mode: wam
+  prepend_state_to_action: false
+  raw_action_dim: 10
+  type: BuildCosmos3Sequence
+- frame_window_size: 17
+  num_views: 2
+  tile_direction: horizontal
+  type: PrepareVideo
+- height: 192
+  type: ResizeAndReflectPad
+  width: 320
+_video_height: 192
+_video_width: 320
+_vision_vae:
+  encode_exact_durations:
+  - 17
+  pretrained_name_or_path: ./checkpoints/Wan2.2-TI2V-5B/Wan2.2_VAE.pth
+  type: Cosmos3Wan22VAE
+_wan22_vae_path: ./checkpoints/Wan2.2-TI2V-5B/Wan2.2_VAE.pth
+eval:
+  dataset:
+    transforms:
+    - embodiment_id: 31
+      img_keys:
+      - cam_high
+      - cam_left_wrist
+      - cam_right_wrist
+      type: ProcessEvalInputs
+    - conditioning_fps: 25
+      prepend_state_to_action: false
+      type: SetCosmos3ActionMetadata
+    - action_metadata:
+        append_viewpoint: false
+        conditioning_fps: 25
+        frame_window_size: 33
+        video_height: 320
+        video_width: 256
+        viewpoint: concat_view
+      cfg_dropout_rate: 0
+      format_prompt_as_json: true
+      max_len: 512
+      output_attention_mask_key: lang_masks
+      output_key: lang_tokens
+      tokenizer:
+        model_max_length: 4096
+        model_path: ./checkpoints/Cosmos3-Nano/text_tokenizer
+        padding_side: right
+        trust_remote_code: true
+        type: PretrainedTokenizer
+      type: ProcessCosmos3Prompt
+    - image_resize_strategy: resize-naive
+      input_sizes:
+      - - 3
+        - 256
+        - 192
+      - - 3
+        - 256
+        - 192
+      - - 3
+        - 256
+        - 192
+      means:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      stds:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      type: TransformImage
+    - bottom_height_ratio: 0.5
+      bottom_views:
+      - 1
+      - 2
+      frame_window_size: 1
+      num_views: 3
+      tile_direction: top_bottom_pair
+      top_view: 0
+      type: PrepareVideo
+    - height: 320
+      type: ResizeAndReflectPad
+      width: 256
+    type: RoboDojoEvalDataset
+    unnorm_key: robodojo_arx_x5
+  denormalize_action:
+    action_dim: 14
+    norm_type: quantile
+    statistic_name: robodojo_arx_x5
+    type: DenormalizePrivateAction
+  enable_mixed_precision_training: true
+  eval_chunk_size: 32
+  mixed_precision_dtype: bf16
+  model_family: cosmos3
+  num_trials_per_task: 50
+  num_trials_per_task_overrides:
+    arrange_largest_number: 25
+    arrange_largest_number_random: 25
+    fold_clothes: 25
+    fold_clothes_random: 25
+    hang_mugs: 25
+    hang_mugs_random: 25
+    make_toast: 25
+    make_toast_random: 25
+    pack_objects_into_box: 25
+    pack_objects_into_box_random: 25
+    pour_liquid_into_cup: 25
+    pour_liquid_into_cup_random: 25
+    push_T: 25
+    push_T_random: 25
+    sort_nesting_dolls_by_size: 25
+    sort_nesting_dolls_by_size_random: 25
+    stack_blocks: 25
+    stack_blocks_random: 25
+    stack_bowls: 25
+    stack_bowls_random: 25
+    store_laptop_and_headphones: 25
+    store_laptop_and_headphones_random: 25
+    sweep_blocks: 25
+    sweep_blocks_random: 25
+  report_kind: robodojo
+  task_suite_name: robodojo
+inference_model:
+  action_horizon: 32
+  action_in_proj:
+    input_size: 64
+    num_domains: 32
+    output_size: 4096
+    type: DomainAwareLinear
+  action_out_proj:
+    input_size: 4096
+    num_domains: 32
+    output_size: 64
+    type: DomainAwareLinear
+  base_fps: 24
+  enable_fps_modulation: true
+  enable_vision_loss: true
+  freeze_non_moe_vlm_backbone: true
+  freeze_vlm_backbone: false
+  latent_patch_size: 2
+  max_action_dim: 64
+  name_mapping:
+    .self_attn.k_norm.: .self_attn.norm_k.
+    .self_attn.k_norm_moe_gen.: .self_attn.norm_added_k.
+    .self_attn.k_proj.: .self_attn.to_k.
+    .self_attn.k_proj_moe_gen.: .self_attn.add_k_proj.
+    .self_attn.o_proj.: .self_attn.to_out.
+    .self_attn.o_proj_moe_gen.: .self_attn.to_add_out.
+    .self_attn.q_norm.: .self_attn.norm_q.
+    .self_attn.q_norm_moe_gen.: .self_attn.norm_added_q.
+    .self_attn.q_proj.: .self_attn.to_q.
+    .self_attn.q_proj_moe_gen.: .self_attn.add_q_proj.
+    .self_attn.v_proj.: .self_attn.to_v.
+    .self_attn.v_proj_moe_gen.: .self_attn.add_v_proj.
+    action_in_proj.: action_proj_in.
+    action_modality_embed: action_modality_embed
+    action_out_proj.: action_proj_out.
+    time_embedder.mlp.0.: time_embedder.linear_1.
+    time_embedder.mlp.2.: time_embedder.linear_2.
+    vision_in_proj.projector.: proj_in.
+    vision_out_proj.projector.: proj_out.
+    vlm_backbone.lm_head.weight: lm_head.weight
+    vlm_backbone.model.language_model.embed_tokens.weight: embed_tokens.weight
+    vlm_backbone.model.language_model.layers.: layers.
+    vlm_backbone.model.language_model.norm.weight: norm.weight
+    vlm_backbone.model.language_model.norm_moe_gen.weight: norm_moe_gen.weight
+    vlm_backbone.model.visual.blocks.: blocks.
+    vlm_backbone.model.visual.deepstack_merger_list.: deepstack_merger_list.
+    vlm_backbone.model.visual.merger.: merger.
+    vlm_backbone.model.visual.patch_embed.: patch_embed.
+    vlm_backbone.model.visual.pos_embed.: pos_embed.
+  num_embodiment_domains: 32
+  ori_action_dim: 14
+  packed_attention_backend: flash2
+  position_embedding_type: unified_3d_mrope
+  pretrained_name_or_path: ./checkpoints/Cosmos3-Nano/transformer
+  rectified_flow_inference_config:
+    num_steps: 30
+    num_train_timesteps: 1000
+    scheduler_type: unipc
+    shift: 10
+    use_dynamic_shifting: false
+    use_karras_sigmas: false
+  rectified_flow_training_config:
+    action_loss_weight: 10
+    high_sigma_ratio: 0.05
+    high_sigma_timesteps_max: 1000
+    high_sigma_timesteps_min: 995
+    independent_action_schedule: false
+    normalize_loss_by_active: false
+    shift:
+      '256': 3
+      '480': 5
+      '720': 10
+    shift_action: null
+    train_time_action_distribution: logitnormal
+    train_time_image_distribution: logitnormal
+    train_time_video_distribution: waver
+    train_time_weight: uniform
+    use_discrete_rf: false
+    use_dynamic_shift: false
+    use_high_sigma_strategy: false
+    use_high_sigma_strategy_action: false
+    vision_loss_weight: 10
+  reinitialize_action_policy: true
+  special_tokens:
+    end_of_generation: 151653
+    eos_token_id: 151645
+    start_of_generation: 151652
+  timestep_scale: 0.001
+  type: Cosmos3FlowMatching
+  unified_3d_mrope_reset_spatial_ids: true
+  unified_3d_mrope_temporal_modality_margin: 15000
+  vision_in_proj:
+    in_dim: 192
+    out_dim: 4096
+    type: LinearProjector
+  vision_latent_dim: 48
+  vision_out_proj:
+    in_dim: 4096
+    out_dim: 192
+    type: LinearProjector
+  vision_vae:
+    encode_exact_durations:
+    - 33
+    pretrained_name_or_path: null
+    type: Cosmos3Wan22VAE
+  vlm_backbone:
+    include_visual: false
+    skip_init_weights: true
+    type: Cosmos3MoTBackbone
+    vision_encoder_path: ./checkpoints/Cosmos3-Nano/vision_encoder
+    vlm_config:
+      image_token_id: 151655
+      model_type: qwen3_vl
+      text_config:
+        attention_bias: false
+        attention_dropout: 0
+        bos_token_id: 151643
+        eos_token_id: 151645
+        head_dim: 128
+        hidden_act: silu
+        hidden_size: 4096
+        intermediate_size: 12288
+        layer_types:
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        max_position_embeddings: 262144
+        model_type: qwen3_vl_text
+        num_attention_heads: 32
+        num_hidden_layers: 36
+        num_key_value_heads: 8
+        pad_token_id: 0
+        rms_norm_eps: 1e-06
+        rope_scaling:
+          mrope_interleaved: true
+          mrope_section:
+          - 24
+          - 20
+          - 20
+          rope_type: default
+        rope_theta: 5000000
+        tie_word_embeddings: false
+        vocab_size: 151936
+      tie_word_embeddings: false
+      video_token_id: 151656
+      vision_config:
+        deepstack_visual_indexes:
+        - 8
+        - 16
+        - 24
+        depth: 27
+        hidden_act: gelu_pytorch_tanh
+        hidden_size: 1152
+        in_channels: 3
+        initializer_range: 0.02
+        intermediate_size: 4304
+        model_type: qwen3_vl
+        num_heads: 16
+        num_position_embeddings: 2304
+        out_hidden_size: 4096
+        patch_size: 16
+        spatial_merge_size: 2
+        temporal_patch_size: 2
+      vision_end_token_id: 151653
+      vision_start_token_id: 151652
+      vocab_size: 151936
+model:
+  action_horizon: 32
+  action_in_proj:
+    input_size: 64
+    num_domains: 32
+    output_size: 4096
+    type: DomainAwareLinear
+  action_out_proj:
+    input_size: 4096
+    num_domains: 32
+    output_size: 64
+    type: DomainAwareLinear
+  base_fps: 24
+  enable_fps_modulation: true
+  enable_vision_loss: true
+  freeze_non_moe_vlm_backbone: true
+  freeze_vlm_backbone: false
+  latent_patch_size: 2
+  max_action_dim: 64
+  name_mapping:
+    .self_attn.k_norm.: .self_attn.norm_k.
+    .self_attn.k_norm_moe_gen.: .self_attn.norm_added_k.
+    .self_attn.k_proj.: .self_attn.to_k.
+    .self_attn.k_proj_moe_gen.: .self_attn.add_k_proj.
+    .self_attn.o_proj.: .self_attn.to_out.
+    .self_attn.o_proj_moe_gen.: .self_attn.to_add_out.
+    .self_attn.q_norm.: .self_attn.norm_q.
+    .self_attn.q_norm_moe_gen.: .self_attn.norm_added_q.
+    .self_attn.q_proj.: .self_attn.to_q.
+    .self_attn.q_proj_moe_gen.: .self_attn.add_q_proj.
+    .self_attn.v_proj.: .self_attn.to_v.
+    .self_attn.v_proj_moe_gen.: .self_attn.add_v_proj.
+    action_in_proj.: action_proj_in.
+    action_modality_embed: action_modality_embed
+    action_out_proj.: action_proj_out.
+    time_embedder.mlp.0.: time_embedder.linear_1.
+    time_embedder.mlp.2.: time_embedder.linear_2.
+    vision_in_proj.projector.: proj_in.
+    vision_out_proj.projector.: proj_out.
+    vlm_backbone.lm_head.weight: lm_head.weight
+    vlm_backbone.model.language_model.embed_tokens.weight: embed_tokens.weight
+    vlm_backbone.model.language_model.layers.: layers.
+    vlm_backbone.model.language_model.norm.weight: norm.weight
+    vlm_backbone.model.language_model.norm_moe_gen.weight: norm_moe_gen.weight
+    vlm_backbone.model.visual.blocks.: blocks.
+    vlm_backbone.model.visual.deepstack_merger_list.: deepstack_merger_list.
+    vlm_backbone.model.visual.merger.: merger.
+    vlm_backbone.model.visual.patch_embed.: patch_embed.
+    vlm_backbone.model.visual.pos_embed.: pos_embed.
+  num_embodiment_domains: 32
+  ori_action_dim: 14
+  packed_attention_backend: flash2
+  position_embedding_type: unified_3d_mrope
+  pretrained_name_or_path: ./checkpoints/Cosmos3-Nano/transformer
+  rectified_flow_inference_config:
+    num_steps: 30
+    num_train_timesteps: 1000
+    scheduler_type: unipc
+    shift: 10
+    use_dynamic_shifting: false
+    use_karras_sigmas: false
+  rectified_flow_training_config:
+    action_loss_weight: 10
+    high_sigma_ratio: 0.05
+    high_sigma_timesteps_max: 1000
+    high_sigma_timesteps_min: 995
+    independent_action_schedule: false
+    normalize_loss_by_active: false
+    shift:
+      '256': 3
+      '480': 5
+      '720': 10
+    shift_action: null
+    train_time_action_distribution: logitnormal
+    train_time_image_distribution: logitnormal
+    train_time_video_distribution: waver
+    train_time_weight: uniform
+    use_discrete_rf: false
+    use_dynamic_shift: false
+    use_high_sigma_strategy: false
+    use_high_sigma_strategy_action: false
+    vision_loss_weight: 10
+  reinitialize_action_policy: true
+  special_tokens:
+    end_of_generation: 151653
+    eos_token_id: 151645
+    start_of_generation: 151652
+  timestep_scale: 0.001
+  type: Cosmos3FlowMatching
+  unified_3d_mrope_reset_spatial_ids: true
+  unified_3d_mrope_temporal_modality_margin: 15000
+  vision_in_proj:
+    in_dim: 192
+    out_dim: 4096
+    type: LinearProjector
+  vision_latent_dim: 48
+  vision_out_proj:
+    in_dim: 4096
+    out_dim: 192
+    type: LinearProjector
+  vision_vae:
+    encode_chunk_frames:
+      '256': 16
+      '480': 24
+      '720': 12
+    encode_exact_durations:
+    - 33
+    pretrained_name_or_path: ./checkpoints/Wan2.2-TI2V-5B/Wan2.2_VAE.pth
+    type: Cosmos3Wan22VAE
+  vlm_backbone:
+    include_visual: false
+    skip_init_weights: true
+    type: Cosmos3MoTBackbone
+    vision_encoder_path: ./checkpoints/Cosmos3-Nano/vision_encoder
+    vlm_config:
+      image_token_id: 151655
+      model_type: qwen3_vl
+      text_config:
+        attention_bias: false
+        attention_dropout: 0
+        bos_token_id: 151643
+        eos_token_id: 151645
+        head_dim: 128
+        hidden_act: silu
+        hidden_size: 4096
+        intermediate_size: 12288
+        layer_types:
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        - full_attention
+        max_position_embeddings: 262144
+        model_type: qwen3_vl_text
+        num_attention_heads: 32
+        num_hidden_layers: 36
+        num_key_value_heads: 8
+        pad_token_id: 0
+        rms_norm_eps: 1e-06
+        rope_scaling:
+          mrope_interleaved: true
+          mrope_section:
+          - 24
+          - 20
+          - 20
+          rope_type: default
+        rope_theta: 5000000
+        tie_word_embeddings: false
+        vocab_size: 151936
+      tie_word_embeddings: false
+      video_token_id: 151656
+      vision_config:
+        deepstack_visual_indexes:
+        - 8
+        - 16
+        - 24
+        depth: 27
+        hidden_act: gelu_pytorch_tanh
+        hidden_size: 1152
+        in_channels: 3
+        initializer_range: 0.02
+        intermediate_size: 4304
+        model_type: qwen3_vl
+        num_heads: 16
+        num_position_embeddings: 2304
+        out_hidden_size: 4096
+        patch_size: 16
+        spatial_merge_size: 2
+        temporal_patch_size: 2
+      vision_end_token_id: 151653
+      vision_start_token_id: 151652
+      vocab_size: 151936
+runner:
+  args: Namespace(config='configs/cosmos3/cosmos3nano_robodojo_full_finetune.py',
+    work_dir='/mnt/data/cpfs/users/jikun/wk_dir/robodojo/cosmos3_nano', cfg_options=None,
+    eval_after_train=False, resume_from=None)
+  cfg: 'Config (path: configs/cosmos3/cosmos3nano_robodojo_full_finetune.py): {''_ckpt_root'':
+    ''./checkpoints'', ''_cosmos3_nano_ckpt'': ''./checkpoints/Cosmos3-Nano'', ''_cosmos3_nano_transformer'':
+    ''./checkpoints/Cosmos3-Nano/transformer'', ''_cosmos3_nano_vision_encoder'':
+    ''./checkpoints/Cosmos3-Nano/vision_encoder'', ''_cosmos3_nano_tokenizer'': {''type'':
+    ''PretrainedTokenizer'', ''model_path'': ''./checkpoints/Cosmos3-Nano/text_tokenizer'',
+    ''model_max_length'': 4096, ''padding_side'': ''right'', ''trust_remote_code'':
+    True}, ''_wan22_vae_path'': ''./checkpoints/Wan2.2-TI2V-5B/Wan2.2_VAE.pth'', ''_vision_vae'':
+    {''type'': ''Cosmos3Wan22VAE'', ''pretrained_name_or_path'': ''./checkpoints/Wan2.2-TI2V-5B/Wan2.2_VAE.pth'',
+    ''encode_exact_durations'': [17]}, ''_action_dim'': 10, ''_max_action_dim'': 64,
+    ''_max_state_dim'': 64, ''_action_horizon'': 16, ''_frame_window_size'': 17, ''_prepend_state_to_action'':
+    False, ''_image_height'': 256, ''_image_width'': 256, ''_video_height'': 192,
+    ''_video_width'': 320, ''_conditioning_fps'': 20.0, ''_libero_action_stats'':
+    {''mean'': [0.050704, 0.097407, -0.094833, 0.994873, -0.004579, -0.004288, 0.004389,
+    0.996104, 0.001109, 0.476725], ''std'': [0.333621, 0.387175, 0.45714, 0.010807,
+    0.077802, 0.063386, 0.078571, 0.009994, 0.038504, 0.49946], ''min'': [-0.9375,
+    -0.9375, -0.9375, 0.902028, -0.356085, -0.367416, -0.370434, 0.921907, -0.255,
+    0.0], ''max'': [0.9375, 0.9375, 0.9375, 1.0, 0.368853, 0.341214, 0.356395, 1.0,
+    0.348251, 1.0], ''q01'': [-0.723214, -0.808929, -0.9375, 0.934955, -0.223431,
+    -0.189878, -0.334735, 0.938516, -0.107736, 0.0], ''q99'': [0.9375, 0.870536, 0.9375,
+    1.0, 0.331, 0.163153, 0.226216, 1.0, 0.127158, 1.0]}, ''_cfg_dropout_rate'': 0.1,
+    ''_base_lr'': 5e-05, ''_action_lr'': 0.00025, ''_per_device_batch_size'': 16,
+    ''_grad_accumulation_steps'': 8, ''_max_steps'': 2000, ''_save_iter_interval'':
+    500, ''_cosmos3_nano_special_tokens'': {''eos_token_id'': 151645, ''start_of_generation'':
+    151652, ''end_of_generation'': 151653}, ''_cosmos3_nano_vlm_config'': {''model_type'':
+    ''qwen3_vl'', ''vocab_size'': 151936, ''tie_word_embeddings'': False, ''image_token_id'':
+    151655, ''video_token_id'': 151656, ''vision_start_token_id'': 151652, ''vision_end_token_id'':
+    151653, ''text_config'': {''model_type'': ''qwen3_vl_text'', ''vocab_size'': 151936,
+    ''hidden_size'': 4096, ''intermediate_size'': 12288, ''num_hidden_layers'': 36,
+    ''num_attention_heads'': 32, ''num_key_value_heads'': 8, ''head_dim'': 128, ''hidden_act'':
+    ''silu'', ''max_position_embeddings'': 262144, ''rms_norm_eps'': 1e-06, ''rope_theta'':
+    5000000, ''attention_bias'': False, ''attention_dropout'': 0.0, ''bos_token_id'':
+    151643, ''eos_token_id'': 151645, ''pad_token_id'': 0, ''tie_word_embeddings'':
+    False, ''rope_scaling'': {''rope_type'': ''default'', ''mrope_interleaved'': True,
+    ''mrope_section'': [24, 20, 20]}, ''layer_types'': [''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'']}, ''vision_config'': {''model_type'':
+    ''qwen3_vl'', ''hidden_size'': 1152, ''hidden_act'': ''gelu_pytorch_tanh'', ''intermediate_size'':
+    4304, ''depth'': 27, ''num_heads'': 16, ''in_channels'': 3, ''initializer_range'':
+    0.02, ''out_hidden_size'': 4096, ''patch_size'': 16, ''spatial_merge_size'': 2,
+    ''temporal_patch_size'': 2, ''num_position_embeddings'': 2304, ''deepstack_visual_indexes'':
+    [8, 16, 24]}}, ''_cosmos3_nano_name_mapping'': {''action_modality_embed'': ''action_modality_embed'',
+    ''vlm_backbone.model.language_model.embed_tokens.weight'': ''embed_tokens.weight'',
+    ''vlm_backbone.lm_head.weight'': ''lm_head.weight'', ''vlm_backbone.model.language_model.norm.weight'':
+    ''norm.weight'', ''vlm_backbone.model.language_model.norm_moe_gen.weight'': ''norm_moe_gen.weight'',
+    ''vlm_backbone.model.language_model.layers.'': ''layers.'', ''vision_in_proj.projector.'':
+    ''proj_in.'', ''vision_out_proj.projector.'': ''proj_out.'', ''time_embedder.mlp.0.'':
+    ''time_embedder.linear_1.'', ''time_embedder.mlp.2.'': ''time_embedder.linear_2.'',
+    ''action_in_proj.'': ''action_proj_in.'', ''action_out_proj.'': ''action_proj_out.'',
+    ''.self_attn.q_proj.'': ''.self_attn.to_q.'', ''.self_attn.k_proj.'': ''.self_attn.to_k.'',
+    ''.self_attn.v_proj.'': ''.self_attn.to_v.'', ''.self_attn.o_proj.'': ''.self_attn.to_out.'',
+    ''.self_attn.q_proj_moe_gen.'': ''.self_attn.add_q_proj.'', ''.self_attn.k_proj_moe_gen.'':
+    ''.self_attn.add_k_proj.'', ''.self_attn.v_proj_moe_gen.'': ''.self_attn.add_v_proj.'',
+    ''.self_attn.o_proj_moe_gen.'': ''.self_attn.to_add_out.'', ''.self_attn.q_norm.'':
+    ''.self_attn.norm_q.'', ''.self_attn.k_norm.'': ''.self_attn.norm_k.'', ''.self_attn.q_norm_moe_gen.'':
+    ''.self_attn.norm_added_q.'', ''.self_attn.k_norm_moe_gen.'': ''.self_attn.norm_added_k.'',
+    ''vlm_backbone.model.visual.patch_embed.'': ''patch_embed.'', ''vlm_backbone.model.visual.blocks.'':
+    ''blocks.'', ''vlm_backbone.model.visual.pos_embed.'': ''pos_embed.'', ''vlm_backbone.model.visual.merger.'':
+    ''merger.'', ''vlm_backbone.model.visual.deepstack_merger_list.'': ''deepstack_merger_list.''},
+    ''model'': {''type'': ''Cosmos3FlowMatching'', ''vlm_backbone'': {''type'': ''Cosmos3MoTBackbone'',
+    ''vlm_config'': {''model_type'': ''qwen3_vl'', ''vocab_size'': 151936, ''tie_word_embeddings'':
+    False, ''image_token_id'': 151655, ''video_token_id'': 151656, ''vision_start_token_id'':
+    151652, ''vision_end_token_id'': 151653, ''text_config'': {''model_type'': ''qwen3_vl_text'',
+    ''vocab_size'': 151936, ''hidden_size'': 4096, ''intermediate_size'': 12288, ''num_hidden_layers'':
+    36, ''num_attention_heads'': 32, ''num_key_value_heads'': 8, ''head_dim'': 128,
+    ''hidden_act'': ''silu'', ''max_position_embeddings'': 262144, ''rms_norm_eps'':
+    1e-06, ''rope_theta'': 5000000, ''attention_bias'': False, ''attention_dropout'':
+    0.0, ''bos_token_id'': 151643, ''eos_token_id'': 151645, ''pad_token_id'': 0,
+    ''tie_word_embeddings'': False, ''rope_scaling'': {''rope_type'': ''default'',
+    ''mrope_interleaved'': True, ''mrope_section'': [24, 20, 20]}, ''layer_types'':
+    [''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'']},
+    ''vision_config'': {''model_type'': ''qwen3_vl'', ''hidden_size'': 1152, ''hidden_act'':
+    ''gelu_pytorch_tanh'', ''intermediate_size'': 4304, ''depth'': 27, ''num_heads'':
+    16, ''in_channels'': 3, ''initializer_range'': 0.02, ''out_hidden_size'': 4096,
+    ''patch_size'': 16, ''spatial_merge_size'': 2, ''temporal_patch_size'': 2, ''num_position_embeddings'':
+    2304, ''deepstack_visual_indexes'': [8, 16, 24]}}, ''include_visual'': False,
+    ''vision_encoder_path'': ''./checkpoints/Cosmos3-Nano/vision_encoder'', ''skip_init_weights'':
+    True}, ''vision_latent_dim'': 48, ''latent_patch_size'': 2, ''max_action_dim'':
+    64, ''num_embodiment_domains'': 32, ''vision_in_proj'': {''type'': ''LinearProjector'',
+    ''in_dim'': 192, ''out_dim'': 4096}, ''vision_out_proj'': {''type'': ''LinearProjector'',
+    ''in_dim'': 4096, ''out_dim'': 192}, ''action_in_proj'': {''type'': ''DomainAwareLinear'',
+    ''input_size'': 64, ''output_size'': 4096, ''num_domains'': 32}, ''action_out_proj'':
+    {''type'': ''DomainAwareLinear'', ''input_size'': 4096, ''output_size'': 64, ''num_domains'':
+    32}, ''rectified_flow_training_config'': {''shift'': {''256'': 3, ''480'': 5,
+    ''720'': 10}, ''use_dynamic_shift'': False, ''train_time_image_distribution'':
+    ''logitnormal'', ''train_time_video_distribution'': ''waver'', ''train_time_action_distribution'':
+    ''logitnormal'', ''train_time_weight'': ''uniform'', ''vision_loss_weight'': 10.0,
+    ''independent_action_schedule'': False, ''shift_action'': None, ''use_high_sigma_strategy'':
+    False, ''high_sigma_ratio'': 0.05, ''high_sigma_timesteps_min'': 995, ''high_sigma_timesteps_max'':
+    1000, ''use_high_sigma_strategy_action'': False, ''use_discrete_rf'': False, ''normalize_loss_by_active'':
+    False, ''action_loss_weight'': 10.0}, ''rectified_flow_inference_config'': {''num_train_timesteps'':
+    1000, ''scheduler_type'': ''unipc'', ''num_steps'': 30, ''shift'': 10.0, ''use_dynamic_shifting'':
+    False, ''use_karras_sigmas'': False}, ''timestep_scale'': 0.001, ''packed_attention_backend'':
+    ''flash2'', ''position_embedding_type'': ''unified_3d_mrope'', ''unified_3d_mrope_reset_spatial_ids'':
+    True, ''unified_3d_mrope_temporal_modality_margin'': 15000, ''enable_fps_modulation'':
+    True, ''base_fps'': 24.0, ''special_tokens'': {''eos_token_id'': 151645, ''start_of_generation'':
+    151652, ''end_of_generation'': 151653}, ''pretrained_name_or_path'': ''./checkpoints/Cosmos3-Nano/transformer'',
+    ''name_mapping'': {''action_modality_embed'': ''action_modality_embed'', ''vlm_backbone.model.language_model.embed_tokens.weight'':
+    ''embed_tokens.weight'', ''vlm_backbone.lm_head.weight'': ''lm_head.weight'',
+    ''vlm_backbone.model.language_model.norm.weight'': ''norm.weight'', ''vlm_backbone.model.language_model.norm_moe_gen.weight'':
+    ''norm_moe_gen.weight'', ''vlm_backbone.model.language_model.layers.'': ''layers.'',
+    ''vision_in_proj.projector.'': ''proj_in.'', ''vision_out_proj.projector.'': ''proj_out.'',
+    ''time_embedder.mlp.0.'': ''time_embedder.linear_1.'', ''time_embedder.mlp.2.'':
+    ''time_embedder.linear_2.'', ''action_in_proj.'': ''action_proj_in.'', ''action_out_proj.'':
+    ''action_proj_out.'', ''.self_attn.q_proj.'': ''.self_attn.to_q.'', ''.self_attn.k_proj.'':
+    ''.self_attn.to_k.'', ''.self_attn.v_proj.'': ''.self_attn.to_v.'', ''.self_attn.o_proj.'':
+    ''.self_attn.to_out.'', ''.self_attn.q_proj_moe_gen.'': ''.self_attn.add_q_proj.'',
+    ''.self_attn.k_proj_moe_gen.'': ''.self_attn.add_k_proj.'', ''.self_attn.v_proj_moe_gen.'':
+    ''.self_attn.add_v_proj.'', ''.self_attn.o_proj_moe_gen.'': ''.self_attn.to_add_out.'',
+    ''.self_attn.q_norm.'': ''.self_attn.norm_q.'', ''.self_attn.k_norm.'': ''.self_attn.norm_k.'',
+    ''.self_attn.q_norm_moe_gen.'': ''.self_attn.norm_added_q.'', ''.self_attn.k_norm_moe_gen.'':
+    ''.self_attn.norm_added_k.'', ''vlm_backbone.model.visual.patch_embed.'': ''patch_embed.'',
+    ''vlm_backbone.model.visual.blocks.'': ''blocks.'', ''vlm_backbone.model.visual.pos_embed.'':
+    ''pos_embed.'', ''vlm_backbone.model.visual.merger.'': ''merger.'', ''vlm_backbone.model.visual.deepstack_merger_list.'':
+    ''deepstack_merger_list.''}, ''vision_vae'': {''type'': ''Cosmos3Wan22VAE'', ''pretrained_name_or_path'':
+    ''./checkpoints/Wan2.2-TI2V-5B/Wan2.2_VAE.pth'', ''encode_exact_durations'': [33],
+    ''encode_chunk_frames'': {''256'': 16, ''480'': 24, ''720'': 12}}, ''ori_action_dim'':
+    14, ''action_horizon'': 32, ''freeze_vlm_backbone'': False, ''freeze_non_moe_vlm_backbone'':
+    True, ''enable_vision_loss'': True, ''reinitialize_action_policy'': True}, ''inference_model'':
+    {''type'': ''Cosmos3FlowMatching'', ''vlm_backbone'': {''type'': ''Cosmos3MoTBackbone'',
+    ''vlm_config'': {''model_type'': ''qwen3_vl'', ''vocab_size'': 151936, ''tie_word_embeddings'':
+    False, ''image_token_id'': 151655, ''video_token_id'': 151656, ''vision_start_token_id'':
+    151652, ''vision_end_token_id'': 151653, ''text_config'': {''model_type'': ''qwen3_vl_text'',
+    ''vocab_size'': 151936, ''hidden_size'': 4096, ''intermediate_size'': 12288, ''num_hidden_layers'':
+    36, ''num_attention_heads'': 32, ''num_key_value_heads'': 8, ''head_dim'': 128,
+    ''hidden_act'': ''silu'', ''max_position_embeddings'': 262144, ''rms_norm_eps'':
+    1e-06, ''rope_theta'': 5000000, ''attention_bias'': False, ''attention_dropout'':
+    0.0, ''bos_token_id'': 151643, ''eos_token_id'': 151645, ''pad_token_id'': 0,
+    ''tie_word_embeddings'': False, ''rope_scaling'': {''rope_type'': ''default'',
+    ''mrope_interleaved'': True, ''mrope_section'': [24, 20, 20]}, ''layer_types'':
+    [''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'',
+    ''full_attention'', ''full_attention'', ''full_attention'', ''full_attention'']},
+    ''vision_config'': {''model_type'': ''qwen3_vl'', ''hidden_size'': 1152, ''hidden_act'':
+    ''gelu_pytorch_tanh'', ''intermediate_size'': 4304, ''depth'': 27, ''num_heads'':
+    16, ''in_channels'': 3, ''initializer_range'': 0.02, ''out_hidden_size'': 4096,
+    ''patch_size'': 16, ''spatial_merge_size'': 2, ''temporal_patch_size'': 2, ''num_position_embeddings'':
+    2304, ''deepstack_visual_indexes'': [8, 16, 24]}}, ''include_visual'': False,
+    ''vision_encoder_path'': ''./checkpoints/Cosmos3-Nano/vision_encoder'', ''skip_init_weights'':
+    True}, ''vision_latent_dim'': 48, ''latent_patch_size'': 2, ''max_action_dim'':
+    64, ''num_embodiment_domains'': 32, ''vision_in_proj'': {''type'': ''LinearProjector'',
+    ''in_dim'': 192, ''out_dim'': 4096}, ''vision_out_proj'': {''type'': ''LinearProjector'',
+    ''in_dim'': 4096, ''out_dim'': 192}, ''action_in_proj'': {''type'': ''DomainAwareLinear'',
+    ''input_size'': 64, ''output_size'': 4096, ''num_domains'': 32}, ''action_out_proj'':
+    {''type'': ''DomainAwareLinear'', ''input_size'': 4096, ''output_size'': 64, ''num_domains'':
+    32}, ''rectified_flow_training_config'': {''shift'': {''256'': 3, ''480'': 5,
+    ''720'': 10}, ''use_dynamic_shift'': False, ''train_time_image_distribution'':
+    ''logitnormal'', ''train_time_video_distribution'': ''waver'', ''train_time_action_distribution'':
+    ''logitnormal'', ''train_time_weight'': ''uniform'', ''vision_loss_weight'': 10.0,
+    ''independent_action_schedule'': False, ''shift_action'': None, ''use_high_sigma_strategy'':
+    False, ''high_sigma_ratio'': 0.05, ''high_sigma_timesteps_min'': 995, ''high_sigma_timesteps_max'':
+    1000, ''use_high_sigma_strategy_action'': False, ''use_discrete_rf'': False, ''normalize_loss_by_active'':
+    False, ''action_loss_weight'': 10.0}, ''rectified_flow_inference_config'': {''num_train_timesteps'':
+    1000, ''scheduler_type'': ''unipc'', ''num_steps'': 30, ''shift'': 10.0, ''use_dynamic_shifting'':
+    False, ''use_karras_sigmas'': False}, ''timestep_scale'': 0.001, ''packed_attention_backend'':
+    ''flash2'', ''position_embedding_type'': ''unified_3d_mrope'', ''unified_3d_mrope_reset_spatial_ids'':
+    True, ''unified_3d_mrope_temporal_modality_margin'': 15000, ''enable_fps_modulation'':
+    True, ''base_fps'': 24.0, ''special_tokens'': {''eos_token_id'': 151645, ''start_of_generation'':
+    151652, ''end_of_generation'': 151653}, ''pretrained_name_or_path'': ''./checkpoints/Cosmos3-Nano/transformer'',
+    ''name_mapping'': {''action_modality_embed'': ''action_modality_embed'', ''vlm_backbone.model.language_model.embed_tokens.weight'':
+    ''embed_tokens.weight'', ''vlm_backbone.lm_head.weight'': ''lm_head.weight'',
+    ''vlm_backbone.model.language_model.norm.weight'': ''norm.weight'', ''vlm_backbone.model.language_model.norm_moe_gen.weight'':
+    ''norm_moe_gen.weight'', ''vlm_backbone.model.language_model.layers.'': ''layers.'',
+    ''vision_in_proj.projector.'': ''proj_in.'', ''vision_out_proj.projector.'': ''proj_out.'',
+    ''time_embedder.mlp.0.'': ''time_embedder.linear_1.'', ''time_embedder.mlp.2.'':
+    ''time_embedder.linear_2.'', ''action_in_proj.'': ''action_proj_in.'', ''action_out_proj.'':
+    ''action_proj_out.'', ''.self_attn.q_proj.'': ''.self_attn.to_q.'', ''.self_attn.k_proj.'':
+    ''.self_attn.to_k.'', ''.self_attn.v_proj.'': ''.self_attn.to_v.'', ''.self_attn.o_proj.'':
+    ''.self_attn.to_out.'', ''.self_attn.q_proj_moe_gen.'': ''.self_attn.add_q_proj.'',
+    ''.self_attn.k_proj_moe_gen.'': ''.self_attn.add_k_proj.'', ''.self_attn.v_proj_moe_gen.'':
+    ''.self_attn.add_v_proj.'', ''.self_attn.o_proj_moe_gen.'': ''.self_attn.to_add_out.'',
+    ''.self_attn.q_norm.'': ''.self_attn.norm_q.'', ''.self_attn.k_norm.'': ''.self_attn.norm_k.'',
+    ''.self_attn.q_norm_moe_gen.'': ''.self_attn.norm_added_q.'', ''.self_attn.k_norm_moe_gen.'':
+    ''.self_attn.norm_added_k.'', ''vlm_backbone.model.visual.patch_embed.'': ''patch_embed.'',
+    ''vlm_backbone.model.visual.blocks.'': ''blocks.'', ''vlm_backbone.model.visual.pos_embed.'':
+    ''pos_embed.'', ''vlm_backbone.model.visual.merger.'': ''merger.'', ''vlm_backbone.model.visual.deepstack_merger_list.'':
+    ''deepstack_merger_list.''}, ''vision_vae'': {''type'': ''Cosmos3Wan22VAE'', ''pretrained_name_or_path'':
+    None, ''encode_exact_durations'': [33]}, ''ori_action_dim'': 14, ''action_horizon'':
+    32, ''freeze_vlm_backbone'': False, ''freeze_non_moe_vlm_backbone'': True, ''enable_vision_loss'':
+    True, ''reinitialize_action_policy'': True}, ''_transforms'': [{''type'': ''ProcessParquetInputs'',
+    ''parquet_keys'': [''observation.state'', ''timestamp'', ''actions'', ''info'',
+    ''stats'', ''action_masks''], ''video_keys'': [''observation.images.image'', ''observation.images.wrist_image''],
+    ''name_mappings'': {''observation.state'': [''states''], ''actions'': [''actions'']},
+    ''embodiment_id'': 5}, {''type'': ''LiberoFramewiseActionToRot6D''}, {''type'':
+    ''ProcessCosmos3Prompt'', ''tokenizer'': {''type'': ''PretrainedTokenizer'', ''model_path'':
+    ''./checkpoints/Cosmos3-Nano/text_tokenizer'', ''model_max_length'': 4096, ''padding_side'':
+    ''right'', ''trust_remote_code'': True}, ''max_len'': 512, ''cfg_dropout_rate'':
+    0.1, ''format_prompt_as_json'': True, ''action_metadata'': {''append_viewpoint'':
+    False, ''frame_window_size'': 17, ''conditioning_fps'': 20.0, ''video_height'':
+    192, ''video_width'': 320}}, {''type'': ''ResizeImages'', ''height'': 256, ''width'':
+    256}, {''type'': ''SimpleNormalizeImages''}, {''type'': ''NormalizeStatesAndActions'',
+    ''action_dim'': 64, ''state_dim'': 64, ''state_key'': ''proprio'', ''action_key'':
+    ''action'', ''state_norm_type'': ''none'', ''action_norm_type'': ''quantile''},
+    {''type'': ''BuildCosmos3Sequence'', ''raw_action_dim'': 10, ''mode'': ''wam'',
+    ''frame_window_size'': 17, ''prepend_state_to_action'': False, ''conditioning_fps'':
+    20.0}, {''type'': ''PrepareVideo'', ''num_views'': 2, ''frame_window_size'': 17,
+    ''tile_direction'': ''horizontal''}, {''type'': ''ResizeAndReflectPad'', ''height'':
+    192, ''width'': 320}], ''train_dataloader'': {''per_device_batch_size'': 8, ''per_device_num_workers'':
+    4, ''prefetch_factor'': 1, ''dataset'': {''type'': ''DistributedRepeatingDataset'',
+    ''seed'': 42, ''reshuffle_each_epoch'': True, ''name_mappings'': {''observation.state'':
+    [''proprio''], ''action'': [''action'']}, ''statistic_keys'': [''observation.state'',
+    ''action'', ''timestamp''], ''statistic_name'': ''robodojo_arx_x5'', ''statistics_overrides'':
+    {''robodojo_arx_x5'': {''action'': {''q01'': [-1.051365569829941, -3.5348887174584814e-14,
+    1.741881830823392e-16, -1.5984010362625123, -0.6003574305772781, -1.6678147149085998,
+    0.0, -0.4509398394823074, -2.5859282299029243e-14, 1.234041714549172e-16, -1.64055180311203,
+    -1.2633746123313903, -1.7645285475254058, 0.0], ''q99'': [0.5431358617544174,
+    2.495765209197998, 2.492974226474762, 1.3241519677639007, 1.2496635341644287,
+    1.7392305016517635, 1.0, 1.0814965963363647, 2.4167031812667843, 2.3470158338546754,
+    1.141731116771698, 0.5208872479200363, 1.489715996980667, 1.0]}}}, ''datasets'':
+    {''type'': ''ParquetDataset'', ''data_root_path'': [''./datasets/RoboDojo_lerobot_v21_video''],
+    ''transforms'': [{''type'': ''ProcessParquetInputs'', ''embodiment_id'': 31, ''parquet_keys'':
+    [''observation.state'', ''timestamp'', ''actions'', ''info'', ''stats'', ''action_masks''],
+    ''video_keys'': [''observation.images.cam_high'', ''observation.images.cam_left_wrist'',
+    ''observation.images.cam_right_wrist''], ''name_mappings'': {''observation.state'':
+    [''states''], ''actions'': [''actions'']}}, {''type'': ''ResizeImages'', ''height'':
+    192, ''width'': 256}, {''type'': ''AugVideo'', ''rotation_range'': 0.0, ''brightness_range'':
+    (0.7, 1.3), ''contrast_range'': (0.6, 1.4), ''crop_scale'': (0.95, 0.95), ''crop_ratio'':
+    (1.0, 1.0), ''prob'': 1.0, ''saturation_range'': (0.5, 1.5), ''hue_delta'': 0.08},
+    {''type'': ''ProcessCosmos3Prompt'', ''tokenizer'': {''type'': ''PretrainedTokenizer'',
+    ''model_path'': ''./checkpoints/Cosmos3-Nano/text_tokenizer'', ''model_max_length'':
+    4096, ''padding_side'': ''right'', ''trust_remote_code'': True}, ''max_len'':
+    512, ''cfg_dropout_rate'': 0.1, ''format_prompt_as_json'': True, ''action_metadata'':
+    {''append_viewpoint'': False, ''viewpoint'': ''concat_view'', ''frame_window_size'':
+    33, ''conditioning_fps'': 25.0, ''video_height'': 320, ''video_width'': 256}},
+    {''type'': ''SimpleNormalizeImages''}, {''type'': ''NormalizeStatesAndActions'',
+    ''action_dim'': 64, ''state_dim'': 64, ''state_key'': ''proprio'', ''action_key'':
+    ''action'', ''state_norm_type'': ''none'', ''action_norm_type'': ''quantile''},
+    {''type'': ''BuildCosmos3Sequence'', ''raw_action_dim'': 14, ''mode'': ''wam'',
+    ''frame_window_size'': 33, ''prepend_state_to_action'': False, ''conditioning_fps'':
+    25.0}, {''type'': ''PrepareVideo'', ''num_views'': 3, ''frame_window_size'': 33,
+    ''tile_direction'': ''top_bottom_pair'', ''top_view'': 0, ''bottom_views'': (1,
+    2), ''bottom_height_ratio'': 0.5}, {''type'': ''ResizeAndReflectPad'', ''height'':
+    320, ''width'': 256}], ''action_window_size'': 32, ''action_key'': ''action'',
+    ''use_delta'': False, ''statistic_name'': ''robodojo_arx_x5'', ''window_start_idx'':
+    0, ''frame_window_size'': 33, ''require_full_window'': True}}}, ''runner'': {''type'':
+    ''FSDPTrainRunner'', ''max_steps'': 10000, ''save_iter_interval'': 1000, ''max_keep_ckpts'':
+    2, ''optimizer'': {''type'': ''AdamW'', ''lr'': 5e-05, ''weight_decay'': 0.05,
+    ''betas'': (0.9, 0.99), ''eps'': 1e-08, ''fused'': True, ''exclude_1d_from_weight_decay'':
+    False, ''paramwise_learning_rate'': {''action_in_proj.'': 0.00025, ''action_out_proj.'':
+    0.00025, ''action_modality_embed'': 0.00025}}, ''max_grad_norm'': 1.0, ''tokenizer'':
+    {''type'': ''PretrainedTokenizer'', ''model_path'': ''./checkpoints/Cosmos3-Nano/text_tokenizer'',
+    ''model_max_length'': 4096, ''padding_side'': ''right'', ''trust_remote_code'':
+    True}, ''collator'': {''type'': ''DictCollator'', ''keys'': [''images'', ''states'',
+    ''actions'', ''action_masks'', ''img_masks'', ''frame_masks'', ''embodiment_ids'',
+    ''raw_action_dim'', ''conditioning_fps'', ''action_fps''], ''meta_keys'': [''text_token_ids'',
+    ''sequence_plan'', ''task_description'', ''stats'', ''info'', ''timestamp'', ''viewpoint'']},
+    ''sampler'': None, ''grad_accumulation_steps'': 16, ''metric'': {''type'': ''VLAMetric'',
+    ''active_trackers'': (''jsonl'', ''wandb''), ''run_dir'': ''/mnt/data/cpfs/users/jikun/wk_dir/robodojo/cosmos3_nano'',
+    ''grad_accumulation_steps'': 16, ''window_size'': 1}, ''lr_scheduler'': {''type'':
+    ''linear-warmup+linear-decay'', ''warmup_steps'': 0, ''cycle_length'': 100000},
+    ''enable_gradient_checkpointing'': True, ''enable_mixed_precision_training'':
+    True, ''mixed_precision_dtype'': ''bf16'', ''sharding_strategy'': ''full-shard'',
+    ''change_key_name'': False, ''cfg'': Config (path: configs/cosmos3/cosmos3nano_robodojo_full_finetune.py):
+    {...}, ''args'': Namespace(config=''configs/cosmos3/cosmos3nano_robodojo_full_finetune.py'',
+    work_dir=''/mnt/data/cpfs/users/jikun/wk_dir/robodojo/cosmos3_nano'', cfg_options=None,
+    eval_after_train=False, resume_from=None)}, ''eval'': {''report_kind'': ''robodojo'',
+    ''task_suite_name'': ''robodojo'', ''model_family'': ''cosmos3'', ''eval_chunk_size'':
+    32, ''num_trials_per_task'': 50, ''num_trials_per_task_overrides'': {''stack_bowls'':
+    25, ''stack_bowls_random'': 25, ''push_T'': 25, ''push_T_random'': 25, ''pack_objects_into_box'':
+    25, ''pack_objects_into_box_random'': 25, ''fold_clothes'': 25, ''fold_clothes_random'':
+    25, ''hang_mugs'': 25, ''hang_mugs_random'': 25, ''sweep_blocks'': 25, ''sweep_blocks_random'':
+    25, ''pour_liquid_into_cup'': 25, ''pour_liquid_into_cup_random'': 25, ''make_toast'':
+    25, ''make_toast_random'': 25, ''arrange_largest_number'': 25, ''arrange_largest_number_random'':
+    25, ''sort_nesting_dolls_by_size'': 25, ''sort_nesting_dolls_by_size_random'':
+    25, ''store_laptop_and_headphones'': 25, ''store_laptop_and_headphones_random'':
+    25, ''stack_blocks'': 25, ''stack_blocks_random'': 25}, ''enable_mixed_precision_training'':
+    True, ''mixed_precision_dtype'': ''bf16'', ''dataset'': {''type'': ''RoboDojoEvalDataset'',
+    ''unnorm_key'': ''robodojo_arx_x5'', ''transforms'': [{''type'': ''ProcessEvalInputs'',
+    ''img_keys'': [''cam_high'', ''cam_left_wrist'', ''cam_right_wrist''], ''embodiment_id'':
+    31}, {''type'': ''SetCosmos3ActionMetadata'', ''conditioning_fps'': 25.0, ''prepend_state_to_action'':
+    False}, {''type'': ''ProcessCosmos3Prompt'', ''tokenizer'': {''type'': ''PretrainedTokenizer'',
+    ''model_path'': ''./checkpoints/Cosmos3-Nano/text_tokenizer'', ''model_max_length'':
+    4096, ''padding_side'': ''right'', ''trust_remote_code'': True}, ''max_len'':
+    512, ''cfg_dropout_rate'': 0.0, ''format_prompt_as_json'': True, ''action_metadata'':
+    {''append_viewpoint'': False, ''viewpoint'': ''concat_view'', ''frame_window_size'':
+    33, ''conditioning_fps'': 25.0, ''video_height'': 320, ''video_width'': 256},
+    ''output_key'': ''lang_tokens'', ''output_attention_mask_key'': ''lang_masks''},
+    {''type'': ''TransformImage'', ''image_resize_strategy'': ''resize-naive'', ''input_sizes'':
+    [[3, 256, 192], [3, 256, 192], [3, 256, 192]], ''means'': [[127.5, 127.5, 127.5],
+    [127.5, 127.5, 127.5], [127.5, 127.5, 127.5]], ''stds'': [[127.5, 127.5, 127.5],
+    [127.5, 127.5, 127.5], [127.5, 127.5, 127.5]]}, {''type'': ''PrepareVideo'', ''num_views'':
+    3, ''frame_window_size'': 1, ''tile_direction'': ''top_bottom_pair'', ''top_view'':
+    0, ''bottom_views'': (1, 2), ''bottom_height_ratio'': 0.5}, {''type'': ''ResizeAndReflectPad'',
+    ''height'': 320, ''width'': 256}]}, ''denormalize_action'': {''type'': ''DenormalizePrivateAction'',
+    ''norm_type'': ''quantile'', ''action_dim'': 14, ''statistic_name'': ''robodojo_arx_x5''}},
+    ''_ROBODOJO_DATA_ROOT'': ''./datasets/RoboDojo_lerobot_v21_video'', ''_STATISTIC_NAME'':
+    ''robodojo_arx_x5'', ''_ACTION_DIM'': 14, ''_MAX_ACTION_DIM'': 64, ''_MAX_STATE_DIM'':
+    64, ''_ACTION_HORIZON'': 32, ''_FRAME_WINDOW_SIZE'': 33, ''_CONDITIONING_FPS'':
+    25.0, ''_EMBODIMENT_ID'': 31, ''_PREPEND_STATE_TO_ACTION'': False, ''_ROBODOJO_ACTION_QUANTILES'':
+    {''q01'': [-1.051365569829941, -3.5348887174584814e-14, 1.741881830823392e-16,
+    -1.5984010362625123, -0.6003574305772781, -1.6678147149085998, 0.0, -0.4509398394823074,
+    -2.5859282299029243e-14, 1.234041714549172e-16, -1.64055180311203, -1.2633746123313903,
+    -1.7645285475254058, 0.0], ''q99'': [0.5431358617544174, 2.495765209197998, 2.492974226474762,
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+    2.4167031812667843, 2.3470158338546754, 1.141731116771698, 0.5208872479200363,
+    1.489715996980667, 1.0]}, ''_IMAGE_HEIGHT'': 192, ''_IMAGE_WIDTH'': 256, ''_VIDEO_HEIGHT'':
+    320, ''_VIDEO_WIDTH'': 256, ''_VAE_ENCODE_CHUNK_FRAMES'': {''256'': 16, ''480'':
+    24, ''720'': 12}, ''_ROBODOJO_GENERALIZATION_BASE_TASKS'': (''stack_bowls'', ''push_T'',
+    ''pack_objects_into_box'', ''fold_clothes'', ''hang_mugs'', ''sweep_blocks'',
+    ''pour_liquid_into_cup'', ''make_toast'', ''arrange_largest_number'', ''sort_nesting_dolls_by_size'',
+    ''store_laptop_and_headphones'', ''stack_blocks''), ''_ROBODOJO_EPISODE_OVERRIDES'':
+    {''stack_bowls'': 25, ''stack_bowls_random'': 25, ''push_T'': 25, ''push_T_random'':
+    25, ''pack_objects_into_box'': 25, ''pack_objects_into_box_random'': 25, ''fold_clothes'':
+    25, ''fold_clothes_random'': 25, ''hang_mugs'': 25, ''hang_mugs_random'': 25,
+    ''sweep_blocks'': 25, ''sweep_blocks_random'': 25, ''pour_liquid_into_cup'': 25,
+    ''pour_liquid_into_cup_random'': 25, ''make_toast'': 25, ''make_toast_random'':
+    25, ''arrange_largest_number'': 25, ''arrange_largest_number_random'': 25, ''sort_nesting_dolls_by_size'':
+    25, ''sort_nesting_dolls_by_size_random'': 25, ''store_laptop_and_headphones'':
+    25, ''store_laptop_and_headphones_random'': 25, ''stack_blocks'': 25, ''stack_blocks_random'':
+    25}, ''_ROBODOJO_TRANSFORMS'': [{''type'': ''ProcessParquetInputs'', ''embodiment_id'':
+    31, ''parquet_keys'': [''observation.state'', ''timestamp'', ''actions'', ''info'',
+    ''stats'', ''action_masks''], ''video_keys'': [''observation.images.cam_high'',
+    ''observation.images.cam_left_wrist'', ''observation.images.cam_right_wrist''],
+    ''name_mappings'': {''observation.state'': [''states''], ''actions'': [''actions'']}},
+    {''type'': ''ResizeImages'', ''height'': 192, ''width'': 256}, {''type'': ''AugVideo'',
+    ''rotation_range'': 0.0, ''brightness_range'': (0.7, 1.3), ''contrast_range'':
+    (0.6, 1.4), ''crop_scale'': (0.95, 0.95), ''crop_ratio'': (1.0, 1.0), ''prob'':
+    1.0, ''saturation_range'': (0.5, 1.5), ''hue_delta'': 0.08}, {''type'': ''ProcessCosmos3Prompt'',
+    ''tokenizer'': {''type'': ''PretrainedTokenizer'', ''model_path'': ''./checkpoints/Cosmos3-Nano/text_tokenizer'',
+    ''model_max_length'': 4096, ''padding_side'': ''right'', ''trust_remote_code'':
+    True}, ''max_len'': 512, ''cfg_dropout_rate'': 0.1, ''format_prompt_as_json'':
+    True, ''action_metadata'': {''append_viewpoint'': False, ''viewpoint'': ''concat_view'',
+    ''frame_window_size'': 33, ''conditioning_fps'': 25.0, ''video_height'': 320,
+    ''video_width'': 256}}, {''type'': ''SimpleNormalizeImages''}, {''type'': ''NormalizeStatesAndActions'',
+    ''action_dim'': 64, ''state_dim'': 64, ''state_key'': ''proprio'', ''action_key'':
+    ''action'', ''state_norm_type'': ''none'', ''action_norm_type'': ''quantile''},
+    {''type'': ''BuildCosmos3Sequence'', ''raw_action_dim'': 14, ''mode'': ''wam'',
+    ''frame_window_size'': 33, ''prepend_state_to_action'': False, ''conditioning_fps'':
+    25.0}, {''type'': ''PrepareVideo'', ''num_views'': 3, ''frame_window_size'': 33,
+    ''tile_direction'': ''top_bottom_pair'', ''top_view'': 0, ''bottom_views'': (1,
+    2), ''bottom_height_ratio'': 0.5}, {''type'': ''ResizeAndReflectPad'', ''height'':
+    320, ''width'': 256}], ''themis'': {''transport'': {''host'': ''127.0.0.1'', ''port'':
+    5555, ''timeout_s'': 30.0, ''image_keys'': [''cam_high'', ''cam_left_wrist'',
+    ''cam_right_wrist''], ''state_keys'': [''states''], ''unnorm_key'': ''robodojo_arx_x5'',
+    ''image_encoding'': ''rgb8'', ''report_service_name'': ''/fluxvla/report_evaluation''},
+    ''runner'': {''type'': ''EvalRunner'', ''environment'': {''type'': ''RoboDojoEnvironment'',
+    ''task_name'': ''all'', ''env_cfg_type'': ''arx_x5'', ''robodojo_root'': ''/root/projects/RoboDojo'',
+    ''device_id'': 1, ''action_mode'': ''joint'', ''headless'': True, ''save_videos'':
+    False}, ''model_client'': {''type'': ''FluxVLAZMQModelClient''}, ''evaluator'':
+    {''type'': ''SuccessRateEvaluator''}, ''seed'': 0, ''episodes_per_task'': 50,
+    ''episodes_per_task_overrides'': {''stack_bowls'': 25, ''stack_bowls_random'':
+    25, ''push_T'': 25, ''push_T_random'': 25, ''pack_objects_into_box'': 25, ''pack_objects_into_box_random'':
+    25, ''fold_clothes'': 25, ''fold_clothes_random'': 25, ''hang_mugs'': 25, ''hang_mugs_random'':
+    25, ''sweep_blocks'': 25, ''sweep_blocks_random'': 25, ''pour_liquid_into_cup'':
+    25, ''pour_liquid_into_cup_random'': 25, ''make_toast'': 25, ''make_toast_random'':
+    25, ''arrange_largest_number'': 25, ''arrange_largest_number_random'': 25, ''sort_nesting_dolls_by_size'':
+    25, ''sort_nesting_dolls_by_size_random'': 25, ''store_laptop_and_headphones'':
+    25, ''store_laptop_and_headphones_random'': 25, ''stack_blocks'': 25, ''stack_blocks_random'':
+    25}, ''max_episode_steps'': 2000, ''execute_horizon'': 32, ''stop_on_success'':
+    True, ''parallel_workers'': 1, ''simulator_gpu_ids'': None, ''work_dir'': ''work_dirs/fluxthemis''},
+    ''ros_server'': {''dataset_section'': ''eval'', ''evaluation_reporting'': {''result_output_dir'':
+    ''work_dirs/fluxthemis'', ''report_kind'': ''robodojo''}, ''device'': ''cuda:0'',
+    ''workers'': {''startup_timeout_s'': 900.0, ''request_timeout_s'': 120.0, ''lease_timeout_s'':
+    900.0}, ''mixed_precision_dtype'': ''bf16'', ''enable_mixed_precision'': True,
+    ''model_outputs_environment_actions'': False, ''forward_seed'': False, ''denormalize_context'':
+    {''task_suite_name'': ''robodojo_arx_x5''}}}}'
+  change_key_name: false
+  collator:
+    keys:
+    - images
+    - states
+    - actions
+    - action_masks
+    - img_masks
+    - frame_masks
+    - embodiment_ids
+    - raw_action_dim
+    - conditioning_fps
+    - action_fps
+    meta_keys:
+    - text_token_ids
+    - sequence_plan
+    - task_description
+    - stats
+    - info
+    - timestamp
+    - viewpoint
+    type: DictCollator
+  enable_gradient_checkpointing: true
+  enable_mixed_precision_training: true
+  grad_accumulation_steps: 16
+  lr_scheduler:
+    cycle_length: 100000
+    type: linear-warmup+linear-decay
+    warmup_steps: 0
+  max_grad_norm: 1
+  max_keep_ckpts: 2
+  max_steps: 10000
+  metric:
+    active_trackers:
+    - jsonl
+    - wandb
+    grad_accumulation_steps: 16
+    run_dir: /mnt/data/cpfs/users/jikun/wk_dir/robodojo/cosmos3_nano
+    type: VLAMetric
+    window_size: 1
+  mixed_precision_dtype: bf16
+  optimizer:
+    betas:
+    - 0.9
+    - 0.99
+    eps: 1e-08
+    exclude_1d_from_weight_decay: false
+    fused: true
+    lr: 5e-05
+    paramwise_learning_rate:
+      action_in_proj.: 0.00025
+      action_modality_embed: 0.00025
+      action_out_proj.: 0.00025
+    type: AdamW
+    weight_decay: 0.05
+  sampler: null
+  save_iter_interval: 1000
+  sharding_strategy: full-shard
+  tokenizer:
+    model_max_length: 4096
+    model_path: ./checkpoints/Cosmos3-Nano/text_tokenizer
+    padding_side: right
+    trust_remote_code: true
+    type: PretrainedTokenizer
+  type: FSDPTrainRunner
+themis:
+  ros_server:
+    dataset_section: eval
+    denormalize_context:
+      task_suite_name: robodojo_arx_x5
+    device: cuda:0
+    enable_mixed_precision: true
+    evaluation_reporting:
+      report_kind: robodojo
+      result_output_dir: work_dirs/fluxthemis
+    forward_seed: false
+    mixed_precision_dtype: bf16
+    model_outputs_environment_actions: false
+    workers:
+      lease_timeout_s: 900
+      request_timeout_s: 120
+      startup_timeout_s: 900
+  runner:
+    environment:
+      action_mode: joint
+      device_id: 1
+      env_cfg_type: arx_x5
+      headless: true
+      robodojo_root: /root/projects/RoboDojo
+      save_videos: false
+      task_name: all
+      type: RoboDojoEnvironment
+    episodes_per_task: 50
+    episodes_per_task_overrides:
+      arrange_largest_number: 25
+      arrange_largest_number_random: 25
+      fold_clothes: 25
+      fold_clothes_random: 25
+      hang_mugs: 25
+      hang_mugs_random: 25
+      make_toast: 25
+      make_toast_random: 25
+      pack_objects_into_box: 25
+      pack_objects_into_box_random: 25
+      pour_liquid_into_cup: 25
+      pour_liquid_into_cup_random: 25
+      push_T: 25
+      push_T_random: 25
+      sort_nesting_dolls_by_size: 25
+      sort_nesting_dolls_by_size_random: 25
+      stack_blocks: 25
+      stack_blocks_random: 25
+      stack_bowls: 25
+      stack_bowls_random: 25
+      store_laptop_and_headphones: 25
+      store_laptop_and_headphones_random: 25
+      sweep_blocks: 25
+      sweep_blocks_random: 25
+    evaluator:
+      type: SuccessRateEvaluator
+    execute_horizon: 32
+    max_episode_steps: 2000
+    model_client:
+      type: FluxVLAZMQModelClient
+    parallel_workers: 1
+    seed: 0
+    simulator_gpu_ids: null
+    stop_on_success: true
+    type: EvalRunner
+    work_dir: work_dirs/fluxthemis
+  transport:
+    host: 127.0.0.1
+    image_encoding: rgb8
+    image_keys:
+    - cam_high
+    - cam_left_wrist
+    - cam_right_wrist
+    port: 5555
+    report_service_name: /fluxvla/report_evaluation
+    state_keys:
+    - states
+    timeout_s: 30
+    unnorm_key: robodojo_arx_x5
+train_dataloader:
+  dataset:
+    datasets:
+      action_key: action
+      action_window_size: 32
+      data_root_path:
+      - ./datasets/RoboDojo_lerobot_v21_video
+      frame_window_size: 33
+      require_full_window: true
+      statistic_name: robodojo_arx_x5
+      transforms:
+      - embodiment_id: 31
+        name_mappings:
+          actions:
+          - actions
+          observation.state:
+          - states
+        parquet_keys:
+        - observation.state
+        - timestamp
+        - actions
+        - info
+        - stats
+        - action_masks
+        type: ProcessParquetInputs
+        video_keys:
+        - observation.images.cam_high
+        - observation.images.cam_left_wrist
+        - observation.images.cam_right_wrist
+      - height: 192
+        type: ResizeImages
+        width: 256
+      - brightness_range:
+        - 0.7
+        - 1.3
+        contrast_range:
+        - 0.6
+        - 1.4
+        crop_ratio:
+        - 1
+        - 1
+        crop_scale:
+        - 0.95
+        - 0.95
+        hue_delta: 0.08
+        prob: 1
+        rotation_range: 0
+        saturation_range:
+        - 0.5
+        - 1.5
+        type: AugVideo
+      - action_metadata:
+          append_viewpoint: false
+          conditioning_fps: 25
+          frame_window_size: 33
+          video_height: 320
+          video_width: 256
+          viewpoint: concat_view
+        cfg_dropout_rate: 0.1
+        format_prompt_as_json: true
+        max_len: 512
+        tokenizer:
+          model_max_length: 4096
+          model_path: ./checkpoints/Cosmos3-Nano/text_tokenizer
+          padding_side: right
+          trust_remote_code: true
+          type: PretrainedTokenizer
+        type: ProcessCosmos3Prompt
+      - type: SimpleNormalizeImages
+      - action_dim: 64
+        action_key: action
+        action_norm_type: quantile
+        state_dim: 64
+        state_key: proprio
+        state_norm_type: none
+        type: NormalizeStatesAndActions
+      - conditioning_fps: 25
+        frame_window_size: 33
+        mode: wam
+        prepend_state_to_action: false
+        raw_action_dim: 14
+        type: BuildCosmos3Sequence
+      - bottom_height_ratio: 0.5
+        bottom_views:
+        - 1
+        - 2
+        frame_window_size: 33
+        num_views: 3
+        tile_direction: top_bottom_pair
+        top_view: 0
+        type: PrepareVideo
+      - height: 320
+        type: ResizeAndReflectPad
+        width: 256
+      type: ParquetDataset
+      use_delta: false
+      window_start_idx: 0
+    name_mappings:
+      action:
+      - action
+      observation.state:
+      - proprio
+    reshuffle_each_epoch: true
+    seed: 42
+    statistic_keys:
+    - observation.state
+    - action
+    - timestamp
+    statistic_name: robodojo_arx_x5
+    statistics_overrides:
+      robodojo_arx_x5:
+        action:
+          q01:
+          - -1.051365569829941
+          - -3.5348887174584814e-14
+          - 1.741881830823392e-16
+          - -1.5984010362625123
+          - -0.6003574305772781
+          - -1.6678147149085998
+          - 0
+          - -0.4509398394823074
+          - -2.5859282299029243e-14
+          - 1.234041714549172e-16
+          - -1.64055180311203
+          - -1.2633746123313903
+          - -1.7645285475254058
+          - 0
+          q99:
+          - 0.5431358617544174
+          - 2.495765209197998
+          - 2.492974226474762
+          - 1.3241519677639007
+          - 1.2496635341644287
+          - 1.7392305016517635
+          - 1
+          - 1.0814965963363647
+          - 2.4167031812667843
+          - 2.3470158338546754
+          - 1.141731116771698
+          - 0.5208872479200363
+          - 1.489715996980667
+          - 1
+    type: DistributedRepeatingDataset
+  per_device_batch_size: 8
+  per_device_num_workers: 4
+  prefetch_factor: 1
+
diff --git a/cosmos3_nano_robodojo_full_finetune_bs2048/dataset_statistics.json b/cosmos3_nano_robodojo_full_finetune_bs2048/dataset_statistics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2d05053bfa9ac8d4f3893cb5e02378fd59a52c7
--- /dev/null
+++ b/cosmos3_nano_robodojo_full_finetune_bs2048/dataset_statistics.json
@@ -0,0 +1,186 @@
+{
+  "robodojo_arx_x5": {
+    "proprio": {
+      "mean": [
+        -0.20040483290933933,
+        0.9260306606167606,
+        0.6881890325982686,
+        -0.3400483206709066,
+        0.06579394446194628,
+        0.004003346747695925,
+        0.7714465980721269,
+        0.1729983421764827,
+        0.8224942863743041,
+        0.6196512620467081,
+        -0.3604178425587031,
+        -0.06267070852548702,
+        0.0037534706356096253,
+        0.7860055662365837
+      ],
+      "std": [
+        0.34305506149779086,
+        0.88803979292961,
+        0.7302414431033704,
+        0.6487680382543082,
+        0.29890958198694983,
+        0.5843008394814946,
+        0.343166656637697,
+        0.3198980322111088,
+        0.8736479484499943,
+        0.7135349837518498,
+        0.6027223232925302,
+        0.2836475903509877,
+        0.5368540927401809,
+        0.3406560199738384
+      ],
+      "min": [
+        -1.4863648414611816,
+        -0.2586335241794586,
+        -0.06850092858076096,
+        -2.2642147541046143,
+        -1.4876768589019775,
+        -3.0168392658233643,
+        -3.212450869184004e-17,
+        -1.4924354553222656,
+        -0.27809593081474304,
+        -0.18774886429309845,
+        -2.5354628562927246,
+        -3.0663280487060547,
+        -3.0486762523651123,
+        -3.212450869184004e-17
+      ],
+      "max": [
+        1.7537026405334473,
+        3.0546703338623047,
+        3.8525187969207764,
+        2.0974574089050293,
+        1.8103265762329102,
+        3.1366536617279053,
+        1.0,
+        1.6732014417648315,
+        3.3797459602355957,
+        4.252756595611572,
+        2.5287232398986816,
+        3.1440579891204834,
+        3.0381109714508057,
+        1.0
+      ],
+      "q01": null,
+      "q99": null
+    },
+    "action": {
+      "mean": [
+        -0.20044206015317542,
+        0.9262120117772524,
+        0.6882954361000181,
+        -0.34006418745617883,
+        0.0658081773254239,
+        0.0039689747289930934,
+        0.7713835451223375,
+        0.1729873784174943,
+        0.8228202306896505,
+        0.61992379065145,
+        -0.36062264651275594,
+        -0.06273007512256629,
+        0.003626950967936429,
+        0.7859185929400508
+      ],
+      "std": [
+        0.3430578526958288,
+        0.8880320168409441,
+        0.7302223166171972,
+        0.6488505412449643,
+        0.29892352527661153,
+        0.5843509710911197,
+        0.34319546515299043,
+        0.3199443326985692,
+        0.8737037084051896,
+        0.7136346922036603,
+        0.6029010762371366,
+        0.2837157953906254,
+        0.5371882124069792,
+        0.3407070568392383
+      ],
+      "min": [
+        -1.4863648414611816,
+        -0.2586335241794586,
+        -0.06850092858076096,
+        -2.2642147541046143,
+        -1.4876768589019775,
+        -3.0168392658233643,
+        -3.212450869184004e-17,
+        -1.4924354553222656,
+        -0.27809593081474304,
+        -0.18774886429309845,
+        -2.5354628562927246,
+        -3.0663280487060547,
+        -3.0486762523651123,
+        -3.212450869184004e-17
+      ],
+      "max": [
+        1.7537026405334473,
+        3.0546703338623047,
+        3.8525187969207764,
+        2.0974574089050293,
+        1.8103265762329102,
+        3.1366536617279053,
+        1.0,
+        1.6732014417648315,
+        3.3797459602355957,
+        4.252756595611572,
+        2.5287232398986816,
+        3.1440579891204834,
+        3.0381109714508057,
+        1.0
+      ],
+      "q01": [
+        -1.051365569829941,
+        -3.5348887174584814e-14,
+        1.741881830823392e-16,
+        -1.5984010362625123,
+        -0.6003574305772781,
+        -1.6678147149085998,
+        0.0,
+        -0.4509398394823074,
+        -2.5859282299029243e-14,
+        1.234041714549172e-16,
+        -1.64055180311203,
+        -1.2633746123313903,
+        -1.7645285475254058,
+        0.0
+      ],
+      "q99": [
+        0.5431358617544174,
+        2.495765209197998,
+        2.492974226474762,
+        1.3241519677639007,
+        1.2496635341644287,
+        1.7392305016517635,
+        1.0,
+        1.0814965963363647,
+        2.4167031812667843,
+        2.3470158338546754,
+        1.141731116771698,
+        0.5208872479200363,
+        1.489715996980667,
+        1.0
+      ]
+    },
+    "timestamp": {
+      "mean": [
+        13.704522752718054
+      ],
+      "std": [
+        11.04044022225918
+      ],
+      "min": [
+        0.0
+      ],
+      "max": [
+        61.44
+      ],
+      "q01": null,
+      "q99": null
+    }
+  }
+}
\ No newline at end of file
diff --git a/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/added_tokens.json b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..b54f9135e44c1e81047e8d05cb027af8bc039eed
--- /dev/null
+++ b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/added_tokens.json
@@ -0,0 +1,28 @@
+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
diff --git a/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/chat_template.jinja b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..124386803f142761528f710e77ae483f5f8c4fc4
--- /dev/null
+++ b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/chat_template.jinja
@@ -0,0 +1,120 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {%- if messages[0].content is string %}
+            {{- messages[0].content }}
+        {%- else %}
+            {%- for content in messages[0].content %}
+                {%- if 'text' in content %}
+                    {{- content.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '\n\n' }}
+    {%- endif %}
+    {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' }}
+        {%- if messages[0].content is string %}
+            {{- messages[0].content }}
+        {%- else %}
+            {%- for content in messages[0].content %}
+                {%- if 'text' in content %}
+                    {{- content.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- for message in messages %}
+    {%- if message.role == "user" %}
+        {{- '<|im_start|>' + message.role + '\n' }}
+        {%- if message.content is string %}
+            {{- message.content }}
+        {%- else %}
+            {%- for content in message.content %}
+                {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                    {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
+                    <|vision_start|><|image_pad|><|vision_end|>
+                {%- elif content.type == 'video' or 'video' in content %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                    {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
+                    <|vision_start|><|video_pad|><|vision_end|>
+                {%- elif 'text' in content %}
+                    {{- content.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role + '\n' }}
+        {%- if message.content is string %}
+            {{- message.content }}
+        {%- else %}
+            {%- for content_item in message.content %}
+                {%- if 'text' in content_item %}
+                    {{- content_item.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and message.content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {%- if message.content is string %}
+            {{- message.content }}
+        {%- else %}
+            {%- for content in message.content %}
+                {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                    {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
+                    <|vision_start|><|image_pad|><|vision_end|>
+                {%- elif content.type == 'video' or 'video' in content %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                    {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
+                    <|vision_start|><|video_pad|><|vision_end|>
+                {%- elif 'text' in content %}
+                    {{- content.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}
diff --git a/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/merges.txt b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..31349551d90c7606f325fe0f11bbb8bd5fa0d7c7
--- /dev/null
+++ b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/merges.txt
@@ -0,0 +1,151388 @@
+#version: 0.2
+Ġ Ġ
+ĠĠ ĠĠ
+i n
+Ġ t
+ĠĠĠĠ ĠĠĠĠ
+e r
+ĠĠ Ġ
+o n
+Ġ a
+r e
+a t
+s t
+e n
+o r
+Ġt h
+Ċ Ċ
+Ġ c
+l e
+Ġ s
+i t
+a n
+a r
+a l
+Ġth e
+; Ċ
+Ġ p
+Ġ f
+o u
+Ġ =
+i s
+ĠĠĠĠ ĠĠĠ
+in g
+e s
+Ġ w
+i on
+e d
+i c
+Ġ b
+Ġ d
+e t
+Ġ m
+Ġ o
+ĉ ĉ
+r o
+a s
+e l
+c t
+n d
+Ġ in
+Ġ h
+en t
+i d
+Ġ n
+a m
+ĠĠĠĠĠĠĠĠ ĠĠĠ
+Ġt o
+Ġ re
+- -
+Ġ {
+Ġo f
+o m
+) ;Ċ
+i m
+č Ċ
+Ġ (
+i l
+/ /
+Ġa nd
+u r
+s e
+Ġ l
+e x
+Ġ S
+a d
+Ġ "
+c h
+u t
+i f
+* *
+Ġ }
+e m
+o l
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+t h
+) Ċ
+Ġ{ Ċ
+Ġ g
+i g
+i v
+, Ċ
+c e
+o d
+Ġ v
+at e
+Ġ T
+a g
+a y
+Ġ *
+o t
+u s
+Ġ C
+Ġ st
+Ġ I
+u n
+u l
+u e
+Ġ A
+o w
+Ġ '
+e w
+Ġ <
+at ion
+( )
+Ġf or
+a b
+or t
+u m
+am e
+Ġ is
+p e
+t r
+c k
+â Ģ
+Ġ y
+i st
+-- --
+. ĊĊ
+h e
+Ġ e
+l o
+Ġ M
+Ġb e
+er s
+Ġ on
+Ġc on
+a p
+u b
+Ġ P
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+as s
+in t
+> Ċ
+l y
+ur n
+Ġ $
+; ĊĊ
+a v
+p ort
+i r
+- >
+n t
+ct ion
+en d
+Ġd e
+it h
+ou t
+t urn
+ou r
+ĠĠĠĠ Ġ
+l ic
+re s
+p t
+= =
+Ġth is
+Ġw h
+Ġ if
+Ġ D
+v er
+ag e
+Ġ B
+h t
+ex t
+= "
+Ġth at
+** **
+Ġ R
+Ġ it
+es s
+Ġ F
+Ġ r
+o s
+an d
+Ġa s
+e ct
+k e
+ro m
+Ġ //
+c on
+Ġ L
+( "
+q u
+l ass
+Ġw ith
+i z
+d e
+Ġ N
+Ġa l
+o p
+u p
+g et
+Ġ} Ċ
+i le
+Ġa n
+at a
+o re
+r i
+Ġp ro
+; čĊ
+ĉĉ ĉĉ
+t er
+a in
+Ġ W
+Ġ E
+Ġc om
+Ġre turn
+ar t
+Ġ H
+a ck
+im port
+ub lic
+Ġ or
+e st
+m ent
+Ġ G
+ab le
+Ġ -
+in e
+il l
+in d
+er e
+: :
+it y
+Ġ +
+Ġt r
+el f
+ig ht
+( '
+or m
+ul t
+st r
+. .
+" ,
+Ġy ou
+y pe
+p l
+Ġn ew
+Ġ j
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+Ġf rom
+Ġ ex
+Ġ O
+l d
+Ġ [
+o c
+: Ċ
+Ġs e
+Ġ le
+---- ----
+. s
+{ Ċ
+' ,
+an t
+Ġa t
+as e
+. c
+Ġc h
+< /
+av e
+an g
+Ġa re
+Ġin t
+âĢ Ļ
+_ t
+er t
+i al
+a ct
+} Ċ
+iv e
+od e
+o st
+Ġc lass
+Ġn ot
+o g
+or d
+al ue
+al l
+f f
+( );Ċ
+on t
+im e
+a re
+Ġ U
+Ġp r
+Ġ :
+i es
+iz e
+u re
+Ġb y
+i re
+Ġ} ĊĊ
+. p
+Ġs h
+ic e
+a st
+pt ion
+tr ing
+o k
+_ _
+c l
+# #
+Ġh e
+ar d
+) .
+Ġ @
+i ew
+ĉĉ ĉ
+Ġw as
+i p
+th is
+Ġ u
+ĠT he
+id e
+a ce
+i b
+a c
+r ou
+Ġw e
+j ect
+Ġp ublic
+a k
+v e
+at h
+o id
+Ġ= >
+u st
+q ue
+Ġre s
+) )
+' s
+Ġ k
+an s
+y st
+un ction
+**** ****
+Ġ i
+Ġ us
+p p
+on e
+a il
+== ==
+n ame
+Ġst r
+Ġ /
+Ġ &
+a ch
+d iv
+yst em
+el l
+Ġh ave
+er r
+ou ld
+ul l
+p on
+Ġ J
+_ p
+Ġ= =
+ig n
+S t
+. Ċ
+Ġp l
+) ;ĊĊ
+f orm
+p ut
+ou nt
+} ĊĊ
+d d
+it e
+Ġg et
+r r
+om e
+Ġ âĢ
+ar am
+c c
+Ġ* /
+E R
+I n
+le s
+_ s
+on g
+i e
+Ġc an
+Ġ V
+er v
+p r
+Ġ un
+ro w
+b er
+Ġd o
+l l
+Ġ el
+Ġs elf
+at ed
+ar y
+Ġ .
+' ]
+u d
+Ġ en
+ĠT h
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+t e
+_ c
+u ct
+Ġa b
+or k
+. get
+Ġ #
+a w
+res s
+o b
+N ame
+ap p
+[ '
+Ġal l
+or y
+it ion
+an ce
+e ar
+Ġcon t
+v ent
+i a
+Ġw ill
+I N
+ĠĠĠĠĠĠĠĠ Ġ
+re turn
+Ġ< /
+d ata
+) ĊĊ
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+p le
+il d
+th er
+Ġy our
+" Ċ
+( $
+Ġ out
+) ,
+Ġh as
+S tring
+s o
+Ġ up
+a x
+Ġde f
+Ġb o
+g e
+al se
+O N
+p er
+ic h
+Ġb ut
+Ġ Ċ
+Ġ _
+_ m
+ad d
+que st
+od el
+s elf
+er y
+f t
+en s
+// //
+a ke
+. C
+Ġg o
+Ġf unction
+Ġ K
+iv ate
+Ġ im
+Ġcon st
+. t
+Ġ*/ Ċ
+) ;čĊ
+Ġv oid
+Ġs et
+ĠS ystem
+c ri
+( )Ċ
+l i
+ĉ if
+. m
+al ly
+s et
+e p
+âĢĻ s
+b o
+de f
+' ,Ċ
+Ġm e
+Ġ !
+at ch
+" >
+" ,Ċ
+e c
+ĠI n
+p h
+Ġ |
+_ f
+Ġv ar
+en ce
+I d
+re e
+in k
+le ct
+u g
+et h
+Ġel se
+-------- --------
+con t
+Ġs o
+at ic
+Ġl o
+p ro
+t on
+s s
+ow n
+ab el
+o int
+ou s
+el d
+S T
+T he
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ
+R E
+" :
+ol or
+t p
+e g
+ke y
+u de
+ĠS t
+ou nd
+Ġa r
+" );Ċ
+en er
+s er
+b ject
+ess age
+f er
+Ġm ore
+ation s
+ent s
+Ġh is
+Ġthe y
+. S
+Ġ Y
+u se
+n e
+is h
+ol d
+_ d
+i o
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+Ġp er
+C ont
+ing s
+## ##
+Ġd ata
+Ġs a
+e f
+f o
+Ġon e
+en g
+Ġd is
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+Ġn ame
+Ġtr ue
+v al
+le d
+. f
+Ġn e
+Ġ end
+. T
+c re
+ar k
+lo g
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+err or
+_ id
+ur re
+ang e
+Ġn ull
+rr ay
+Ġm y
+p an
+ic t
+at or
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+L ist
+ĉ return
+âĢ Ŀ
+Ġp re
+Ġ x
+cl ude
+ar g
+o v
+. h
+Ġ >
+Ġthe ir
+' )
+ir st
+ic k
+g h
+L E
+O R
+Ġpr ivate
+t em
+čĊ čĊ
+us er
+Ġ )
+c om
+. A
+" ;Ċ
+Ġ id
+re ad
+Ġwh o
+_ b
+" >Ċ
+Ġt ime
+Ġm an
+r y
+==== ====
+rou p
+ro p
+p ublic
+v el
+um ber
+b le
+Ġwh ich
+******** ********
+Ġan y
+Ġf alse
+w e
+Ġv alue
+Ġl i
+" )
+nd er
+g r
+Ġn o
+p aram
+f ig
+.c om
+Ġa pp
+_ l
+ion s
+. D
+ĠC h
+Ġab out
+Ġa dd
+Ġs u
+Ġstr ing
+I D
+Ġo ver
+str ing
+. l
+our ce
+_ C
+] Ċ
+Ġ qu
+ĠS tring
+c a
+S E
+Ġ ro
+s h
+u al
+T ype
+s on
+n ew
+er n
+Ġa g
+A R
+] ;Ċ
+] .
+Ġ ?
+ic al
+Ġd es
+ut h
+i x
+ay s
+Ġt ype
+' t
+a ult
+Ġin ter
+v ar
+. b
+Ġp art
+. d
+urre nt
+I T
+E N
+en c
+( f
+r a
+v alue
+ch o
+ut ton
+o se
+Ġ! =
+at er
+Ã ©
+re ate
+ol l
+p os
+y le
+n g
+A L
+us ing
+am es
+Ġ{ čĊ
+at es
+el y
+Ġw ork
+Ġ em
+in al
+Ġs p
+Ġwh en
+.s et
+ĠĠĠĠ ĠĠ
+) :Ċ
+t o
+qu ire
+ind ow
+le ment
+pe ct
+as h
+[ i
+Ġu se
+. F
+pe c
+Ġa d
+o ve
+ce ption
+eng th
+in clude
+ad er
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+at us
+T h
+it le
+r it
+v oid
+() .
+( Ċ
+Ġof f
+Ġo ther
+Ġ& &
+' ;Ċ
+m s
+Ġbe en
+Ġt e
+m l
+c o
+n c
+erv ice
+Ġ %
+** Ċ
+an n
+ad e
+ĊĊ ĊĊ
+lo ck
+con st
+pon se
+Ġs up
++ +
+d ate
+Ġa cc
+Ġh ad
+Ġb u
+ĠR e
+Ġw ere
+Ġf ile
+Ġw ould
+ĠâĢ ľ
+v en
+is s
+Ġ our
+c lass
+r aw
+Ġy ear
+D ata
+Ġv al
+Ġs ome
+f ter
+y s
+Ġ// /
+rou nd
+v iew
+Ġp e
+Ġth ere
+Ġsa id
+d u
+o f
+l ine
+/ *
+d uct
+Ġh er
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠ
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+Ġc o
+Ġcom m
+is e
+m in
+ĠĠĠĠ Ċ
+# include
+eth od
+. P
+ut e
+Ġas s
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+as k
+lo c
+Ġli ke
+od y
+Ġle t
+lo ad
+Ġa m
+ro l
+Ġg r
+y p
+Ġal so
+ĠI t
+ur l
+if ic
+or s
+_ P
+_ n
+ig h
+Ġth an
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+U L
+at ing
+ĠTh is
+re f
+_ S
+Ġst atic
+ro ll
+Ġj ust
+Ġres ult
+i an
+id th
+Ġthe m
+) );Ċ
+d er
+re ak
+C on
+: //
+u le
+.. .
+ar ch
+em ent
+Ġ< <
+us h
+en se
+ar r
+Ġint o
+c ess
+am p
+i ed
+um ent
+Ġ \
+] ,
+w o
+al s
+Ġwh at
+an c
+V alue
+= '
+ol um
+Ġp os
+ag es
+ay er
+Ġs c
+u es
+" )Ċ
+_ T
+Ġl ist
+( s
+Ġc ase
+C h
+ĉĉĉĉ ĉ
+//// ////
+pon ent
+Ġ z
+Ġk n
+le t
+D E
+re d
+Ġf e
+Ġ} ,Ċ
+Ġ ,
+( t
+Ġf irst
+' );Ċ
+w ord
+Ġ import
+Ġa ct
+Ġch ar
+C T
+ĠT r
+op le
+= {
+ĉ f
+i ent
+c ent
+. j
+le ction
+) )Ċ
+Ġon ly
+Ġpr int
+m er
+. W
+o ck
+Ġ --
+T ext
+Ġo p
+an k
+Ġit s
+Ġb ack
+[ "
+Ġne ed
+Ġc l
+Ġs ub
+Ġl a
+( (
+. "
+O bject
+Ġst art
+f ile
+( self
+n er
+e y
+Ġus er
+Ġ ent
+ĠC om
+it s
+ĠC on
+ou ble
+ow er
+it em
+ver y
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+lic k
+Ġ Q
+ph p
+t tp
+' :
+ic s
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+Ġ* Ċ
+. L
+) ;
+ic es
+Ġre g
+) čĊ
+ĉ public
+S S
+Ġth en
+re at
+i ous
+. G
+e k
+ire ct
+he ck
+cri pt
+n ing
+ĠU n
+Ġm ay
+ĠW h
+B o
+I tem
+str uct
+. st
+re am
+ib le
+lo at
+Ġor g
+u nd
+s um
+_ in
+.. /
+_ M
+Ġh ow
+r ite
+' Ċ
+T o
+w w
+Ġpe ople
+ind ex
+. n
+ht tp
+( m
+ect or
+Ġin d
+Ġj av
+] ,Ċ
+ĠH e
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diff --git a/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/special_tokens_map.json b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac23c0aaa2434523c494330aeb79c58395378103
--- /dev/null
+++ b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/special_tokens_map.json
@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/tokenizer.json b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd71f61a15a522601badb3dc960d800d9cb3766c
--- /dev/null
+++ b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
+size 11422654
diff --git a/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/tokenizer_config.json b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d4fba2de0e94e8f97e08927cfb7d084160c2880
--- /dev/null
+++ b/cosmos3_nano_robodojo_full_finetune_bs2048/tokenizer/tokenizer_config.json
@@ -0,0 +1,239 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
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+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
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+    },
+    "151651": {
+      "content": "<|quad_end|>",
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+      "special": true
+    },
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+    },
+    "151653": {
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+    },
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+{
+  "_ROBODOJO_DATA_ROOT": "/mnt/data/cpfs/users/jikun/robodojo/RoboDojo_lerobot_v21_video",
+  "_ROBODOJO_EPISODE_OVERRIDES": {
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+    "arrange_largest_number_random": 25,
+    "fold_clothes": 25,
+    "fold_clothes_random": 25,
+    "hang_mugs": 25,
+    "hang_mugs_random": 25,
+    "make_toast": 25,
+    "make_toast_random": 25,
+    "pack_objects_into_box": 25,
+    "pack_objects_into_box_random": 25,
+    "pour_liquid_into_cup": 25,
+    "pour_liquid_into_cup_random": 25,
+    "push_T": 25,
+    "push_T_random": 25,
+    "sort_nesting_dolls_by_size": 25,
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+    "stack_bowls_random": 25,
+    "store_laptop_and_headphones": 25,
+    "store_laptop_and_headphones_random": 25,
+    "sweep_blocks": 25,
+    "sweep_blocks_random": 25
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+    "hang_mugs",
+    "sweep_blocks",
+    "pour_liquid_into_cup",
+    "make_toast",
+    "arrange_largest_number",
+    "sort_nesting_dolls_by_size",
+    "store_laptop_and_headphones",
+    "stack_blocks"
+  ],
+  "_action_dim": 16,
+  "_action_horizon": 16,
+  "_camera_keys": [
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+    "cam_left_wrist",
+    "cam_right_wrist"
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+  "_cosmos_base_model": "./checkpoints/Cosmos-Predict2.5-2B",
+  "_cosmos_tokenizer": {
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+    "model_path": "./checkpoints/Cosmos-Predict2.5-2B/tokenizer",
+    "type": "PretrainedTokenizer"
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+  "_grad_accumulation_steps": 4,
+  "_image_size": 224,
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+    "type": "ProcessCosmos25Prompt"
+  },
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+    "height": 224,
+    "output_layout": "flattened_chw",
+    "scale_divisor": 255.0,
+    "type": "ResizeImages",
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+    "interleave": true,
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+    "type": "SinCosKeys"
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+    "tile_direction": "horizontal",
+    "type": "PrepareVideo"
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+            "cam_left_wrist",
+            "cam_right_wrist"
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+          "type": "ProcessEvalInputs"
+        },
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+      "sort_nesting_dolls_by_size": 25,
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+      "stack_bowls_random": 25,
+      "store_laptop_and_headphones": 25,
+      "store_laptop_and_headphones_random": 25,
+      "sweep_blocks": 25,
+      "sweep_blocks_random": 25
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+    "task_suite_name": "robodojo"
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+      "revision": "diffusers/base/post-trained",
+      "split_future_frames": true,
+      "torch_dtype": "bf16",
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+      "torch_dtype": "bf16",
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+      "type": "Cosmos25Backbone"
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+        "timestamp",
+        "images",
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+        "lang_tokens",
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+            "preserve_input_dtype": true,
+            "state_dim": 32,
+            "state_key": "proprio",
+            "state_norm_type": "none",
+            "type": "NormalizeStatesAndActions",
+            "valid_action_dim": 14,
+            "zero_constant_min_max_dims": true
+          }
+        ],
+        "type": "ParquetDataset",
+        "use_delta": false,
+        "window_start_idx": 0
+      },
+      "name_mappings": {
+        "action": [
+          "action"
+        ],
+        "observation.state": [
+          "proprio"
+        ]
+      },
+      "reshuffle_each_epoch": true,
+      "seed": 42,
+      "shuffle": true,
+      "statistic_keys": [
+        "observation.state",
+        "timestamp",
+        "action"
+      ],
+      "statistic_name": "robodojo_arx_x5",
+      "type": "DistributedRepeatingDataset"
+    },
+    "per_device_batch_size": 2,
+    "per_device_num_workers": 4
+  }
+}
\ No newline at end of file
diff --git a/dit4dit_robodojo_full_finetune_bs128/config.yaml b/dit4dit_robodojo_full_finetune_bs128/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c5cac9105c0aab0de784e1ef401b5bd0d364a5f0
--- /dev/null
+++ b/dit4dit_robodojo_full_finetune_bs128/config.yaml
@@ -0,0 +1,494 @@
+_ROBODOJO_DATA_ROOT: /mnt/data/cpfs/users/jikun/robodojo/RoboDojo_lerobot_v21_video
+_ROBODOJO_EPISODE_OVERRIDES:
+  arrange_largest_number: 25
+  arrange_largest_number_random: 25
+  fold_clothes: 25
+  fold_clothes_random: 25
+  hang_mugs: 25
+  hang_mugs_random: 25
+  make_toast: 25
+  make_toast_random: 25
+  pack_objects_into_box: 25
+  pack_objects_into_box_random: 25
+  pour_liquid_into_cup: 25
+  pour_liquid_into_cup_random: 25
+  push_T: 25
+  push_T_random: 25
+  sort_nesting_dolls_by_size: 25
+  sort_nesting_dolls_by_size_random: 25
+  stack_blocks: 25
+  stack_blocks_random: 25
+  stack_bowls: 25
+  stack_bowls_random: 25
+  store_laptop_and_headphones: 25
+  store_laptop_and_headphones_random: 25
+  sweep_blocks: 25
+  sweep_blocks_random: 25
+_ROBODOJO_GENERALIZATION_BASE_TASKS:
+- stack_bowls
+- push_T
+- pack_objects_into_box
+- fold_clothes
+- hang_mugs
+- sweep_blocks
+- pour_liquid_into_cup
+- make_toast
+- arrange_largest_number
+- sort_nesting_dolls_by_size
+- store_laptop_and_headphones
+- stack_blocks
+_action_dim: 16
+_action_horizon: 16
+_camera_keys:
+- cam_high
+- cam_left_wrist
+- cam_right_wrist
+_cosmos_base_model: ./checkpoints/Cosmos-Predict2.5-2B
+_cosmos_tokenizer:
+  model_max_length: 512
+  model_path: ./checkpoints/Cosmos-Predict2.5-2B/tokenizer
+  type: PretrainedTokenizer
+_frame_sample_stride: 2
+_frame_window_size: 9
+_grad_accumulation_steps: 4
+_image_size: 224
+_ori_action_dim: 14
+_prompt:
+  input_key: task_description
+  remove_input_key: true
+  tokenizer:
+    model_max_length: 512
+    model_path: ./checkpoints/Cosmos-Predict2.5-2B/tokenizer
+    type: PretrainedTokenizer
+  type: ProcessCosmos25Prompt
+_resize:
+  backend: torch
+  height: 224
+  output_layout: flattened_chw
+  scale_divisor: 255.0
+  type: ResizeImages
+  width: 224
+_state_dim: 32
+_state_encoding:
+  backend: torch
+  expand_axis: 0
+  interleave: true
+  keys:
+  - states
+  target_dims:
+    states: 32
+  type: SinCosKeys
+_statistic_name: robodojo_arx_x5
+_video:
+  combine_view_masks: true
+  num_views: 3
+  tile_direction: horizontal
+  type: PrepareVideo
+eval:
+  dataset:
+    state_dtype: fp32
+    transforms:
+    - img_keys:
+      - cam_high
+      - cam_left_wrist
+      - cam_right_wrist
+      type: ProcessEvalInputs
+    - input_key: task_description
+      remove_input_key: true
+      tokenizer:
+        model_max_length: 512
+        model_path: ./checkpoints/Cosmos-Predict2.5-2B/tokenizer
+        type: PretrainedTokenizer
+      type: ProcessCosmos25Prompt
+    - backend: torch
+      height: 224
+      key: pixel_values
+      output_layout: flattened_chw
+      scale_divisor: 255.0
+      type: ResizeImages
+      width: 224
+    - combine_view_masks: true
+      frame_window_size: 1
+      num_views: 3
+      tile_direction: horizontal
+      type: PrepareVideo
+    - backend: torch
+      expand_axis: 0
+      interleave: true
+      keys:
+      - states
+      target_dims:
+        states: 32
+      type: SinCosKeys
+    type: RoboDojoEvalDataset
+    unnorm_key: robodojo_arx_x5
+  denormalize_action:
+    action_dim: 14
+    clip_normalized_action: true
+    norm_type: min_max
+    statistic_name: robodojo_arx_x5
+    type: DenormalizePrivateAction
+  model_family: dit4dit
+  num_trials_per_task: 50
+  num_trials_per_task_overrides:
+    arrange_largest_number: 25
+    arrange_largest_number_random: 25
+    fold_clothes: 25
+    fold_clothes_random: 25
+    hang_mugs: 25
+    hang_mugs_random: 25
+    make_toast: 25
+    make_toast_random: 25
+    pack_objects_into_box: 25
+    pack_objects_into_box_random: 25
+    pour_liquid_into_cup: 25
+    pour_liquid_into_cup_random: 25
+    push_T: 25
+    push_T_random: 25
+    sort_nesting_dolls_by_size: 25
+    sort_nesting_dolls_by_size_random: 25
+    stack_blocks: 25
+    stack_blocks_random: 25
+    stack_bowls: 25
+    stack_bowls_random: 25
+    store_laptop_and_headphones: 25
+    store_laptop_and_headphones_random: 25
+    sweep_blocks: 25
+    sweep_blocks_random: 25
+  report_kind: robodojo
+  task_suite_name: robodojo
+inference_model:
+  freeze_vlm_backbone: false
+  init_empty_weights: true
+  repeated_diffusion_steps: 4
+  type: DiT4DiTVLA
+  vla_head:
+    action_dim: 16
+    action_horizon: 16
+    action_model_type: DiT-B
+    add_pos_embed: true
+    diffusion_model_cfg:
+      cross_attention_dim: 2048
+      dropout: 0.2
+      final_dropout: true
+      interleave_self_attention: true
+      norm_type: ada_norm
+      num_layers: 16
+      output_dim: 2560
+      positional_embeddings: null
+    future_action_window_size: 15
+    hidden_size: 2560
+    max_seq_len: 1024
+    noise_beta_alpha: 1.5
+    noise_beta_beta: 1.0
+    noise_s: 0.999
+    num_inference_timesteps: 4
+    num_timestep_buckets: 1000
+    ori_action_dim: 14
+    state_dim: 32
+    type: DiT4DiTActionHead
+  vlm_backbone:
+    base_model: ./checkpoints/Cosmos-Predict2.5-2B
+    conditional_frame_timestep: 0.0001
+    detach_hidden_states: true
+    extract_layer: 17
+    fixed_seed: null
+    flow_matching_high_sigma_min: null
+    flow_matching_high_sigma_ratio: null
+    flow_matching_time_distribution: uniform
+    frozen_submodules:
+    - text_encoder
+    - vae
+    fsdp_min_num_params: 0
+    future_loss_type: flow_matching
+    load_pretrained_weights: false
+    local_files_only: true
+    num_frames_out: 9
+    num_inference_steps: 1
+    revision: diffusers/base/post-trained
+    split_future_frames: true
+    torch_dtype: bf16
+    trainable: true
+    type: Cosmos25Backbone
+model:
+  freeze_vlm_backbone: false
+  repeated_diffusion_steps: 4
+  type: DiT4DiTVLA
+  vla_head:
+    action_dim: 16
+    action_horizon: 16
+    action_model_type: DiT-B
+    add_pos_embed: true
+    diffusion_model_cfg:
+      cross_attention_dim: 2048
+      dropout: 0.2
+      final_dropout: true
+      interleave_self_attention: true
+      norm_type: ada_norm
+      num_layers: 16
+      output_dim: 2560
+      positional_embeddings: null
+    future_action_window_size: 15
+    hidden_size: 2560
+    max_seq_len: 1024
+    noise_beta_alpha: 1.5
+    noise_beta_beta: 1.0
+    noise_s: 0.999
+    num_inference_timesteps: 4
+    num_timestep_buckets: 1000
+    ori_action_dim: 14
+    state_dim: 32
+    type: DiT4DiTActionHead
+  vlm_backbone:
+    base_model: ./checkpoints/Cosmos-Predict2.5-2B
+    conditional_frame_timestep: 0.0001
+    detach_hidden_states: true
+    extract_layer: 17
+    fixed_seed: null
+    flow_matching_high_sigma_min: null
+    flow_matching_high_sigma_ratio: null
+    flow_matching_time_distribution: uniform
+    frozen_submodules:
+    - text_encoder
+    - vae
+    fsdp_min_num_params: 0
+    future_loss_type: flow_matching
+    load_pretrained_weights: true
+    local_files_only: true
+    num_frames_out: 9
+    num_inference_steps: 1
+    revision: diffusers/base/post-trained
+    split_future_frames: true
+    torch_dtype: bf16
+    trainable: true
+    type: Cosmos25Backbone
+runner:
+  change_key_name: false
+  collator:
+    keys:
+    - states
+    - timestamp
+    - images
+    - img_masks
+    - actions
+    - action_masks
+    - frame_masks
+    - lang_tokens
+    - lang_masks
+    meta_keys:
+    - info
+    - stats
+    type: DictCollator
+  enable_gradient_checkpointing: true
+  enable_mixed_precision_training: true
+  grad_accumulation_steps: 4
+  lr_scheduler:
+    min_lr: 5.0e-07
+    type: linear-warmup+cosine-decay
+    warmup_steps: 2000
+  max_epochs: null
+  max_grad_norm: 1.0
+  max_keep_ckpts: 3
+  max_steps: 120000
+  metric:
+    active_trackers:
+    - jsonl
+    - wandb
+    grad_accumulation_steps: 4
+    run_dir: work_dirs
+    type: VLAMetric
+    window_size: 1
+  mixed_precision_dtype: bf16
+  optimizer:
+    betas:
+    - 0.9
+    - 0.95
+    eps: 1.0e-08
+    fused: true
+    lr: 1.0e-05
+    paramwise_learning_rate:
+      vla_head: 0.0001
+      vlm_backbone.transformer: 1.0e-05
+    type: AdamW
+    weight_decay: 1.0e-08
+    weight_decay_all_params: true
+  pre_fsdp_param_dtype: fp32
+  reduce_in_full_precision: false
+  sampler: null
+  save_iter_interval: 2000
+  sharding_strategy: full-shard
+  tokenizer:
+    model_max_length: 512
+    model_path: ./checkpoints/Cosmos-Predict2.5-2B/tokenizer
+    type: PretrainedTokenizer
+  type: FSDPTrainRunner
+seed: 42
+themis:
+  ros_server:
+    dataset_section: eval
+    denormalize_context:
+      task_suite_name: robodojo_arx_x5
+    device: cuda:0
+    enable_mixed_precision: true
+    evaluation_reporting:
+      result_output_dir: work_dirs/dit4dit_robodojo_eval
+    forward_seed: false
+    mixed_precision_dtype: bf16
+    model_outputs_environment_actions: false
+    workers:
+      lease_timeout_s: 900.0
+      request_timeout_s: 120.0
+      startup_timeout_s: 900.0
+  runner:
+    environment:
+      action_mode: joint
+      device_id: 1
+      env_cfg_type: arx_x5
+      headless: true
+      robodojo_root: /root/projects/RoboDojo
+      save_videos: false
+      task_name: all
+      type: RoboDojoEnvironment
+    episodes_per_task: 50
+    episodes_per_task_overrides:
+      arrange_largest_number: 25
+      arrange_largest_number_random: 25
+      fold_clothes: 25
+      fold_clothes_random: 25
+      hang_mugs: 25
+      hang_mugs_random: 25
+      make_toast: 25
+      make_toast_random: 25
+      pack_objects_into_box: 25
+      pack_objects_into_box_random: 25
+      pour_liquid_into_cup: 25
+      pour_liquid_into_cup_random: 25
+      push_T: 25
+      push_T_random: 25
+      sort_nesting_dolls_by_size: 25
+      sort_nesting_dolls_by_size_random: 25
+      stack_blocks: 25
+      stack_blocks_random: 25
+      stack_bowls: 25
+      stack_bowls_random: 25
+      store_laptop_and_headphones: 25
+      store_laptop_and_headphones_random: 25
+      sweep_blocks: 25
+      sweep_blocks_random: 25
+    evaluator:
+      type: SuccessRateEvaluator
+    execute_horizon: 12
+    max_episode_steps: 2000
+    model_client:
+      type: FluxVLAZMQModelClient
+    parallel_workers: 1
+    seed: 0
+    simulator_gpu_ids: null
+    stop_on_success: true
+    type: EvalRunner
+    work_dir: work_dirs/dit4dit_robodojo_eval
+  transport:
+    host: 127.0.0.1
+    image_encoding: rgb8
+    image_keys:
+    - cam_high
+    - cam_left_wrist
+    - cam_right_wrist
+    port: 5555
+    report_service_name: /fluxvla/report_evaluation
+    state_keys:
+    - states
+    timeout_s: 30.0
+    unnorm_key: robodojo_arx_x5
+train_dataloader:
+  dataset:
+    datasets:
+      action_dtype: null
+      action_key: action
+      action_window_size: 16
+      data_root_path:
+      - /mnt/data/cpfs/users/jikun/robodojo/RoboDojo_lerobot_v21_video
+      frame_sample_stride: 2
+      frame_window_size: 9
+      statistic_name: robodojo_arx_x5
+      supervise_terminal_padding: true
+      transforms:
+      - name_mappings:
+          actions:
+          - actions
+          observation.state:
+          - states
+        parquet_keys:
+        - observation.state
+        - timestamp
+        - actions
+        - info
+        - stats
+        - action_masks
+        type: ProcessParquetInputs
+        video_backend: torchcodec
+        video_keys:
+        - observation.images.cam_high
+        - observation.images.cam_left_wrist
+        - observation.images.cam_right_wrist
+      - input_key: task_description
+        remove_input_key: true
+        tokenizer:
+          model_max_length: 512
+          model_path: ./checkpoints/Cosmos-Predict2.5-2B/tokenizer
+          type: PretrainedTokenizer
+        type: ProcessCosmos25Prompt
+      - backend: torch
+        height: 224
+        output_layout: flattened_chw
+        scale_divisor: 255.0
+        type: ResizeImages
+        width: 224
+      - combine_view_masks: true
+        frame_window_size: 9
+        num_views: 3
+        tile_direction: horizontal
+        type: PrepareVideo
+      - backend: torch
+        expand_axis: 0
+        interleave: true
+        keys:
+        - states
+        target_dims:
+          states: 32
+        type: SinCosKeys
+      - action_dim: 16
+        action_key: action
+        action_norm_type: min_max
+        clip_norm: false
+        mark_all_action_steps_valid: true
+        norm_type: min_max
+        normalization_epsilon: 0.0
+        normalize_states: false
+        output_dtype: float16
+        preserve_input_dtype: true
+        state_dim: 32
+        state_key: proprio
+        state_norm_type: none
+        type: NormalizeStatesAndActions
+        valid_action_dim: 14
+        zero_constant_min_max_dims: true
+      type: ParquetDataset
+      use_delta: false
+      window_start_idx: 0
+    name_mappings:
+      action:
+      - action
+      observation.state:
+      - proprio
+    reshuffle_each_epoch: true
+    seed: 42
+    shuffle: true
+    statistic_keys:
+    - observation.state
+    - timestamp
+    - action
+    statistic_name: robodojo_arx_x5
+    type: DistributedRepeatingDataset
+  per_device_batch_size: 2
+  per_device_num_workers: 4
diff --git a/dit4dit_robodojo_full_finetune_bs128/dataset_statistics.json b/dit4dit_robodojo_full_finetune_bs128/dataset_statistics.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2d05053bfa9ac8d4f3893cb5e02378fd59a52c7
--- /dev/null
+++ b/dit4dit_robodojo_full_finetune_bs128/dataset_statistics.json
@@ -0,0 +1,186 @@
+{
+  "robodojo_arx_x5": {
+    "proprio": {
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+        2.3470158338546754,
+        1.141731116771698,
+        0.5208872479200363,
+        1.489715996980667,
+        1.0
+      ]
+    },
+    "timestamp": {
+      "mean": [
+        13.704522752718054
+      ],
+      "std": [
+        11.04044022225918
+      ],
+      "min": [
+        0.0
+      ],
+      "max": [
+        61.44
+      ],
+      "q01": null,
+      "q99": null
+    }
+  }
+}
\ No newline at end of file
diff --git a/dit4dit_robodojo_full_finetune_bs128/tokenizer/added_tokens.json b/dit4dit_robodojo_full_finetune_bs128/tokenizer/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..482ced4679301bf287ebb310bdd1790eb4514232
--- /dev/null
+++ b/dit4dit_robodojo_full_finetune_bs128/tokenizer/added_tokens.json
@@ -0,0 +1,24 @@
+{
+  "</tool_call>": 151658,
+  "<tool_call>": 151657,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
diff --git a/dit4dit_robodojo_full_finetune_bs128/tokenizer/chat_template.jinja b/dit4dit_robodojo_full_finetune_bs128/tokenizer/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..6c226632394ae7474b0d4b13e15793eac2e21ee9
--- /dev/null
+++ b/dit4dit_robodojo_full_finetune_bs128/tokenizer/chat_template.jinja
@@ -0,0 +1,7 @@
+{% set image_count = namespace(value=0) %}{% set video_count = namespace(value=0) %}{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system
+You are a helpful assistant.<|im_end|>
+{% endif %}<|im_start|>{{ message['role'] }}
+{% if message['content'] is string %}{{ message['content'] }}<|im_end|>
+{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|>
+{% endif %}{% endfor %}{% if add_generation_prompt %}<|im_start|>assistant
+{% endif %}
\ No newline at end of file
diff --git a/dit4dit_robodojo_full_finetune_bs128/tokenizer/merges.txt b/dit4dit_robodojo_full_finetune_bs128/tokenizer/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..31349551d90c7606f325fe0f11bbb8bd5fa0d7c7
--- /dev/null
+++ b/dit4dit_robodojo_full_finetune_bs128/tokenizer/merges.txt
@@ -0,0 +1,151388 @@
+#version: 0.2
+Ġ Ġ
+ĠĠ ĠĠ
+i n
+Ġ t
+ĠĠĠĠ ĠĠĠĠ
+e r
+ĠĠ Ġ
+o n
+Ġ a
+r e
+a t
+s t
+e n
+o r
+Ġt h
+Ċ Ċ
+Ġ c
+l e
+Ġ s
+i t
+a n
+a r
+a l
+Ġth e
+; Ċ
+Ġ p
+Ġ f
+o u
+Ġ =
+i s
+ĠĠĠĠ ĠĠĠ
+in g
+e s
+Ġ w
+i on
+e d
+i c
+Ġ b
+Ġ d
+e t
+Ġ m
+Ġ o
+ĉ ĉ
+r o
+a s
+e l
+c t
+n d
+Ġ in
+Ġ h
+en t
+i d
+Ġ n
+a m
+ĠĠĠĠĠĠĠĠ ĠĠĠ
+Ġt o
+Ġ re
+- -
+Ġ {
+Ġo f
+o m
+) ;Ċ
+i m
+č Ċ
+Ġ (
+i l
+/ /
+Ġa nd
+u r
+s e
+Ġ l
+e x
+Ġ S
+a d
+Ġ "
+c h
+u t
+i f
+* *
+Ġ }
+e m
+o l
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+t h
+) Ċ
+Ġ{ Ċ
+Ġ g
+i g
+i v
+, Ċ
+c e
+o d
+Ġ v
+at e
+Ġ T
+a g
+a y
+Ġ *
+o t
+u s
+Ġ C
+Ġ st
+Ġ I
+u n
+u l
+u e
+Ġ A
+o w
+Ġ '
+e w
+Ġ <
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+( )
+Ġf or
+a b
+or t
+u m
+am e
+Ġ is
+p e
+t r
+c k
+â Ģ
+Ġ y
+i st
+-- --
+. ĊĊ
+h e
+Ġ e
+l o
+Ġ M
+Ġb e
+er s
+Ġ on
+Ġc on
+a p
+u b
+Ġ P
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+as s
+in t
+> Ċ
+l y
+ur n
+Ġ $
+; ĊĊ
+a v
+p ort
+i r
+- >
+n t
+ct ion
+en d
+Ġd e
+it h
+ou t
+t urn
+ou r
+ĠĠĠĠ Ġ
+l ic
+re s
+p t
+= =
+Ġth is
+Ġw h
+Ġ if
+Ġ D
+v er
+ag e
+Ġ B
+h t
+ex t
+= "
+Ġth at
+** **
+Ġ R
+Ġ it
+es s
+Ġ F
+Ġ r
+o s
+an d
+Ġa s
+e ct
+k e
+ro m
+Ġ //
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+Ġ L
+( "
+q u
+l ass
+Ġw ith
+i z
+d e
+Ġ N
+Ġa l
+o p
+u p
+g et
+Ġ} Ċ
+i le
+Ġa n
+at a
+o re
+r i
+Ġp ro
+; čĊ
+ĉĉ ĉĉ
+t er
+a in
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+Ġ E
+Ġc om
+Ġre turn
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+Ġ H
+a ck
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+ub lic
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+Ġ G
+ab le
+Ġ -
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+il l
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+: :
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+Ġ +
+Ġt r
+el f
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+( '
+or m
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+. .
+" ,
+Ġy ou
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+p l
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+Ġ j
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
+Ġf rom
+Ġ ex
+Ġ O
+l d
+Ġ [
+o c
+: Ċ
+Ġs e
+Ġ le
+---- ----
+. s
+{ Ċ
+' ,
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+Ġa t
+as e
+. c
+Ġc h
+< /
+av e
+an g
+Ġa re
+Ġin t
+âĢ Ļ
+_ t
+er t
+i al
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+} Ċ
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+al l
+f f
+( );Ċ
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+Ġ U
+Ġp r
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+Ġ} ĊĊ
+. p
+Ġs h
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+_ _
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+# #
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+) .
+Ġ @
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+Ġre s
+) )
+' s
+Ġ k
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+un ction
+**** ****
+Ġ i
+Ġ us
+p p
+on e
+a il
+== ==
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+Ġst r
+Ġ /
+Ġ &
+a ch
+d iv
+yst em
+el l
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+er r
+ou ld
+ul l
+p on
+Ġ J
+_ p
+Ġ= =
+ig n
+S t
+. Ċ
+Ġp l
+) ;ĊĊ
+f orm
+p ut
+ou nt
+} ĊĊ
+d d
+it e
+Ġg et
+r r
+om e
+Ġ âĢ
+ar am
+c c
+Ġ* /
+E R
+I n
+le s
+_ s
+on g
+i e
+Ġc an
+Ġ V
+er v
+p r
+Ġ un
+ro w
+b er
+Ġd o
+l l
+Ġ el
+Ġs elf
+at ed
+ar y
+Ġ .
+' ]
+u d
+Ġ en
+ĠT h
+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠ
+t e
+_ c
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+Ġa b
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+. get
+Ġ #
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+o b
+N ame
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+[ '
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+Ġcon t
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+i a
+Ġw ill
+I N
+ĠĠĠĠĠĠĠĠ Ġ
+re turn
+Ġ< /
+d ata
+) ĊĊ
+R e
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+il d
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+Ġy our
+" Ċ
+( $
+Ġ out
+) ,
+Ġh as
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+O N
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+// //
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+. C
+Ġg o
+Ġf unction
+Ġ K
+iv ate
+Ġ im
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+. t
+Ġ*/ Ċ
+) ;čĊ
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+c ri
+( )Ċ
+l i
+ĉ if
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+al ly
+s et
+e p
+âĢĻ s
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+de f
+' ,Ċ
+Ġm e
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+" >
+" ,Ċ
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+Ġ |
+_ f
+Ġv ar
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+I d
+re e
+in k
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+Ġel se
+-------- --------
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+Ġs o
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+R E
+" :
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+u de
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+Ġa r
+" );Ċ
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+Ġh is
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+. S
+Ġ Y
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+n e
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+ol d
+_ d
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+i eld
+Ġp er
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+_ id
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+Ġn ull
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+Ġ >
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+" ;Ċ
+Ġ id
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+I D
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+. l
+our ce
+_ C
+] Ċ
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+T ype
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+Ġa g
+A R
+] ;Ċ
+] .
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+) :Ċ
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+as h
+[ i
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+ĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠĠĠĠ
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+m l
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+Ġ %
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+d ate
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+_ P
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+_ S
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+C on
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+en se
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+= '
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+ay er
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+= {
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+i ent
+c ent
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+) )Ċ
+Ġon ly
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+m er
+. W
+o ck
+Ġ --
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+[ "
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+O bject
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+ver y
+ĠW e
+lic k
+Ġ Q
+ph p
+t tp
+' :
+ic s
+Ġu nder
+Ġ* Ċ
+. L
+) ;
+ic es
+Ġre g
+) čĊ
+ĉ public
+S S
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+e k
+ire ct
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+_ M
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+Ġpe ople
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+ect or
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+] ,Ċ
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+) {Ċ
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+_ name
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+t d
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+. g
+Ġ ext
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+' )Ċ
+p ace
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+t ype
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+< ?
+I C
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+) ,Ċ
+. re
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+- s
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+ĠI nt
+Ġa rray
+, "
+P ro
+( c
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+pr int
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+Ġd r
+Ex ception
+in put
+Ġtr ans
+#### ####
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+B y
+Ġa w
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+u ff
+pl ay
+. add
+ĠâĢ ĵ
+Ġw ant
+Ġcom p
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+Ġ| |
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+b e
+Ġn umber
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+ĠE x
+Ġc ol
+Ġ key
+em ber
+Ġt wo
+Ġs ize
+Ġwh ere
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diff --git a/dit4dit_robodojo_full_finetune_bs128/tokenizer/special_tokens_map.json b/dit4dit_robodojo_full_finetune_bs128/tokenizer/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac23c0aaa2434523c494330aeb79c58395378103
--- /dev/null
+++ b/dit4dit_robodojo_full_finetune_bs128/tokenizer/special_tokens_map.json
@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
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+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/dit4dit_robodojo_full_finetune_bs128/tokenizer/tokenizer.json b/dit4dit_robodojo_full_finetune_bs128/tokenizer/tokenizer.json
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index 0000000000000000000000000000000000000000..51ebb3ba93988c73bbd83a3c163a14343fbc5b06
--- /dev/null
+++ b/dit4dit_robodojo_full_finetune_bs128/tokenizer/tokenizer.json
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+version https://git-lfs.github.com/spec/v1
+oid sha256:9c5ae00e602b8860cbd784ba82a8aa14e8feecec692e7076590d014d7b7fdafa
+size 11421896
diff --git a/dit4dit_robodojo_full_finetune_bs128/tokenizer/tokenizer_config.json b/dit4dit_robodojo_full_finetune_bs128/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..eaed590d62aaf0ba31e284b66ddcb18222f066c2
--- /dev/null
+++ b/dit4dit_robodojo_full_finetune_bs128/tokenizer/tokenizer_config.json
@@ -0,0 +1,207 @@
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+  "add_prefix_space": false,
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+    }
+  },
+  "runner": {
+    "collator": {
+      "keys": [
+        "states",
+        "images",
+        "img_masks",
+        "actions",
+        "action_masks",
+        "embodiment_ids",
+        "frame_masks",
+        "lang_tokens",
+        "lang_masks"
+      ],
+      "meta_keys": [
+        "task_description",
+        "info",
+        "stats",
+        "timestamp"
+      ],
+      "type": "DictCollator"
+    },
+    "dataset_sharding_strategy": "blockwise",
+    "enable_gradient_checkpointing": false,
+    "enable_mixed_precision_training": true,
+    "evaluator": {
+      "eval_every": 1000,
+      "num_inference_steps": 10,
+      "save_video": true,
+      "seed": 42,
+      "type": "training-eval",
+      "video_fps": 8
+    },
+    "fsdp_wrap_policy": "execution-block",
+    "grad_accumulation_steps": 1,
+    "lr_scheduler": {
+      "betas": [
+        0.9,
+        0.95
+      ],
+      "min_lr_ratio": 1.0,
+      "type": "linear-warmup+cosine-decay-min-lr",
+      "warmup_ratio": 0.0,
+      "weight_decay_style": "uniform"
+    },
+    "max_epochs": 6,
+    "max_grad_norm": 1.0,
+    "max_keep_ckpts": 6,
+    "max_steps": null,
+    "metric": {
+      "active_trackers": [
+        "jsonl",
+        "wandb"
+      ],
+      "grad_accumulation_steps": 1,
+      "run_dir": "work_dirs",
+      "type": "VLAMetric",
+      "window_size": 1
+    },
+    "mixed_precision_dtype": "bf16",
+    "optimizer": {
+      "fused": true,
+      "lr": 1e-06,
+      "type": "AdamW",
+      "weight_decay": 0.01
+    },
+    "reduce_in_full_precision": true,
+    "sampler": null,
+    "save_epoch_interval": 1,
+    "save_iter_interval": 10000,
+    "sharding_strategy": "full-shard",
+    "type": "FSDPTrainRunner"
+  },
+  "seed": 42,
+  "themis": {
+    "ros_server": {
+      "dataset_section": "eval",
+      "denormalize_context": {
+        "task_suite_name": "robodojo_arx_x5"
+      },
+      "device": "cuda:0",
+      "enable_mixed_precision": true,
+      "evaluation_reporting": {
+        "result_output_dir": "work_dirs/fastwam_robodojo_eval"
+      },
+      "forward_seed": false,
+      "mixed_precision_dtype": "bf16",
+      "model_outputs_environment_actions": false,
+      "workers": {
+        "lease_timeout_s": 900.0,
+        "request_timeout_s": 120.0,
+        "startup_timeout_s": 900.0
+      }
+    },
+    "runner": {
+      "environment": {
+        "action_mode": "joint",
+        "device_id": 1,
+        "env_cfg_type": "arx_x5",
+        "headless": true,
+        "robodojo_root": "/root/projects/RoboDojo",
+        "save_videos": false,
+        "task_name": "all",
+        "type": "RoboDojoEnvironment"
+      },
+      "episodes_per_task": 50,
+      "episodes_per_task_overrides": {
+        "arrange_largest_number": 25,
+        "arrange_largest_number_random": 25,
+        "fold_clothes": 25,
+        "fold_clothes_random": 25,
+        "hang_mugs": 25,
+        "hang_mugs_random": 25,
+        "make_toast": 25,
+        "make_toast_random": 25,
+        "pack_objects_into_box": 25,
+        "pack_objects_into_box_random": 25,
+        "pour_liquid_into_cup": 25,
+        "pour_liquid_into_cup_random": 25,
+        "push_T": 25,
+        "push_T_random": 25,
+        "sort_nesting_dolls_by_size": 25,
+        "sort_nesting_dolls_by_size_random": 25,
+        "stack_blocks": 25,
+        "stack_blocks_random": 25,
+        "stack_bowls": 25,
+        "stack_bowls_random": 25,
+        "store_laptop_and_headphones": 25,
+        "store_laptop_and_headphones_random": 25,
+        "sweep_blocks": 25,
+        "sweep_blocks_random": 25
+      },
+      "evaluator": {
+        "type": "SuccessRateEvaluator"
+      },
+      "execute_horizon": 16,
+      "max_episode_steps": 2000,
+      "model_client": {
+        "type": "FluxVLAZMQModelClient"
+      },
+      "parallel_workers": 1,
+      "seed": 0,
+      "simulator_gpu_ids": null,
+      "stop_on_success": true,
+      "type": "EvalRunner",
+      "work_dir": "work_dirs/fastwam_robodojo_eval"
+    },
+    "transport": {
+      "host": "127.0.0.1",
+      "image_encoding": "rgb8",
+      "image_keys": [
+        "cam_high",
+        "cam_left_wrist",
+        "cam_right_wrist"
+      ],
+      "port": 5555,
+      "report_service_name": "/fluxvla/report_evaluation",
+      "state_keys": [
+        "states"
+      ],
+      "timeout_s": 30.0,
+      "unnorm_key": "robodojo_arx_x5"
+    }
+  },
+  "train_dataloader": {
+    "dataset": {
+      "dataset_statistics": {
+        "robodojo_arx_x5": {
+          "action": {
+            "count": 1859602,
+            "max": [
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+          }
+        }
+      },
+      "datasets": {
+        "action_key": "action",
+        "action_window_size": 32,
+        "data_root_path": [
+          "./datasets/RoboDojo_lerobot_v21_video"
+        ],
+        "frame_sample_stride": 4,
+        "frame_window_size": 9,
+        "statistic_name": "robodojo_arx_x5",
+        "supervise_terminal_padding": true,
+        "transforms": [
+          {
+            "embodiment_id": 0,
+            "name_mappings": {
+              "actions": [
+                "actions"
+              ],
+              "observation.state": [
+                "states"
+              ]
+            },
+            "parquet_keys": [
+              "observation.state",
+              "timestamp",
+              "actions",
+              "info",
+              "stats",
+              "action_masks"
+            ],
+            "type": "ProcessParquetInputs",
+            "video_backend": "torchcodec",
+            "video_keys": [
+              "observation.images.cam_high",
+              "observation.images.cam_left_wrist",
+              "observation.images.cam_right_wrist"
+            ]
+          },
+          {
+            "backend": "torchvision",
+            "height": 224,
+            "scale_to_unit_interval": true,
+            "type": "ResizeImages",
+            "width": 224
+          },
+          {
+            "means": [
+              0.5,
+              0.5,
+              0.5
+            ],
+            "stds": [
+              0.5,
+              0.5,
+              0.5
+            ],
+            "type": "NormalizeImages"
+          },
+          {
+            "action_dim": 14,
+            "action_key": "action",
+            "norm_type": "min_max",
+            "output_dtype": "float32",
+            "state_dim": 14,
+            "state_key": "proprio",
+            "type": "NormalizeStatesAndActions"
+          },
+          {
+            "combine_view_masks": true,
+            "frame_window_size": 9,
+            "num_views": 3,
+            "tile_direction": "horizontal",
+            "type": "PrepareVideo"
+          },
+          {
+            "max_len": 128,
+            "prompt_template": "A video recorded from a robot's point of view executing the following instruction: {task}",
+            "tokenizer": {
+              "model_path": "./checkpoints/fastwam_base_full/tokenizer",
+              "type": "PretrainedTokenizer"
+            },
+            "type": "LiberoPromptFromInputs",
+            "use_conversation": false
+          }
+        ],
+        "type": "ParquetDataset",
+        "use_delta": false,
+        "window_start_idx": 0
+      },
+      "name_mappings": {
+        "action": [
+          "action"
+        ],
+        "observation.state": [
+          "proprio"
+        ]
+      },
+      "reshuffle_each_epoch": true,
+      "seed": 42,
+      "statistic_keys": [
+        "observation.state",
+        "timestamp",
+        "action"
+      ],
+      "statistic_name": "robodojo_arx_x5",
+      "type": "DistributedRepeatingDataset"
+    },
+    "per_device_batch_size": 2,
+    "per_device_num_workers": 8
+  },
+  "val_dataloader": null
+}
\ No newline at end of file
diff --git a/fastwam_robodojo_full_finetune_bs32/config.yaml b/fastwam_robodojo_full_finetune_bs32/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7ae1ad5be67ed346de05cfdd2c7f7ce538aa8968
--- /dev/null
+++ b/fastwam_robodojo_full_finetune_bs32/config.yaml
@@ -0,0 +1,880 @@
+_ROBODOJO_DATA_ROOT: ./datasets/RoboDojo_lerobot_v21_video
+_ROBODOJO_EPISODE_OVERRIDES:
+  arrange_largest_number: 25
+  arrange_largest_number_random: 25
+  fold_clothes: 25
+  fold_clothes_random: 25
+  hang_mugs: 25
+  hang_mugs_random: 25
+  make_toast: 25
+  make_toast_random: 25
+  pack_objects_into_box: 25
+  pack_objects_into_box_random: 25
+  pour_liquid_into_cup: 25
+  pour_liquid_into_cup_random: 25
+  push_T: 25
+  push_T_random: 25
+  sort_nesting_dolls_by_size: 25
+  sort_nesting_dolls_by_size_random: 25
+  stack_blocks: 25
+  stack_blocks_random: 25
+  stack_bowls: 25
+  stack_bowls_random: 25
+  store_laptop_and_headphones: 25
+  store_laptop_and_headphones_random: 25
+  sweep_blocks: 25
+  sweep_blocks_random: 25
+_ROBODOJO_GENERALIZATION_BASE_TASKS:
+- stack_bowls
+- push_T
+- pack_objects_into_box
+- fold_clothes
+- hang_mugs
+- sweep_blocks
+- pour_liquid_into_cup
+- make_toast
+- arrange_largest_number
+- sort_nesting_dolls_by_size
+- store_laptop_and_headphones
+- stack_blocks
+_ROBODOJO_STATS:
+  robodojo_arx_x5:
+    action:
+      count: 1859602
+      max:
+      - 1.7537026405334473
+      - 3.0546703338623047
+      - 3.8525187969207764
+      - 2.0974574089050293
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+      - 3.1366536617279053
+      - 1.0
+      - 1.6732014417648315
+      - 3.3797459602355957
+      - 4.252756595611572
+      - 2.5287232398986816
+      - 3.1440579891204834
+      - 3.0381109714508057
+      - 1.0
+      mean:
+      - -0.20032191276550293
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+      - -0.3603578805923462
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+      - 0.0036061492282897234
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+      min:
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+      - -3.0486762523651123
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+      q01:
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+      - 0.0
+      q99:
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+      - 1.3241519677639007
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+      std:
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+      - 0.5370385050773621
+      - 0.34119123220443726
+    proprio:
+      count: 1859602
+      max:
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+      - 3.8525187969207764
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+      - 1.0
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+      - 2.5287232398986816
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+      - 3.0381109714508057
+      - 1.0
+      mean:
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+      - 0.9250829815864563
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+      min:
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+      - -3.0486762523651123
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+      q01:
+      - -1.051365569829941
+      - -3.52302449637288e-14
+      - 1.6996893991849812e-16
+      - -1.5984010362625123
+      - -0.6003412520885467
+      - -1.6678147149085998
+      - 0.0
+      - -0.4500492787361145
+      - -2.5859282299029243e-14
+      - 1.194697284288627e-16
+      - -1.6398817586898804
+      - -1.263367258310318
+      - -1.760098042488098
+      - 0.0
+      q99:
+      - 0.5431358617544174
+      - 2.495765209197998
+      - 2.492974226474762
+      - 1.323737324476242
+      - 1.2496635341644287
+      - 1.7391636216640465
+      - 1.0
+      - 1.0814965963363647
+      - 2.416655488014221
+      - 2.346989154815674
+      - 1.1415718960762022
+      - 0.5208872479200363
+      - 1.4889542925357817
+      - 1.0
+      std:
+      - 0.34361061453819275
+      - 0.8903892636299133
+      - 0.7319481372833252
+      - 0.6505074501037598
+      - 0.29847919940948486
+      - 0.5842824578285217
+      - 0.34185686707496643
+      - 0.3206428587436676
+      - 0.8718962669372559
+      - 0.7120621204376221
+      - 0.6014657616615295
+      - 0.2840825021266937
+      - 0.5366978049278259
+      - 0.3415590524673462
+_action_window_size: 32
+_ckpt_root: ./checkpoints
+_data_root_paths:
+- datasets/libero_spatial_no_noops_lerobotv2.1
+- datasets/libero_object_no_noops_lerobotv2.1
+- datasets/libero_goal_no_noops_lerobotv2.1
+- datasets/libero_10_no_noops_lerobotv2.1
+_frame_sample_stride: 4
+_frame_window_size: 9
+_statistic_name: robodojo_arx_x5
+_text_prompt_template: 'A video recorded from a robot''s point of view executing the
+  following instruction: {task}'
+_tokenizer: ./checkpoints/fastwam_base_full/tokenizer
+eval:
+  dataset:
+    state_dtype: fp32
+    transforms:
+    - img_keys:
+      - cam_high
+      - cam_left_wrist
+      - cam_right_wrist
+      type: ProcessEvalInputs
+    - image_resize_strategy: resize-naive
+      input_sizes:
+      - - 3
+        - 224
+        - 224
+      - - 3
+        - 224
+        - 224
+      - - 3
+        - 224
+        - 224
+      means:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      stds:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      type: TransformImage
+    - norm_type: min_max
+      stat_key: proprio
+      state_dim: 14
+      type: StateFromInputs
+    - max_len: 128
+      prompt_template: 'A video recorded from a robot''s point of view executing the
+        following instruction: {task}'
+      tokenizer:
+        model_path: ./checkpoints/fastwam_base_full/tokenizer
+        type: PretrainedTokenizer
+      type: LiberoPromptFromInputs
+      use_conversation: false
+    - combine_view_masks: true
+      frame_window_size: 1
+      num_views: 3
+      tile_direction: horizontal
+      type: PrepareVideo
+    type: RoboDojoEvalDataset
+  denormalize_action:
+    action_dim: 14
+    norm_type: min_max
+    statistic_name: robodojo_arx_x5
+    type: DenormalizePrivateAction
+  model_family: fastwam
+  num_trials_per_task: 50
+  num_trials_per_task_overrides:
+    arrange_largest_number: 25
+    arrange_largest_number_random: 25
+    fold_clothes: 25
+    fold_clothes_random: 25
+    hang_mugs: 25
+    hang_mugs_random: 25
+    make_toast: 25
+    make_toast_random: 25
+    pack_objects_into_box: 25
+    pack_objects_into_box_random: 25
+    pour_liquid_into_cup: 25
+    pour_liquid_into_cup_random: 25
+    push_T: 25
+    push_T_random: 25
+    sort_nesting_dolls_by_size: 25
+    sort_nesting_dolls_by_size_random: 25
+    stack_blocks: 25
+    stack_blocks_random: 25
+    stack_bowls: 25
+    stack_bowls_random: 25
+    store_laptop_and_headphones: 25
+    store_laptop_and_headphones_random: 25
+    sweep_blocks: 25
+    sweep_blocks_random: 25
+  report_kind: robodojo
+  task_suite_name: robodojo
+eval_dataset: null
+inference_model:
+  action_horizon: 32
+  action_norm_type: min_max
+  frame_window_size: 9
+  mot_checkpoint_mixed_attn: true
+  num_inference_steps: 10
+  num_views: 3
+  pretrained_name_or_path: ./checkpoints/fastwam_base_full/fastwam_base_full.safetensors
+  pretrained_skip_prefixes:
+  - vla_head.mot.mixtures.action.action_encoder.
+  - vla_head.mot.mixtures.action.head.
+  - vla_head.proprio_encoder.
+  proprio_dim: 14
+  torch_dtype: bf16
+  type: FastWAMVLA
+  vla_head:
+    action_dit_config:
+      action_dim: 14
+      attn_head_dim: 128
+      eps: 1.0e-06
+      ffn_dim: 4096
+      freq_dim: 256
+      hidden_dim: 1024
+      num_heads: 24
+      num_layers: 30
+      text_dim: 4096
+      use_gradient_checkpointing: true
+    action_scheduler:
+      infer_shift: 5.0
+      num_train_timesteps: 1000
+      train_shift: 5.0
+    loss:
+      lambda_action: 1.0
+      lambda_video: 1.0
+    type: FastWAMHead
+    video_dit_config:
+      action_conditioned: false
+      action_dim: 14
+      action_group_causal_mask_mode: group_diagonal
+      attn_head_dim: 128
+      eps: 1.0e-06
+      ffn_dim: 14336
+      freq_dim: 256
+      fuse_vae_embedding_in_latents: true
+      has_image_input: false
+      hidden_dim: 3072
+      in_dim: 48
+      num_heads: 24
+      num_layers: 30
+      out_dim: 48
+      patch_size:
+      - 1
+      - 2
+      - 2
+      require_clip_embedding: false
+      require_vae_embedding: false
+      seperated_timestep: true
+      text_dim: 4096
+      use_gradient_checkpointing: true
+      video_attention_mask_mode: first_frame_causal
+    video_scheduler:
+      infer_shift: 5.0
+      num_train_timesteps: 1000
+      train_shift: 5.0
+  vlm_backbone:
+    text_embed_cache_context_len: 128
+    text_embed_cache_device: cpu
+    text_embed_cache_size: 256
+    type: Wan22Backbone
+model:
+  action_horizon: 32
+  action_norm_type: min_max
+  frame_window_size: 9
+  mot_checkpoint_mixed_attn: true
+  num_inference_steps: 10
+  num_views: 3
+  pretrained_name_or_path: ./checkpoints/fastwam_base_full/fastwam_base_full.safetensors
+  pretrained_skip_prefixes:
+  - vla_head.mot.mixtures.action.action_encoder.
+  - vla_head.mot.mixtures.action.head.
+  - vla_head.proprio_encoder.
+  proprio_dim: 14
+  torch_dtype: bf16
+  type: FastWAMVLA
+  vla_head:
+    action_dit_config:
+      action_dim: 14
+      attn_head_dim: 128
+      eps: 1.0e-06
+      ffn_dim: 4096
+      freq_dim: 256
+      hidden_dim: 1024
+      num_heads: 24
+      num_layers: 30
+      text_dim: 4096
+      use_gradient_checkpointing: true
+    action_scheduler:
+      infer_shift: 5.0
+      num_train_timesteps: 1000
+      train_shift: 5.0
+    loss:
+      lambda_action: 1.0
+      lambda_video: 1.0
+    type: FastWAMHead
+    video_dit_config:
+      action_conditioned: false
+      action_dim: 14
+      action_group_causal_mask_mode: group_diagonal
+      attn_head_dim: 128
+      eps: 1.0e-06
+      ffn_dim: 14336
+      freq_dim: 256
+      fuse_vae_embedding_in_latents: true
+      has_image_input: false
+      hidden_dim: 3072
+      in_dim: 48
+      num_heads: 24
+      num_layers: 30
+      out_dim: 48
+      patch_size:
+      - 1
+      - 2
+      - 2
+      require_clip_embedding: false
+      require_vae_embedding: false
+      seperated_timestep: true
+      text_dim: 4096
+      use_gradient_checkpointing: true
+      video_attention_mask_mode: first_frame_causal
+    video_scheduler:
+      infer_shift: 5.0
+      num_train_timesteps: 1000
+      train_shift: 5.0
+  vlm_backbone:
+    text_embed_cache_context_len: 128
+    text_embed_cache_device: cpu
+    text_embed_cache_size: 256
+    type: Wan22Backbone
+runner:
+  collator:
+    keys:
+    - states
+    - images
+    - img_masks
+    - actions
+    - action_masks
+    - embodiment_ids
+    - frame_masks
+    - lang_tokens
+    - lang_masks
+    meta_keys:
+    - task_description
+    - info
+    - stats
+    - timestamp
+    type: DictCollator
+  dataset_sharding_strategy: blockwise
+  enable_gradient_checkpointing: false
+  enable_mixed_precision_training: true
+  evaluator:
+    eval_every: 1000
+    num_inference_steps: 10
+    save_video: true
+    seed: 42
+    type: training-eval
+    video_fps: 8
+  fsdp_wrap_policy: execution-block
+  grad_accumulation_steps: 1
+  lr_scheduler:
+    betas:
+    - 0.9
+    - 0.95
+    min_lr_ratio: 1.0
+    type: linear-warmup+cosine-decay-min-lr
+    warmup_ratio: 0.0
+    weight_decay_style: uniform
+  max_epochs: 6
+  max_grad_norm: 1.0
+  max_keep_ckpts: 6
+  max_steps: null
+  metric:
+    active_trackers:
+    - jsonl
+    - wandb
+    grad_accumulation_steps: 1
+    run_dir: work_dirs
+    type: VLAMetric
+    window_size: 1
+  mixed_precision_dtype: bf16
+  optimizer:
+    fused: true
+    lr: 1.0e-06
+    type: AdamW
+    weight_decay: 0.01
+  reduce_in_full_precision: true
+  sampler: null
+  save_epoch_interval: 1
+  save_iter_interval: 10000
+  sharding_strategy: full-shard
+  type: FSDPTrainRunner
+seed: 42
+themis:
+  ros_server:
+    dataset_section: eval
+    denormalize_context:
+      task_suite_name: robodojo_arx_x5
+    device: cuda:0
+    enable_mixed_precision: true
+    evaluation_reporting:
+      result_output_dir: work_dirs/fastwam_robodojo_eval
+    forward_seed: false
+    mixed_precision_dtype: bf16
+    model_outputs_environment_actions: false
+    workers:
+      lease_timeout_s: 900.0
+      request_timeout_s: 120.0
+      startup_timeout_s: 900.0
+  runner:
+    environment:
+      action_mode: joint
+      device_id: 1
+      env_cfg_type: arx_x5
+      headless: true
+      robodojo_root: /root/projects/RoboDojo
+      save_videos: false
+      task_name: all
+      type: RoboDojoEnvironment
+    episodes_per_task: 50
+    episodes_per_task_overrides:
+      arrange_largest_number: 25
+      arrange_largest_number_random: 25
+      fold_clothes: 25
+      fold_clothes_random: 25
+      hang_mugs: 25
+      hang_mugs_random: 25
+      make_toast: 25
+      make_toast_random: 25
+      pack_objects_into_box: 25
+      pack_objects_into_box_random: 25
+      pour_liquid_into_cup: 25
+      pour_liquid_into_cup_random: 25
+      push_T: 25
+      push_T_random: 25
+      sort_nesting_dolls_by_size: 25
+      sort_nesting_dolls_by_size_random: 25
+      stack_blocks: 25
+      stack_blocks_random: 25
+      stack_bowls: 25
+      stack_bowls_random: 25
+      store_laptop_and_headphones: 25
+      store_laptop_and_headphones_random: 25
+      sweep_blocks: 25
+      sweep_blocks_random: 25
+    evaluator:
+      type: SuccessRateEvaluator
+    execute_horizon: 16
+    max_episode_steps: 2000
+    model_client:
+      type: FluxVLAZMQModelClient
+    parallel_workers: 1
+    seed: 0
+    simulator_gpu_ids: null
+    stop_on_success: true
+    type: EvalRunner
+    work_dir: work_dirs/fastwam_robodojo_eval
+  transport:
+    host: 127.0.0.1
+    image_encoding: rgb8
+    image_keys:
+    - cam_high
+    - cam_left_wrist
+    - cam_right_wrist
+    port: 5555
+    report_service_name: /fluxvla/report_evaluation
+    state_keys:
+    - states
+    timeout_s: 30.0
+    unnorm_key: robodojo_arx_x5
+train_dataloader:
+  dataset:
+    dataset_statistics:
+      robodojo_arx_x5:
+        action:
+          count: 1859602
+          max:
+          - 1.7537026405334473
+          - 3.0546703338623047
+          - 3.8525187969207764
+          - 2.0974574089050293
+          - 1.8103265762329102
+          - 3.1366536617279053
+          - 1.0
+          - 1.6732014417648315
+          - 3.3797459602355957
+          - 4.252756595611572
+          - 2.5287232398986816
+          - 3.1440579891204834
+          - 3.0381109714508057
+          - 1.0
+          mean:
+          - -0.20032191276550293
+          - 0.925260603427887
+          - 0.6879700422286987
+          - -0.33993399143218994
+          - 0.06580745428800583
+          - 0.003984309732913971
+          - 0.771653950214386
+          - 0.17281471192836761
+          - 0.8216421008110046
+          - 0.6193687319755554
+          - -0.3603578805923462
+          - -0.06270533800125122
+          - 0.0036061492282897234
+          - 0.7855709195137024
+          min:
+          - -1.4863648414611816
+          - -0.2586335241794586
+          - -0.06850092858076096
+          - -2.2642147541046143
+          - -1.4876768589019775
+          - -3.0168392658233643
+          - -3.212450869184004e-17
+          - -1.4924354553222656
+          - -0.27809593081474304
+          - -0.18774886429309845
+          - -2.5354628562927246
+          - -3.0663280487060547
+          - -3.0486762523651123
+          - -3.212450869184004e-17
+          q01:
+          - -1.051365569829941
+          - -3.5348887174584814e-14
+          - 1.741881830823392e-16
+          - -1.5984010362625123
+          - -0.6003574305772781
+          - -1.6678147149085998
+          - 0.0
+          - -0.4509398394823074
+          - -2.5859282299029243e-14
+          - 1.234041714549172e-16
+          - -1.64055180311203
+          - -1.2633746123313903
+          - -1.7645285475254058
+          - 0.0
+          q99:
+          - 0.5431358617544174
+          - 2.495765209197998
+          - 2.492974226474762
+          - 1.3241519677639007
+          - 1.2496635341644287
+          - 1.7392305016517635
+          - 1.0
+          - 1.0814965963363647
+          - 2.4167031812667843
+          - 2.3470158338546754
+          - 1.141731116771698
+          - 0.5208872479200363
+          - 1.489715996980667
+          - 1.0
+          std:
+          - 0.34360724687576294
+          - 0.8902974724769592
+          - 0.7318998575210571
+          - 0.6505846977233887
+          - 0.29849204421043396
+          - 0.5843351483345032
+          - 0.34186822175979614
+          - 0.3206902742385864
+          - 0.8718543648719788
+          - 0.7120647430419922
+          - 0.6016045212745667
+          - 0.28415030241012573
+          - 0.5370385050773621
+          - 0.34119123220443726
+        proprio:
+          count: 1859602
+          max:
+          - 1.7537026405334473
+          - 3.0546703338623047
+          - 3.8525187969207764
+          - 2.0974574089050293
+          - 1.8103265762329102
+          - 3.1366536617279053
+          - 1.0
+          - 1.6732014417648315
+          - 3.3797459602355957
+          - 4.252756595611572
+          - 2.5287232398986816
+          - 3.1440579891204834
+          - 3.0381109714508057
+          - 1.0
+          mean:
+          - -0.20028550922870636
+          - 0.9250829815864563
+          - 0.6878653764724731
+          - -0.3399182856082916
+          - 0.06579338014125824
+          - 0.004018673673272133
+          - 0.7717168927192688
+          - 0.17282654345035553
+          - 0.8213191032409668
+          - 0.6190997958183289
+          - -0.3601549565792084
+          - -0.06264610588550568
+          - 0.0037324042059481144
+          - 0.7856565713882446
+          min:
+          - -1.4863648414611816
+          - -0.2586335241794586
+          - -0.06850092858076096
+          - -2.2642147541046143
+          - -1.4876768589019775
+          - -3.0168392658233643
+          - -3.212450869184004e-17
+          - -1.4924354553222656
+          - -0.27809593081474304
+          - -0.18774886429309845
+          - -2.5354628562927246
+          - -3.0663280487060547
+          - -3.0486762523651123
+          - -3.212450869184004e-17
+          q01:
+          - -1.051365569829941
+          - -3.52302449637288e-14
+          - 1.6996893991849812e-16
+          - -1.5984010362625123
+          - -0.6003412520885467
+          - -1.6678147149085998
+          - 0.0
+          - -0.4500492787361145
+          - -2.5859282299029243e-14
+          - 1.194697284288627e-16
+          - -1.6398817586898804
+          - -1.263367258310318
+          - -1.760098042488098
+          - 0.0
+          q99:
+          - 0.5431358617544174
+          - 2.495765209197998
+          - 2.492974226474762
+          - 1.323737324476242
+          - 1.2496635341644287
+          - 1.7391636216640465
+          - 1.0
+          - 1.0814965963363647
+          - 2.416655488014221
+          - 2.346989154815674
+          - 1.1415718960762022
+          - 0.5208872479200363
+          - 1.4889542925357817
+          - 1.0
+          std:
+          - 0.34361061453819275
+          - 0.8903892636299133
+          - 0.7319481372833252
+          - 0.6505074501037598
+          - 0.29847919940948486
+          - 0.5842824578285217
+          - 0.34185686707496643
+          - 0.3206428587436676
+          - 0.8718962669372559
+          - 0.7120621204376221
+          - 0.6014657616615295
+          - 0.2840825021266937
+          - 0.5366978049278259
+          - 0.3415590524673462
+    datasets:
+      action_key: action
+      action_window_size: 32
+      data_root_path:
+      - ./datasets/RoboDojo_lerobot_v21_video
+      frame_sample_stride: 4
+      frame_window_size: 9
+      statistic_name: robodojo_arx_x5
+      supervise_terminal_padding: true
+      transforms:
+      - embodiment_id: 0
+        name_mappings:
+          actions:
+          - actions
+          observation.state:
+          - states
+        parquet_keys:
+        - observation.state
+        - timestamp
+        - actions
+        - info
+        - stats
+        - action_masks
+        type: ProcessParquetInputs
+        video_backend: torchcodec
+        video_keys:
+        - observation.images.cam_high
+        - observation.images.cam_left_wrist
+        - observation.images.cam_right_wrist
+      - backend: torchvision
+        height: 224
+        scale_to_unit_interval: true
+        type: ResizeImages
+        width: 224
+      - means:
+        - 0.5
+        - 0.5
+        - 0.5
+        stds:
+        - 0.5
+        - 0.5
+        - 0.5
+        type: NormalizeImages
+      - action_dim: 14
+        action_key: action
+        norm_type: min_max
+        output_dtype: float32
+        state_dim: 14
+        state_key: proprio
+        type: NormalizeStatesAndActions
+      - combine_view_masks: true
+        frame_window_size: 9
+        num_views: 3
+        tile_direction: horizontal
+        type: PrepareVideo
+      - max_len: 128
+        prompt_template: 'A video recorded from a robot''s point of view executing
+          the following instruction: {task}'
+        tokenizer:
+          model_path: ./checkpoints/fastwam_base_full/tokenizer
+          type: PretrainedTokenizer
+        type: LiberoPromptFromInputs
+        use_conversation: false
+      type: ParquetDataset
+      use_delta: false
+      window_start_idx: 0
+    name_mappings:
+      action:
+      - action
+      observation.state:
+      - proprio
+    reshuffle_each_epoch: true
+    seed: 42
+    statistic_keys:
+    - observation.state
+    - timestamp
+    - action
+    statistic_name: robodojo_arx_x5
+    type: DistributedRepeatingDataset
+  per_device_batch_size: 2
+  per_device_num_workers: 8
+val_dataloader: null
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+            "std": [
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+          },
+          "proprio": {
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+            "std": [
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+              0.5368540820848867,
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+            ]
+          }
+        }
+      },
+      "datasets": [
+        {
+          "action_key": "action",
+          "action_window_size": 16,
+          "data_root_path": [
+            "./datasets/RoboDojo_lerobot_v21_video"
+          ],
+          "statistic_name": "robodojo_arx_x5",
+          "transforms": [
+            {
+              "embodiment_id": 31,
+              "name_mappings": {
+                "actions": [
+                  "actions"
+                ],
+                "observation.state": [
+                  "states"
+                ]
+              },
+              "parquet_keys": [
+                "observation.state",
+                "timestamp",
+                "actions",
+                "info",
+                "stats",
+                "action_masks"
+              ],
+              "type": "ProcessParquetInputs",
+              "video_keys": [
+                "observation.images.cam_high",
+                "observation.images.cam_left_wrist",
+                "observation.images.cam_right_wrist"
+              ]
+            },
+            {
+              "mask": [
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true
+              ],
+              "type": "DeltaActions"
+            },
+            {
+              "type": "ParquetPrompter"
+            },
+            {
+              "max_len": 1100,
+              "num_images": 3,
+              "tokenizer": {
+                "model_path": "fluxvla/models/third_party_models/eagle2_hg_model",
+                "type": "PretrainedTokenizer"
+              },
+              "type": "ProcessPromptsWithImage"
+            },
+            {
+              "height": 224,
+              "pad_direction": "center",
+              "pad_value": 0,
+              "type": "ResizeImagesWithPad",
+              "width": 224
+            },
+            {
+              "scale": 0.95,
+              "type": "RandomCropImages"
+            },
+            {
+              "height": 224,
+              "type": "ResizeImages",
+              "width": 224
+            },
+            {
+              "brightness": 0.3,
+              "contrast": 0.4,
+              "hue": 0.08,
+              "saturation": 0.5,
+              "type": "ColorJitterImages"
+            },
+            {
+              "type": "SimpleNormalizeImages"
+            },
+            {
+              "action_dim": 32,
+              "action_key": "action",
+              "clip_norm": true,
+              "norm_type": "quantile",
+              "normalize_states": true,
+              "state_dim": 64,
+              "state_key": "proprio",
+              "type": "NormalizeStatesAndActions"
+            }
+          ],
+          "type": "ParquetDataset",
+          "use_delta": false,
+          "window_start_idx": 0
+        }
+      ],
+      "name_mappings": {
+        "action": [
+          "action"
+        ],
+        "observation.state": [
+          "proprio"
+        ]
+      },
+      "statistic_keys": [
+        "observation.state",
+        "action",
+        "timestamp"
+      ],
+      "statistic_name": "robodojo_arx_x5",
+      "type": "DistributedRepeatingDataset"
+    },
+    "per_device_batch_size": 8,
+    "per_device_num_workers": 4
+  }
+}
\ No newline at end of file
diff --git a/gr00t_eagle_3b_robodojo_full_finetune_bs640/config.yaml b/gr00t_eagle_3b_robodojo_full_finetune_bs640/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8de203b63744f0ddea923a5fc7e01c33728bf8f9
--- /dev/null
+++ b/gr00t_eagle_3b_robodojo_full_finetune_bs640/config.yaml
@@ -0,0 +1,719 @@
+_GR00T_ROBODOJO_DELTA_MASK:
+- true
+- true
+- true
+- true
+- true
+- true
+- true
+- true
+- true
+- true
+- true
+- true
+- true
+- true
+_GR00T_ROBODOJO_STATS:
+  robodojo_arx_x5:
+    action:
+      count: 29333632
+      max:
+      - 1.8887031078338623
+      - 2.241629123687744
+      - 2.3643198013305664
+      - 2.353733539581299
+      - 1.684847116470337
+      - 2.5986948013305664
+      - 1.0
+      - 1.6447105407714844
+      - 2.472832202911377
+      - 3.1138815879821777
+      - 2.544224500656128
+      - 2.4465250968933105
+      - 2.3557143211364746
+      - 1.0
+      mean:
+      - -0.00016787611640384256
+      - 3.640991079951193e-05
+      - -0.0001244129093475812
+      - 0.0009861263907153927
+      - 4.007764372684936e-05
+      - -0.0005710965315355596
+      - -0.00033464226771561873
+      - 0.00014757256047559194
+      - 0.002926647213791033
+      - 0.002445220311756816
+      - -0.0017966633835313532
+      - -0.00034538796665606477
+      - -0.0010489735053372264
+      - -0.0008483530749860559
+      min:
+      - -1.9831359386444092
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+      - -2.36329984664917
+      - -2.3512368202209473
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+      - -2.4492745399475098
+      - -1.0
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+      - -2.36698317527771
+      - -2.53256893157959
+      - -2.4855473041534424
+      - -2.839830160140991
+      - -1.0
+      q01:
+      - -0.5563330262899399
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+      - -0.3646536460518837
+      - -0.8233565813302994
+      - -0.6629220247268677
+      q99:
+      - 0.5548361170291902
+      - 1.0296359968185431
+      - 0.8563214296102533
+      - 0.8150562870502474
+      - 0.39599745541810993
+      - 0.8352749580144907
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+      - 0.78897400379181
+      - 0.32408514618873596
+      - 0.7997124117612857
+      - 0.6112149953842163
+      std:
+      - 0.1524663344569265
+      - 0.29040871843218186
+      - 0.25021202987482355
+      - 0.2233514194013506
+      - 0.10648562443390856
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+      - 0.21544770406738722
+      - 0.09925954744044597
+      - 0.22253717352947505
+      - 0.16110866685153383
+    proprio:
+      count: 1859602
+      max:
+      - 1.7537026405334473
+      - 3.0546703338623047
+      - 3.8525187969207764
+      - 2.0974574089050293
+      - 1.8103265762329102
+      - 3.1366536617279053
+      - 1.0
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+      - 3.3797459602355957
+      - 4.252756595611572
+      - 2.5287232398986816
+      - 3.1440579891204834
+      - 3.0381109714508057
+      - 1.0
+      mean:
+      - -0.20040483418845204
+      - 0.9260308650671458
+      - 0.6881893789087474
+      - -0.3400484544283471
+      - 0.06579394032953159
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+      - -0.3604178625374315
+      - -0.06267071413702419
+      - 0.0037534824507240434
+      - 0.7860054714056368
+      min:
+      - -1.4863648414611816
+      - -0.2586335241794586
+      - -0.06850092858076096
+      - -2.2642147541046143
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+      - -2.5354628562927246
+      - -3.0663280487060547
+      - -3.0486762523651123
+      - -3.212450869184004e-17
+      q01:
+      - -1.051365569829941
+      - -3.52302449637288e-14
+      - 1.6996893991849812e-16
+      - -1.5984010362625123
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+      - -1.6678147149085998
+      - 0.0
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+      - -2.5859282299029243e-14
+      - 1.194697284288627e-16
+      - -1.6398817586898804
+      - -1.263367258310318
+      - -1.760098042488098
+      - 0.0
+      q99:
+      - 0.5431358617544174
+      - 2.495765209197998
+      - 2.492974226474762
+      - 1.323737324476242
+      - 1.2496635341644287
+      - 1.7391636216640465
+      - 1.0
+      - 1.0814965963363647
+      - 2.416655488014221
+      - 2.346989154815674
+      - 1.1415718960762022
+      - 0.5208872479200363
+      - 1.4889542925357817
+      - 1.0
+      std:
+      - 0.34305506136703257
+      - 0.8880398716756615
+      - 0.7302413867018247
+      - 0.6487680858145891
+      - 0.2989095916390101
+      - 0.584300843989697
+      - 0.34316664624786114
+      - 0.31989806135013626
+      - 0.8736479432260295
+      - 0.7135350385777451
+      - 0.6027223159771133
+      - 0.2836475966439172
+      - 0.5368540820848867
+      - 0.3406560080480477
+eval:
+  dataset:
+    transforms:
+    - embodiment_id: 31
+      img_keys:
+      - cam_high
+      - cam_left_wrist
+      - cam_right_wrist
+      type: ProcessEvalInputs
+    - clip_norm: true
+      norm_type: quantile
+      stat_key: proprio
+      state_dim: 64
+      type: StateFromInputs
+    - max_len: 1100
+      num_images: 3
+      tokenizer:
+        model_path: fluxvla/models/third_party_models/eagle2_hg_model
+        type: PretrainedTokenizer
+      type: ProcessPromptsWithImage
+    - image_resize_strategy: letterbox
+      input_sizes:
+      - - 3
+        - 224
+        - 224
+      - - 3
+        - 224
+        - 224
+      - - 3
+        - 224
+        - 224
+      letterbox_crop_fraction: 0.95
+      letterbox_fill:
+      - 0
+      - 0
+      - 0
+      letterbox_pad_position: center
+      means:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      stds:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      type: TransformImage
+    type: RoboDojoEvalDataset
+  denormalize_action:
+    action_dim: 14
+    delta_action_mask:
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    norm_type: quantile
+    statistic_name: robodojo_arx_x5
+    type: DenormalizeDeltaAction
+  model_family: groot
+  num_trials_per_task: 25
+  report_kind: robodojo
+  task_suite_name: robodojo
+inference_model:
+  pretrained_name_or_path: ./checkpoints/GR00T-N1.5-3B
+  type: LlavaVLA
+  vla_head:
+    action_dim: 32
+    diffusion_model_cfg:
+      attention_head_dim: 48
+      cross_attention_dim: 2048
+      dropout: 0.2
+      final_dropout: true
+      interleave_self_attention: true
+      norm_type: ada_norm
+      num_attention_heads: 32
+      num_layers: 16
+      output_dim: 1024
+      positional_embeddings: null
+    hidden_size: 1024
+    input_embedding_dim: 1536
+    max_input_seq_len: 1100
+    num_inference_timesteps: 4
+    num_steps: 16
+    ori_action_dim: 14
+    state_dim: 64
+    type: FlowMatchingInferenceHead
+  vlm_backbone:
+    type: EagleInferenceBackbone
+    vlm_config:
+      max_input_seq_len: 1100
+    vlm_path: fluxvla/models/third_party_models/eagle2_hg_model
+model:
+  freeze_projector: false
+  freeze_vlm_backbone: false
+  name_mapping:
+    vla_head: action_head
+    vlm_backbone.vlm: backbone.eagle_model
+  pretrained_name_or_path: ./checkpoints/GR00T-N1.5-3B
+  type: LlavaVLA
+  vla_head:
+    action_dim: 32
+    hidden_size: 1024
+    input_embedding_dim: 1536
+    noise_beta_alpha: 1.5
+    noise_beta_beta: 1.0
+    num_inference_timesteps: 4
+    num_steps: 16
+    ori_action_dim: 14
+    state_dim: 64
+    state_dropout_prob: 0.2
+    type: FlowMatchingHead
+  vlm_backbone:
+    dtype: bf16
+    tune_llm: false
+    tune_visual: false
+    type: EagleBackbone
+    vlm_config:
+      max_input_seq_len: 1100
+    vlm_path: fluxvla/models/third_party_models/eagle2_hg_model
+runner:
+  change_key_name: false
+  collator:
+    keys:
+    - states
+    - timestamp
+    - images
+    - img_masks
+    - lang_tokens
+    - lang_masks
+    - actions
+    - action_masks
+    - embodiment_ids
+    meta_keys:
+    - task_description
+    - prompt
+    - info
+    - stats
+    type: DictCollator
+  enable_gradient_checkpointing: false
+  enable_mixed_precision_training: true
+  grad_accumulation_steps: 5
+  lr_scheduler:
+    type: linear-warmup+cosine-decay
+    warmup_ratio: 0.05
+  max_epochs: null
+  max_grad_norm: 1.0
+  max_keep_ckpts: 5
+  max_steps: 100000
+  metric:
+    active_trackers:
+    - jsonl
+    - wandb
+    grad_accumulation_steps: 5
+    run_dir: work_dirs
+    type: VLAMetric
+    window_size: 1
+  mixed_precision_dtype: bf16
+  optimizer:
+    lr: 0.0001
+    type: AdamW
+    weight_decay: 1.0e-05
+  sampler: null
+  save_epoch_interval: 1
+  save_iter_interval: 1000
+  sharding_strategy: no-shard
+  tokenizer:
+    model_path: fluxvla/models/third_party_models/eagle2_hg_model
+    type: PretrainedTokenizer
+  type: FSDPTrainRunner
+themis:
+  ros_server:
+    dataset_section: eval
+    denormalize_context:
+      task_suite_name: robodojo_arx_x5
+    device: cuda:0
+    enable_mixed_precision: true
+    evaluation_reporting:
+      result_output_dir: work_dirs/fluxthemis
+    forward_seed: false
+    mixed_precision_dtype: bf16
+    model_outputs_environment_actions: false
+    workers:
+      lease_timeout_s: 900.0
+      request_timeout_s: 120.0
+      startup_timeout_s: 900.0
+  runner:
+    environment:
+      action_mode: joint
+      device_id: 1
+      env_cfg_type: arx_x5
+      headless: true
+      robodojo_root: /root/projects/RoboDojo
+      save_videos: false
+      task_name: all
+      type: RoboDojoEnvironment
+    episodes_per_task: 25
+    evaluator:
+      type: SuccessRateEvaluator
+    execute_horizon: 16
+    max_episode_steps: 2000
+    model_client:
+      type: FluxVLAZMQModelClient
+    parallel_workers: 1
+    seed: 0
+    simulator_gpu_ids: null
+    stop_on_success: true
+    type: EvalRunner
+    work_dir: work_dirs/fluxthemis
+  transport:
+    host: 127.0.0.1
+    image_encoding: rgb8
+    image_keys:
+    - cam_high
+    - cam_left_wrist
+    - cam_right_wrist
+    port: 5555
+    report_service_name: /fluxvla/report_evaluation
+    state_keys:
+    - states
+    timeout_s: 30.0
+    unnorm_key: robodojo_arx_x5
+train_dataloader:
+  dataset:
+    dataset_statistics:
+      robodojo_arx_x5:
+        action:
+          count: 29333632
+          max:
+          - 1.8887031078338623
+          - 2.241629123687744
+          - 2.3643198013305664
+          - 2.353733539581299
+          - 1.684847116470337
+          - 2.5986948013305664
+          - 1.0
+          - 1.6447105407714844
+          - 2.472832202911377
+          - 3.1138815879821777
+          - 2.544224500656128
+          - 2.4465250968933105
+          - 2.3557143211364746
+          - 1.0
+          mean:
+          - -0.00016787611640384256
+          - 3.640991079951193e-05
+          - -0.0001244129093475812
+          - 0.0009861263907153927
+          - 4.007764372684936e-05
+          - -0.0005710965315355596
+          - -0.00033464226771561873
+          - 0.00014757256047559194
+          - 0.002926647213791033
+          - 0.002445220311756816
+          - -0.0017966633835313532
+          - -0.00034538796665606477
+          - -0.0010489735053372264
+          - -0.0008483530749860559
+          min:
+          - -1.9831359386444092
+          - -2.3307759761810303
+          - -2.36329984664917
+          - -2.3512368202209473
+          - -1.7914525270462036
+          - -2.4492745399475098
+          - -1.0
+          - -1.6693108081817627
+          - -2.261469841003418
+          - -2.36698317527771
+          - -2.53256893157959
+          - -2.4855473041534424
+          - -2.839830160140991
+          - -1.0
+          q01:
+          - -0.5563330262899399
+          - -1.164183863401413
+          - -0.9725008648633957
+          - -0.7879389774799347
+          - -0.35899992257356644
+          - -0.8268111473321915
+          - -0.6629222631454468
+          - -0.48305779963731765
+          - -1.1301205492019653
+          - -0.9574322783946991
+          - -0.7862630712985993
+          - -0.3646536460518837
+          - -0.8233565813302994
+          - -0.6629220247268677
+          q99:
+          - 0.5548361170291902
+          - 1.0296359968185431
+          - 0.8563214296102533
+          - 0.8150562870502474
+          - 0.39599745541810993
+          - 0.8352749580144907
+          - 0.6292134523391724
+          - 0.4990877494215987
+          - 1.0044999086856863
+          - 0.8432489860057832
+          - 0.78897400379181
+          - 0.32408514618873596
+          - 0.7997124117612857
+          - 0.6112149953842163
+          std:
+          - 0.1524663344569265
+          - 0.29040871843218186
+          - 0.25021202987482355
+          - 0.2233514194013506
+          - 0.10648562443390856
+          - 0.2295837861601856
+          - 0.16658472644994762
+          - 0.13469893280906062
+          - 0.27712445038284145
+          - 0.24285089420664013
+          - 0.21544770406738722
+          - 0.09925954744044597
+          - 0.22253717352947505
+          - 0.16110866685153383
+        proprio:
+          count: 1859602
+          max:
+          - 1.7537026405334473
+          - 3.0546703338623047
+          - 3.8525187969207764
+          - 2.0974574089050293
+          - 1.8103265762329102
+          - 3.1366536617279053
+          - 1.0
+          - 1.6732014417648315
+          - 3.3797459602355957
+          - 4.252756595611572
+          - 2.5287232398986816
+          - 3.1440579891204834
+          - 3.0381109714508057
+          - 1.0
+          mean:
+          - -0.20040483418845204
+          - 0.9260308650671458
+          - 0.6881893789087474
+          - -0.3400484544283471
+          - 0.06579394032953159
+          - 0.004003331131509558
+          - 0.771446548553906
+          - 0.17299834959584776
+          - 0.8224941837716736
+          - 0.6196513047400859
+          - -0.3604178625374315
+          - -0.06267071413702419
+          - 0.0037534824507240434
+          - 0.7860054714056368
+          min:
+          - -1.4863648414611816
+          - -0.2586335241794586
+          - -0.06850092858076096
+          - -2.2642147541046143
+          - -1.4876768589019775
+          - -3.0168392658233643
+          - -3.212450869184004e-17
+          - -1.4924354553222656
+          - -0.27809593081474304
+          - -0.18774886429309845
+          - -2.5354628562927246
+          - -3.0663280487060547
+          - -3.0486762523651123
+          - -3.212450869184004e-17
+          q01:
+          - -1.051365569829941
+          - -3.52302449637288e-14
+          - 1.6996893991849812e-16
+          - -1.5984010362625123
+          - -0.6003412520885467
+          - -1.6678147149085998
+          - 0.0
+          - -0.4500492787361145
+          - -2.5859282299029243e-14
+          - 1.194697284288627e-16
+          - -1.6398817586898804
+          - -1.263367258310318
+          - -1.760098042488098
+          - 0.0
+          q99:
+          - 0.5431358617544174
+          - 2.495765209197998
+          - 2.492974226474762
+          - 1.323737324476242
+          - 1.2496635341644287
+          - 1.7391636216640465
+          - 1.0
+          - 1.0814965963363647
+          - 2.416655488014221
+          - 2.346989154815674
+          - 1.1415718960762022
+          - 0.5208872479200363
+          - 1.4889542925357817
+          - 1.0
+          std:
+          - 0.34305506136703257
+          - 0.8880398716756615
+          - 0.7302413867018247
+          - 0.6487680858145891
+          - 0.2989095916390101
+          - 0.584300843989697
+          - 0.34316664624786114
+          - 0.31989806135013626
+          - 0.8736479432260295
+          - 0.7135350385777451
+          - 0.6027223159771133
+          - 0.2836475966439172
+          - 0.5368540820848867
+          - 0.3406560080480477
+    datasets:
+    - action_key: action
+      action_window_size: 16
+      data_root_path:
+      - ./datasets/RoboDojo_lerobot_v21_video
+      statistic_name: robodojo_arx_x5
+      transforms:
+      - embodiment_id: 31
+        name_mappings:
+          actions:
+          - actions
+          observation.state:
+          - states
+        parquet_keys:
+        - observation.state
+        - timestamp
+        - actions
+        - info
+        - stats
+        - action_masks
+        type: ProcessParquetInputs
+        video_keys:
+        - observation.images.cam_high
+        - observation.images.cam_left_wrist
+        - observation.images.cam_right_wrist
+      - mask:
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        type: DeltaActions
+      - type: ParquetPrompter
+      - max_len: 1100
+        num_images: 3
+        tokenizer:
+          model_path: fluxvla/models/third_party_models/eagle2_hg_model
+          type: PretrainedTokenizer
+        type: ProcessPromptsWithImage
+      - height: 224
+        pad_direction: center
+        pad_value: 0
+        type: ResizeImagesWithPad
+        width: 224
+      - scale: 0.95
+        type: RandomCropImages
+      - height: 224
+        type: ResizeImages
+        width: 224
+      - brightness: 0.3
+        contrast: 0.4
+        hue: 0.08
+        saturation: 0.5
+        type: ColorJitterImages
+      - type: SimpleNormalizeImages
+      - action_dim: 32
+        action_key: action
+        clip_norm: true
+        norm_type: quantile
+        normalize_states: true
+        state_dim: 64
+        state_key: proprio
+        type: NormalizeStatesAndActions
+      type: ParquetDataset
+      use_delta: false
+      window_start_idx: 0
+    name_mappings:
+      action:
+      - action
+      observation.state:
+      - proprio
+    statistic_keys:
+    - observation.state
+    - action
+    - timestamp
+    statistic_name: robodojo_arx_x5
+    type: DistributedRepeatingDataset
+  per_device_batch_size: 8
+  per_device_num_workers: 4
diff --git a/gr00t_eagle_3b_robodojo_full_finetune_bs640/dataset_statistics.json b/gr00t_eagle_3b_robodojo_full_finetune_bs640/dataset_statistics.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc3fa177722001e4f7140c55643dfebad674d5e8
--- /dev/null
+++ b/gr00t_eagle_3b_robodojo_full_finetune_bs640/dataset_statistics.json
@@ -0,0 +1,202 @@
+{
+  "robodojo_arx_x5": {
+    "proprio": {
+      "mean": [
+        -0.20040483418845204,
+        0.9260308650671458,
+        0.6881893789087474,
+        -0.3400484544283471,
+        0.06579394032953159,
+        0.004003331131509558,
+        0.771446548553906,
+        0.17299834959584776,
+        0.8224941837716736,
+        0.6196513047400859,
+        -0.3604178625374315,
+        -0.06267071413702419,
+        0.0037534824507240434,
+        0.7860054714056368
+      ],
+      "std": [
+        0.34305506136703257,
+        0.8880398716756615,
+        0.7302413867018247,
+        0.6487680858145891,
+        0.2989095916390101,
+        0.584300843989697,
+        0.34316664624786114,
+        0.31989806135013626,
+        0.8736479432260295,
+        0.7135350385777451,
+        0.6027223159771133,
+        0.2836475966439172,
+        0.5368540820848867,
+        0.3406560080480477
+      ],
+      "min": [
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+        -0.2586335241794586,
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+        -2.2642147541046143,
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+        -3.0168392658233643,
+        -3.212450869184004e-17,
+        -1.4924354553222656,
+        -0.27809593081474304,
+        -0.18774886429309845,
+        -2.5354628562927246,
+        -3.0663280487060547,
+        -3.0486762523651123,
+        -3.212450869184004e-17
+      ],
+      "max": [
+        1.7537026405334473,
+        3.0546703338623047,
+        3.8525187969207764,
+        2.0974574089050293,
+        1.8103265762329102,
+        3.1366536617279053,
+        1.0,
+        1.6732014417648315,
+        3.3797459602355957,
+        4.252756595611572,
+        2.5287232398986816,
+        3.1440579891204834,
+        3.0381109714508057,
+        1.0
+      ],
+      "q01": [
+        -1.051365569829941,
+        -3.52302449637288e-14,
+        1.6996893991849812e-16,
+        -1.5984010362625123,
+        -0.6003412520885467,
+        -1.6678147149085998,
+        0.0,
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+        -2.5859282299029243e-14,
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+        -1.6398817586898804,
+        -1.263367258310318,
+        -1.760098042488098,
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+      ],
+      "q99": [
+        0.5431358617544174,
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+        2.492974226474762,
+        1.323737324476242,
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+        2.416655488014221,
+        2.346989154815674,
+        1.1415718960762022,
+        0.5208872479200363,
+        1.4889542925357817,
+        1.0
+      ],
+      "count": 1859602
+    },
+    "action": {
+      "mean": [
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+        3.640991079951193e-05,
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+        0.16110866685153383
+      ],
+      "min": [
+        -1.9831359386444092,
+        -2.3307759761810303,
+        -2.36329984664917,
+        -2.3512368202209473,
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+        -2.4492745399475098,
+        -1.0,
+        -1.6693108081817627,
+        -2.261469841003418,
+        -2.36698317527771,
+        -2.53256893157959,
+        -2.4855473041534424,
+        -2.839830160140991,
+        -1.0
+      ],
+      "max": [
+        1.8887031078338623,
+        2.241629123687744,
+        2.3643198013305664,
+        2.353733539581299,
+        1.684847116470337,
+        2.5986948013305664,
+        1.0,
+        1.6447105407714844,
+        2.472832202911377,
+        3.1138815879821777,
+        2.544224500656128,
+        2.4465250968933105,
+        2.3557143211364746,
+        1.0
+      ],
+      "q01": [
+        -0.5563330262899399,
+        -1.164183863401413,
+        -0.9725008648633957,
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+        -1.1301205492019653,
+        -0.9574322783946991,
+        -0.7862630712985993,
+        -0.3646536460518837,
+        -0.8233565813302994,
+        -0.6629220247268677
+      ],
+      "q99": [
+        0.5548361170291902,
+        1.0296359968185431,
+        0.8563214296102533,
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+        0.39599745541810993,
+        0.8352749580144907,
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+        0.4990877494215987,
+        1.0044999086856863,
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+        0.78897400379181,
+        0.32408514618873596,
+        0.7997124117612857,
+        0.6112149953842163
+      ],
+      "count": 29333632
+    }
+  }
+}
\ No newline at end of file
diff --git a/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/added_tokens.json b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..9ede77f78f0fb8e8ce72dc29680da3cdb4be245e
--- /dev/null
+++ b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/added_tokens.json
@@ -0,0 +1,39 @@
+{
+  "</box>": 151673,
+  "</img>": 151671,
+  "</interval>": 151679,
+  "</quad>": 151675,
+  "</ref>": 151677,
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<IMG_CONTEXT>": 151669,
+  "<box>": 151672,
+  "<img>": 151670,
+  "<interval>": 151678,
+  "<quad>": 151674,
+  "<ref>": 151676,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
\ No newline at end of file
diff --git a/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/merges.txt b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..31349551d90c7606f325fe0f11bbb8bd5fa0d7c7
--- /dev/null
+++ b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/merges.txt
@@ -0,0 +1,151388 @@
+#version: 0.2
+Ġ Ġ
+ĠĠ ĠĠ
+i n
+Ġ t
+ĠĠĠĠ ĠĠĠĠ
+e r
+ĠĠ Ġ
+o n
+Ġ a
+r e
+a t
+s t
+e n
+o r
+Ġt h
+Ċ Ċ
+Ġ c
+l e
+Ġ s
+i t
+a n
+a r
+a l
+Ġth e
+; Ċ
+Ġ p
+Ġ f
+o u
+Ġ =
+i s
+ĠĠĠĠ ĠĠĠ
+in g
+e s
+Ġ w
+i on
+e d
+i c
+Ġ b
+Ġ d
+e t
+Ġ m
+Ġ o
+ĉ ĉ
+r o
+a s
+e l
+c t
+n d
+Ġ in
+Ġ h
+en t
+i d
+Ġ n
+a m
+ĠĠĠĠĠĠĠĠ ĠĠĠ
+Ġt o
+Ġ re
+- -
+Ġ {
+Ġo f
+o m
+) ;Ċ
+i m
+č Ċ
+Ġ (
+i l
+/ /
+Ġa nd
+u r
+s e
+Ġ l
+e x
+Ġ S
+a d
+Ġ "
+c h
+u t
+i f
+* *
+Ġ }
+e m
+o l
+ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ
+t h
+) Ċ
+Ġ{ Ċ
+Ġ g
+i g
+i v
+, Ċ
+c e
+o d
+Ġ v
+at e
+Ġ T
+a g
+a y
+Ġ *
+o t
+u s
+Ġ C
+Ġ st
+Ġ I
+u n
+u l
+u e
+Ġ A
+o w
+Ġ '
+e w
+Ġ <
+at ion
+( )
+Ġf or
+a b
+or t
+u m
+am e
+Ġ is
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+ðĿIJ ĸ
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+ðĿIJ £
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+â° į
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+⺠Ł
+â½ Ĺ
diff --git a/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/special_tokens_map.json b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..610a88fa309ba8d8f9fcc6aeea541ea009e148a3
--- /dev/null
+++ b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/special_tokens_map.json
@@ -0,0 +1,42 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>",
+    "<IMG_CONTEXT>",
+    "<img>",
+    "</img>",
+    "<box>",
+    "</box>",
+    "<quad>",
+    "</quad>",
+    "<ref>",
+    "</ref>",
+    "<interval>",
+    "</interval>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
\ No newline at end of file
diff --git a/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/tokenizer_config.json b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..37d4d9b56ffe8012569e8f8bdb91cf304a0554e7
--- /dev/null
+++ b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/tokenizer_config.json
@@ -0,0 +1,344 @@
+{
+  "add_bos_token": false,
+  "add_eos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151665": {
+      "content": "<tool_response>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151666": {
+      "content": "</tool_response>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151667": {
+      "content": "<think>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151668": {
+      "content": "</think>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151669": {
+      "content": "<IMG_CONTEXT>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151670": {
+      "content": "<img>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151671": {
+      "content": "</img>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151672": {
+      "content": "<box>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151673": {
+      "content": "</box>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151674": {
+      "content": "<quad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151675": {
+      "content": "</quad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151676": {
+      "content": "<ref>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151677": {
+      "content": "</ref>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151678": {
+      "content": "<interval>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151679": {
+      "content": "</interval>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>",
+    "<IMG_CONTEXT>",
+    "<img>",
+    "</img>",
+    "<box>",
+    "</box>",
+    "<quad>",
+    "</quad>",
+    "<ref>",
+    "</ref>",
+    "<interval>",
+    "</interval>"
+  ],
+  "auto_map": {
+    "AutoProcessor": "processing_eagle2_5_vl.Eagle2_5_VLProcessor"
+  },
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {{- messages[0].content + '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- if ns.multi_step_tool and message.role == \"user\" and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}\n        {%- set ns.multi_step_tool = false %}\n        {%- set ns.last_query_index = index %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set content = message.content %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in message.content %}\n                {%- set content = message.content.split('</think>')[-1].lstrip('\\n') %}\n                {%- set reasoning_content = message.content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- if loop.index0 > ns.last_query_index %}\n            {%- if loop.last or (not loop.last and reasoning_content) %}\n                {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n            {%- else %}\n                {{- '<|im_start|>' + message.role + '\\n' + content }}\n            {%- endif %}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is false %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- endif %}\n{%- endif %}",
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+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
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+  "pad_token": "<|endoftext|>",
+  "processor_class": "Eagle2_5_VLProcessor",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
\ No newline at end of file
diff --git a/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/vocab.json b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c8122afad07e1dba3e46816cc38a48c5477544d
--- /dev/null
+++ b/gr00t_eagle_3b_robodojo_full_finetune_bs640/tokenizer/vocab.json
@@ -0,0 +1,151645 @@
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+                          0.5208872479200363,
+                          1.4889542925357817,
+                          1.0
+                        ],
+                        "std": [
+                          0.31989806135013626,
+                          0.8736479432260295,
+                          0.7135350385777451,
+                          0.6027223159771133,
+                          0.2836475966439172,
+                          0.5368540820848867,
+                          0.3406560080480477
+                        ]
+                      }
+                    }
+                  }
+                },
+                "use_albumentations": true,
+                "use_percentiles": true,
+                "use_relative_action": true
+              },
+              "train_mode": true,
+              "type": "GrootN17ImageAugmentation"
+            },
+            {
+              "image_mean": [
+                0.5,
+                0.5,
+                0.5
+              ],
+              "image_std": [
+                0.5,
+                0.5,
+                0.5
+              ],
+              "img_key": "images",
+              "merge_size": 2,
+              "patch_size": 16,
+              "size": {
+                "longest_edge": 16777216,
+                "shortest_edge": 65536
+              },
+              "temporal_patch_size": 2,
+              "to_tensor": true,
+              "type": "QWen2VLImageTransform"
+            },
+            {
+              "add_assistant_stub": false,
+              "add_system": false,
+              "attention_mask_dtype": "int64",
+              "image_grid_thw_key": "image_grid_thw",
+              "image_merge_size": 2,
+              "image_tag_template": "",
+              "img_context_token": "<|image_pad|>",
+              "img_end": "<|vision_end|>",
+              "img_start": "<|vision_start|>",
+              "img_tokens_source": "from_image_grid_thw",
+              "lowercase_task_description": true,
+              "max_len": 256,
+              "output_keys": [
+                "lang_tokens",
+                "lang_masks",
+                "images",
+                "image_grid_thw",
+                "states",
+                "actions",
+                "action_masks",
+                "embodiment_ids",
+                "sample_weight"
+              ],
+              "padding_side": "left",
+              "strip_task_punctuation": true,
+              "task_pos": "after_images",
+              "tokenizer": {
+                "model_path": "fluxvla/models/third_party_models/qwen3_tokenizer",
+                "padding_side": "left",
+                "trust_remote_code": false,
+                "type": "PretrainedTokenizer"
+              },
+              "truncate": false,
+              "type": "ProcessPromptsWithImage",
+              "use_eos_as_pad": false
+            }
+          ],
+          "type": "ParquetDataset",
+          "use_delta": false,
+          "window_start_idx": 0
+        }
+      ],
+      "name_mappings": {
+        "action": [
+          "action"
+        ],
+        "observation.state": [
+          "proprio"
+        ]
+      },
+      "reshuffle_each_epoch": true,
+      "seed": 42,
+      "shuffle": true,
+      "statistic_keys": [
+        "observation.state",
+        "timestamp",
+        "action"
+      ],
+      "statistic_name": "robodojo_arx_x5_relative",
+      "type": "DistributedRepeatingDataset"
+    },
+    "per_device_batch_size": 8,
+    "per_device_num_workers": 4
+  }
+}
\ No newline at end of file
diff --git a/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/config.yaml b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cd90dee402fe41d31799d9a2b8fea5d591853647
--- /dev/null
+++ b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/config.yaml
@@ -0,0 +1,7345 @@
+_ABSOLUTE_ACTION_STATISTICS:
+  count: 1859602
+  max:
+  - 1.7537026405334473
+  - 3.0546703338623047
+  - 3.8525187969207764
+  - 2.0974574089050293
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+  - 3.1366536617279053
+  - 1.0
+  - 1.6732014417648315
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+  - 3.1440579891204834
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+  - 1.0
+  mean:
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+  - 0.0036269625481493103
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+  min:
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+  q99:
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+  - 1.0
+  std:
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+  - 0.7302222416334363
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+  - 0.3407070455757959
+_ACTION_WINDOW_SIZE: 16
+_ACTIVE_TRACKERS:
+- jsonl
+_DATASET_NAME: libero_10_no_noops_lerobotv2.1
+_EMBODIMENT_ID: 10
+_EMBODIMENT_KEY: new_embodiment
+_LIBERO_DATA_ROOT: ./datasets/libero_10_no_noops_lerobotv2.1
+_N17_ACTION_LAYOUT:
+- - x
+  - 1
+- - y
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+- - z
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+- - roll
+  - 1
+- - pitch
+  - 1
+- - yaw
+  - 1
+- - gripper
+  - 1
+_N17_FLAT_STATISTICS:
+  action:
+    max:
+    - 0.9375
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+    - 0.9375
+    - 0.32892856001853943
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+    mean:
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+    min:
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+_N17_INIT_CKPT: ./checkpoints/GR00T-N1.7-3B
+_N17_LAYOUT:
+- - left_arm
+  - 7
+- - right_arm
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+_N17_MODALITY_CONFIGS:
+  libero_sim:
+    action:
+      delta_indices:
+      - 0
+      - 1
+      - 2
+      - 3
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+      modality_keys:
+      - x
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+      - pitch
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+    state:
+      delta_indices:
+      - 0
+      modality_keys:
+      - x
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+    video:
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+      - 0
+      modality_keys:
+      - image
+      - wrist_image
+  new_embodiment:
+    action:
+      action_configs:
+      - format: DEFAULT
+        rep: RELATIVE
+        state_key: null
+        type: NON_EEF
+      - format: DEFAULT
+        rep: RELATIVE
+        state_key: null
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+      delta_indices:
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+      modality_keys:
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+    language:
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+      - annotation.human.task_description
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+      modality_keys:
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+    video:
+      delta_indices:
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+      modality_keys:
+      - front
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+      - right_wrist
+_N17_STATE_LAYOUT:
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+_N17_STATISTICS:
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+  new_embodiment:
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+    relative_action:
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+_ROBODOJO_DATA_ROOT: ./datasets/RoboDojo_lerobot_v21_video
+_ROBODOJO_EPISODE_OVERRIDES:
+  arrange_largest_number: 25
+  arrange_largest_number_random: 25
+  fold_clothes: 25
+  fold_clothes_random: 25
+  hang_mugs: 25
+  hang_mugs_random: 25
+  make_toast: 25
+  make_toast_random: 25
+  pack_objects_into_box: 25
+  pack_objects_into_box_random: 25
+  pour_liquid_into_cup: 25
+  pour_liquid_into_cup_random: 25
+  push_T: 25
+  push_T_random: 25
+  sort_nesting_dolls_by_size: 25
+  sort_nesting_dolls_by_size_random: 25
+  stack_blocks: 25
+  stack_blocks_random: 25
+  stack_bowls: 25
+  stack_bowls_random: 25
+  store_laptop_and_headphones: 25
+  store_laptop_and_headphones_random: 25
+  sweep_blocks: 25
+  sweep_blocks_random: 25
+_ROBODOJO_GENERALIZATION_BASE_TASKS:
+- stack_bowls
+- push_T
+- pack_objects_into_box
+- fold_clothes
+- hang_mugs
+- sweep_blocks
+- pour_liquid_into_cup
+- make_toast
+- arrange_largest_number
+- sort_nesting_dolls_by_size
+- store_laptop_and_headphones
+- stack_blocks
+_ROBODOJO_STATS:
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+_STATISTIC_NAME: robodojo_arx_x5_relative
+_SUITE: libero_10
+eval:
+  dataset:
+    state_dtype: fp32
+    transforms:
+    - embodiment_id: 10
+      img_keys:
+      - cam_high
+      - cam_left_wrist
+      - cam_right_wrist
+      type: ProcessEvalInputs
+    - action_key: null
+      clip_norm: true
+      norm_type: quantile
+      normalization_epsilon: 0.0
+      preserve_input_dtype: true
+      state_dim: 132
+      state_key: proprio
+      statistics_key: norm_stats
+      type: NormalizeStatesAndActions
+    - action_horizon: 40
+      state_dropout_prob: 0.0
+      state_history_length: 1
+      type: PrepareStateActionTargets
+      valid_action_dim: 14
+    - embodiment_tag: new_embodiment
+      image_key: pixel_values
+      output_image_key: pixel_values
+      processor_kwargs:
+        apply_sincos_state_encoding: false
+        clip_outliers: true
+        color_jitter_params:
+          brightness: 0.3
+          contrast: 0.4
+          hue: 0.08
+          saturation: 0.5
+        crop_fraction: 0.95
+        embodiment_id_mapping:
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+        formalize_language: true
+        image_crop_size:
+        - 230
+        - 230
+        image_target_size:
+        - 256
+        - 256
+        max_action_dim: 132
+        max_action_horizon: 40
+        max_state_dim: 132
+        modality_configs:
+          new_embodiment:
+            action:
+              action_configs:
+              - format: DEFAULT
+                rep: RELATIVE
+                state_key: null
+                type: NON_EEF
+              - format: DEFAULT
+                rep: RELATIVE
+                state_key: null
+                type: NON_EEF
+              delta_indices:
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+              - 11
+              - 12
+              - 13
+              - 14
+              - 15
+              modality_keys:
+              - left_arm
+              - right_arm
+            language:
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+              - 0
+              modality_keys:
+              - annotation.human.task_description
+            state:
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+              - right_arm
+            video:
+              delta_indices:
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+              modality_keys:
+              - front
+              - left_wrist
+              - right_wrist
+        shortest_image_edge: 256
+        state_dropout_prob: 0.2
+        statistics:
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+      img_end: <|vision_end|>
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+      strip_task_punctuation: true
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+        padding_side: left
+        trust_remote_code: false
+        type: PretrainedTokenizer
+      truncate: false
+      type: ProcessPromptsWithImage
+      use_eos_as_pad: false
+    type: RoboDojoEvalDataset
+    unnorm_key: robodojo_arx_x5_relative
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+    statistic_name: robodojo_arx_x5_relative
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+    store_laptop_and_headphones: 25
+    store_laptop_and_headphones_random: 25
+    sweep_blocks: 25
+    sweep_blocks_random: 25
+  report_kind: robodojo
+  task_suite_name: robodojo
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+    use_albumentations: true
+    use_percentiles: true
+    use_relative_action: true
+  qwen3_runtime: compat_457
+  state_dropout_prob: 0.2
+  type: GrootN17VLA
+  use_relative_action: true
+  vla_head:
+    type: GrootN17ActionHead
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+    load_bf16: false
+    model_config:
+      architectures:
+      - Qwen3VLForConditionalGeneration
+      image_token_id: 151655
+      text_config:
+        attention_bias: false
+        attention_dropout: 0.0
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+        hidden_act: silu
+        hidden_size: 2048
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+        intermediate_size: 6144
+        max_position_embeddings: 262144
+        model_type: qwen3_vl_text
+        num_attention_heads: 16
+        num_hidden_layers: 28
+        num_key_value_heads: 8
+        rms_norm_eps: 1.0e-06
+        rope_parameters:
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+          mrope_section:
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+          rope_type: default
+        use_cache: false
+        vocab_size: 151936
+      tie_word_embeddings: false
+      video_token_id: 151656
+      vision_config:
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+        - 17
+        depth: 24
+        hidden_act: gelu_pytorch_tanh
+        hidden_size: 1024
+        in_channels: 3
+        initializer_range: 0.02
+        intermediate_size: 4096
+        model_type: qwen3_vl_vision
+        num_heads: 16
+        num_position_embeddings: 2304
+        out_hidden_size: 2048
+        patch_size: 16
+        spatial_merge_size: 2
+        temporal_patch_size: 2
+      vision_end_token_id: 151653
+      vision_start_token_id: 151652
+    qwen3_runtime: compat_457
+    reproject_vision: false
+    select_layer: 16
+    type: GrootN17Qwen3Backbone
+    use_flash_attention: true
+runner:
+  change_key_name: false
+  collator:
+    keys:
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+    - lang_masks
+    - images
+    - image_grid_thw
+    - states
+    - actions
+    - action_masks
+    - embodiment_ids
+    - sample_weight
+    type: DictCollator
+  enable_gradient_checkpointing: true
+  enable_mixed_precision_training: true
+  evaluator:
+    eval_every: 1000
+    num_inference_steps: 4
+    save_video: false
+    seed: 42
+    type: training-eval
+  grad_accumulation_steps: 2
+  keep_params_fp32: true
+  lr_scheduler:
+    type: linear-warmup+cosine-decay
+    warmup_ratio: 0.05
+  max_epochs: 18
+  max_grad_norm: 1.0
+  max_keep_ckpts: 10
+  max_steps: null
+  metric:
+    active_trackers:
+    - jsonl
+    - wandb
+    grad_accumulation_steps: 2
+    run_dir: work_dirs
+    type: VLAMetric
+    window_size: 1
+  mixed_precision_dtype: bf16
+  optimizer:
+    lr: 0.0001
+    type: AdamW
+    weight_decay: 1.0e-05
+  sampler: null
+  save_epoch_interval: 1
+  save_iter_interval: 1000
+  sharding_strategy: shard-grad-op
+  type: FSDPTrainRunner
+seed: 42
+themis:
+  ros_server:
+    dataset_section: eval
+    denormalize_context:
+      task_suite_name: robodojo_arx_x5_relative
+    device: cuda:0
+    enable_mixed_precision: true
+    evaluation_reporting:
+      result_output_dir: work_dirs/gr00tn17_robodojo_relative_eval
+    forward_seed: false
+    mixed_precision_dtype: bf16
+    model_outputs_environment_actions: false
+    workers:
+      lease_timeout_s: 900.0
+      request_timeout_s: 120.0
+      startup_timeout_s: 900.0
+  runner:
+    environment:
+      action_mode: joint
+      device_id: 1
+      env_cfg_type: arx_x5
+      headless: true
+      robodojo_root: /root/projects/RoboDojo
+      save_videos: false
+      task_name: all
+      type: RoboDojoEnvironment
+    episodes_per_task: 50
+    episodes_per_task_overrides:
+      arrange_largest_number: 25
+      arrange_largest_number_random: 25
+      fold_clothes: 25
+      fold_clothes_random: 25
+      hang_mugs: 25
+      hang_mugs_random: 25
+      make_toast: 25
+      make_toast_random: 25
+      pack_objects_into_box: 25
+      pack_objects_into_box_random: 25
+      pour_liquid_into_cup: 25
+      pour_liquid_into_cup_random: 25
+      push_T: 25
+      push_T_random: 25
+      sort_nesting_dolls_by_size: 25
+      sort_nesting_dolls_by_size_random: 25
+      stack_blocks: 25
+      stack_blocks_random: 25
+      stack_bowls: 25
+      stack_bowls_random: 25
+      store_laptop_and_headphones: 25
+      store_laptop_and_headphones_random: 25
+      sweep_blocks: 25
+      sweep_blocks_random: 25
+    evaluator:
+      type: SuccessRateEvaluator
+    execute_horizon: 16
+    max_episode_steps: 2000
+    model_client:
+      type: FluxVLAZMQModelClient
+    parallel_workers: 1
+    seed: 0
+    simulator_gpu_ids: null
+    stop_on_success: true
+    type: EvalRunner
+    work_dir: work_dirs/gr00tn17_robodojo_relative_eval
+  transport:
+    host: 127.0.0.1
+    image_encoding: rgb8
+    image_keys:
+    - cam_high
+    - cam_left_wrist
+    - cam_right_wrist
+    port: 5555
+    report_service_name: /fluxvla/report_evaluation
+    state_keys:
+    - states
+    timeout_s: 30.0
+    unnorm_key: robodojo_arx_x5_relative
+train_dataloader:
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+    statistic_name: robodojo_arx_x5_relative
+    type: DistributedRepeatingDataset
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+  per_device_num_workers: 4
diff --git a/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/dataset_statistics.json b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/dataset_statistics.json
new file mode 100644
index 0000000000000000000000000000000000000000..541eacc05b649914a3ee57a255f1ebc6b0e97d84
--- /dev/null
+++ b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/dataset_statistics.json
@@ -0,0 +1,622 @@
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diff --git a/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/added_tokens.json b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/added_tokens.json
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index 0000000000000000000000000000000000000000..7ef2239c696bf0e28fbf5a9eb53f33d86538665e
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diff --git a/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/merges.txt b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/merges.txt
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index 0000000000000000000000000000000000000000..31349551d90c7606f325fe0f11bbb8bd5fa0d7c7
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diff --git a/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/special_tokens_map.json b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac23c0aaa2434523c494330aeb79c58395378103
--- /dev/null
+++ b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/special_tokens_map.json
@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/tokenizer.json b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..149e48b2e61660b051bf963b8f3248298b13a662
--- /dev/null
+++ b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b7a88bc82340dd4205b97b9c287df826cf386b31ac9ecd9e648073d940355e1
+size 11426476
diff --git a/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/tokenizer_config.json b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..89af1a6ccc70f16ac81ddddd1d9411c361a4decc
--- /dev/null
+++ b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/tokenizer_config.json
@@ -0,0 +1,340 @@
+{
+  "add_bos_token": false,
+  "add_eos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
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+      "normalized": false,
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+    },
+    "151657": {
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+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
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+      "rstrip": false,
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+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
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+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151665": {
+      "content": "<tool_response>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151666": {
+      "content": "</tool_response>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151667": {
+      "content": "<think>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151668": {
+      "content": "</think>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151669": {
+      "content": "<IMG_CONTEXT>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151670": {
+      "content": "<img>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151671": {
+      "content": "</img>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151672": {
+      "content": "<box>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151673": {
+      "content": "</box>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151674": {
+      "content": "<quad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151675": {
+      "content": "</quad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151676": {
+      "content": "<ref>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151677": {
+      "content": "</ref>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151678": {
+      "content": "<interval>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151679": {
+      "content": "</interval>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>",
+    "<IMG_CONTEXT>",
+    "<img>",
+    "</img>",
+    "<box>",
+    "</box>",
+    "<quad>",
+    "</quad>",
+    "<ref>",
+    "</ref>",
+    "<interval>",
+    "</interval>"
+  ],
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {{- messages[0].content + '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- if ns.multi_step_tool and message.role == \"user\" and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}\n        {%- set ns.multi_step_tool = false %}\n        {%- set ns.last_query_index = index %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set content = message.content %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in message.content %}\n                {%- set content = message.content.split('</think>')[-1].lstrip('\\n') %}\n                {%- set reasoning_content = message.content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- if loop.index0 > ns.last_query_index %}\n            {%- if loop.last or (not loop.last and reasoning_content) %}\n                {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n            {%- else %}\n                {{- '<|im_start|>' + message.role + '\\n' + content }}\n            {%- endif %}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is false %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- endif %}\n{%- endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 16384,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/vocab.json b/gr00t_n17_qwen3vl_2b_robodojo_full_finetune_freeze_vlm_bs256/tokenizer/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..4783fe10ac3adce15ac8f358ef5462739852c569
--- /dev/null
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+      "projector.projector": "paligemma_with_expert.paligemma.model.multi_modal_projector.linear",
+      "time_mlp_in.projector": "time_mlp_in",
+      "time_mlp_out.projector": "time_mlp_out",
+      "vision_backbone.vision": "paligemma_with_expert.paligemma.model.vision_tower"
+    },
+    "openpi_fp32_flow": true,
+    "ori_action_dim": 14,
+    "params_to_change_dtype": [
+      "llm_expert.llm.model.layers",
+      "vlm_backbone.vlm.model.language_model.layers",
+      "vlm_backbone.vlm.model.vision_tower",
+      "vlm_backbone.vlm.model.multi_modal_projector"
+    ],
+    "pretrained_name_or_path": "./checkpoints/pi05_base/model.safetensors",
+    "proj_width": 1024,
+    "projector": {
+      "in_dim": 1152,
+      "out_dim": 2048,
+      "type": "LinearProjector"
+    },
+    "strict_mapping": true,
+    "time_beta_alpha": 1.5,
+    "time_beta_beta": 1.0,
+    "time_mlp_in": {
+      "in_dim": 1024,
+      "out_dim": 1024,
+      "type": "LinearProjector"
+    },
+    "time_mlp_out": {
+      "in_dim": 1024,
+      "out_dim": 1024,
+      "type": "LinearProjector"
+    },
+    "time_sampler": "beta",
+    "type": "PI05FlowMatching",
+    "vision_backbone": {
+      "openpi_stem_fp32": true,
+      "type": "SigLIPViTBackbone",
+      "vision_backbone_id": "siglip_224",
+      "vision_config": {
+        "attention_dropout": 0.0,
+        "hidden_act": "gelu_pytorch_tanh",
+        "hidden_size": 1152,
+        "image_size": 224,
+        "intermediate_size": 4304,
+        "layer_norm_eps": 1e-06,
+        "model_type": "siglip_vision_model",
+        "num_attention_heads": 16,
+        "num_channels": 3,
+        "num_hidden_layers": 27,
+        "patch_size": 14,
+        "projection_dim": 2048,
+        "projector_hidden_act": "gelu_fast",
+        "torch_dtype": "float32",
+        "vision_use_head": false
+      }
+    }
+  },
+  "runner": {
+    "change_key_name": false,
+    "collator": {
+      "keys": [
+        "states",
+        "timestamp",
+        "images",
+        "img_masks",
+        "lang_tokens",
+        "lang_masks",
+        "actions",
+        "action_masks"
+      ],
+      "meta_keys": [
+        "task_description",
+        "prompt",
+        "info",
+        "stats"
+      ],
+      "type": "DictCollator"
+    },
+    "deterministic_algorithms": true,
+    "ema_decay": 0.99,
+    "enable_gradient_checkpointing": true,
+    "enable_mixed_precision_training": true,
+    "fsdp_wrap_policy": "execution-block",
+    "grad_accumulation_steps": 2,
+    "keep_params_fp32": true,
+    "lr_scheduler": {
+      "decay_steps": 30000,
+      "min_lr": 2.5e-06,
+      "type": "openpi-warmup+cosine-decay",
+      "warmup_steps": 1000
+    },
+    "max_epochs": null,
+    "max_grad_norm": 1.0,
+    "max_keep_ckpts": 5,
+    "max_steps": 60000,
+    "metric": {
+      "active_trackers": [
+        "jsonl",
+        "wandb"
+      ],
+      "run_dir": "work_dirs",
+      "type": "VLAMetric",
+      "window_size": 1
+    },
+    "mixed_precision_dtype": "bf16",
+    "optimizer": {
+      "betas": [
+        0.9,
+        0.95
+      ],
+      "eps": 1e-08,
+      "foreach": false,
+      "fused": true,
+      "lr": 2.5e-05,
+      "type": "AdamW",
+      "weight_decay": 1e-10,
+      "weight_decay_all_params": true
+    },
+    "reduce_in_full_precision": true,
+    "sampler": null,
+    "save_epoch_interval": 1,
+    "save_iter_interval": 5000,
+    "seed": 0,
+    "sharding_strategy": "full-shard",
+    "tokenizer": {
+      "model_path": "checkpoints/pi05_base",
+      "type": "PretrainedTokenizer"
+    },
+    "type": "FSDPTrainRunner"
+  },
+  "themis": {
+    "ros_server": {
+      "dataset_section": "eval",
+      "denormalize_context": {
+        "task_suite_name": "robodojo_arx_x5"
+      },
+      "device": "cuda:0",
+      "enable_mixed_precision": true,
+      "evaluation_reporting": {
+        "result_output_dir": "work_dirs/fluxthemis"
+      },
+      "forward_seed": false,
+      "mixed_precision_dtype": "bf16",
+      "model_outputs_environment_actions": false,
+      "workers": {
+        "lease_timeout_s": 900.0,
+        "request_timeout_s": 120.0,
+        "startup_timeout_s": 900.0
+      }
+    },
+    "runner": {
+      "environment": {
+        "action_mode": "joint",
+        "device_id": 1,
+        "env_cfg_type": "arx_x5",
+        "headless": true,
+        "robodojo_root": "/root/projects/RoboDojo",
+        "save_videos": false,
+        "task_name": "all",
+        "type": "RoboDojoEnvironment"
+      },
+      "episodes_per_task": 25,
+      "evaluator": {
+        "type": "SuccessRateEvaluator"
+      },
+      "execute_horizon": 50,
+      "max_episode_steps": 2000,
+      "model_client": {
+        "type": "FluxVLAZMQModelClient"
+      },
+      "parallel_workers": 1,
+      "seed": 0,
+      "simulator_gpu_ids": null,
+      "stop_on_success": true,
+      "type": "EvalRunner",
+      "work_dir": "work_dirs/fluxthemis"
+    },
+    "transport": {
+      "host": "127.0.0.1",
+      "image_encoding": "rgb8",
+      "image_keys": [
+        "cam_high",
+        "cam_left_wrist",
+        "cam_right_wrist"
+      ],
+      "port": 5555,
+      "report_service_name": "/fluxvla/report_evaluation",
+      "state_keys": [
+        "states"
+      ],
+      "timeout_s": 30.0,
+      "unnorm_key": "robodojo_arx_x5"
+    }
+  },
+  "train_dataloader": {
+    "dataset": {
+      "dataset_statistics": {
+        "robodojo_arx_x5": {
+          "action": {
+            "count": 92980100,
+            "max": [
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+          }
+        }
+      },
+      "datasets": [
+        {
+          "action_key": "action",
+          "action_window_size": 50,
+          "data_root_path": [
+            "./datasets/RoboDojo_lerobot_v21_video"
+          ],
+          "statistic_name": "robodojo_arx_x5",
+          "supervise_terminal_padding": true,
+          "transforms": [
+            {
+              "name_mappings": {
+                "actions": [
+                  "actions"
+                ],
+                "observation.state": [
+                  "states"
+                ]
+              },
+              "parquet_keys": [
+                "observation.state",
+                "timestamp",
+                "actions",
+                "info",
+                "stats",
+                "action_masks"
+              ],
+              "type": "ProcessParquetInputs",
+              "video_backend": "pyav",
+              "video_keys": [
+                "observation.images.cam_high",
+                "observation.images.cam_left_wrist",
+                "observation.images.cam_right_wrist"
+              ]
+            },
+            {
+              "mask": [
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                false,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                false
+              ],
+              "type": "DeltaActions"
+            },
+            {
+              "action_dim": 32,
+              "action_key": "action",
+              "norm_type": "quantile",
+              "state_dim": 14,
+              "state_key": "proprio",
+              "type": "NormalizeStatesAndActions"
+            },
+            {
+              "add_action_prefix": true,
+              "lowercase_task_description": false,
+              "max_state_dim": 14,
+              "type": "PreparePromptWithState"
+            },
+            {
+              "max_len": 200,
+              "tokenizer": {
+                "model_path": "checkpoints/pi05_base",
+                "type": "PretrainedTokenizer"
+              },
+              "type": "ProcessPrompts"
+            },
+            {
+              "backend": "pil",
+              "height": 224,
+              "type": "ResizeImagesWithPad",
+              "width": 224
+            },
+            {
+              "type": "SimpleNormalizeImages"
+            },
+            {
+              "base_camera_indices": [
+                0
+              ],
+              "type": "OpenPIImageAugment"
+            }
+          ],
+          "type": "ParquetDataset",
+          "use_delta": false,
+          "window_start_idx": 0
+        }
+      ],
+      "name_mappings": {
+        "action": [
+          "action"
+        ],
+        "observation.state": [
+          "proprio"
+        ]
+      },
+      "reshuffle_each_epoch": true,
+      "seed": 0,
+      "statistic_keys": [
+        "observation.state",
+        "action",
+        "timestamp"
+      ],
+      "statistic_name": "robodojo_arx_x5",
+      "type": "DistributedRepeatingDataset"
+    },
+    "per_device_batch_size": 8,
+    "per_device_num_workers": 4
+  }
+}
\ No newline at end of file
diff --git a/pi05_paligemma_robodojo_full_finetune_bs256/config.yaml b/pi05_paligemma_robodojo_full_finetune_bs256/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..795f86b955da395ae3e777bf89b1c14283c60f64
--- /dev/null
+++ b/pi05_paligemma_robodojo_full_finetune_bs256/config.yaml
@@ -0,0 +1,911 @@
+_PI05_ROBODOJO_STATS:
+  robodojo_arx_x5:
+    action:
+      count: 92980100
+      max:
+      - 2.190984010696411
+      - 2.860210657119751
+      - 2.9098896980285645
+      - 3.081826686859131
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+      - 1.0
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+      - 3.3967480659484863
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+      min:
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+      - -3.380599021911621
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+      - -4.215540885925293
+      - -3.212450869184004e-17
+      q01:
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+      - 0.0
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+      q99:
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+      - 1.0
+      std:
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+      - 0.43551522745980215
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+      - 0.4273689086823123
+      - 0.19945708096405648
+      - 0.43223737747826557
+      - 0.34143679451875986
+    proprio:
+      count: 1859602
+      max:
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+      - 3.0546703338623047
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+      - 2.5287232398986816
+      - 3.1440579891204834
+      - 3.0381109714508057
+      - 1.0
+      mean:
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+      min:
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+      - -2.5354628562927246
+      - -3.0663280487060547
+      - -3.0486762523651123
+      - -3.212450869184004e-17
+      q01:
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+      - -3.52302449637288e-14
+      - 1.6996893991849812e-16
+      - -1.5984010696411133
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+      - -1.6678147315979004
+      - 0.0
+      - -0.4500492811203003
+      - -2.5859282299029243e-14
+      - 1.194697223408134e-16
+      - -1.6398817300796509
+      - -1.2633672952651978
+      - -1.7600980997085571
+      - 0.0
+      q99:
+      - 0.5431358814239502
+      - 2.495765209197998
+      - 2.492974281311035
+      - 1.323737382888794
+      - 1.2496635913848877
+      - 1.7391636371612549
+      - 1.0
+      - 1.0814965963363647
+      - 2.4166555404663086
+      - 2.346989154815674
+      - 1.1415718793869019
+      - 0.5208872556686401
+      - 1.4889543056488037
+      - 1.0
+      std:
+      - 0.34305506136703257
+      - 0.8880398716756615
+      - 0.7302413867018247
+      - 0.6487680858145891
+      - 0.2989095916390101
+      - 0.584300843989697
+      - 0.34316664624786114
+      - 0.31989806135013626
+      - 0.8736479432260295
+      - 0.7135350385777451
+      - 0.6027223159771133
+      - 0.2836475966439172
+      - 0.5368540820848867
+      - 0.3406560080480477
+_ROBODOJO_DELTA_MASK:
+- true
+- true
+- true
+- true
+- true
+- true
+- false
+- true
+- true
+- true
+- true
+- true
+- true
+- false
+eval:
+  dataset:
+    transforms:
+    - img_keys:
+      - cam_high
+      - cam_left_wrist
+      - cam_right_wrist
+      type: ProcessEvalInputs
+    - norm_type: quantile
+      stat_key: proprio
+      state_dim: 14
+      type: StateFromInputs
+    - add_action_prefix: true
+      lowercase_task_description: false
+      max_state_dim: 14
+      task_key: task_description
+      type: PreparePromptWithState
+    - max_len: 200
+      tokenizer:
+        model_path: checkpoints/pi05_base
+        type: PretrainedTokenizer
+      type: ProcessPrompts
+    - image_resize_strategy: letterbox
+      input_sizes:
+      - - 3
+        - 224
+        - 224
+      - - 3
+        - 224
+        - 224
+      - - 3
+        - 224
+        - 224
+      letterbox_fill:
+      - 0
+      - 0
+      - 0
+      letterbox_pad_position: center
+      means:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      stds:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      type: TransformImage
+    type: RoboDojoEvalDataset
+  denormalize_action:
+    action_dim: 14
+    delta_action_mask:
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - false
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - false
+    norm_type: quantile
+    statistic_name: robodojo_arx_x5
+    type: DenormalizeDeltaAction
+  model_family: pi05
+  num_trials_per_task: 25
+  report_kind: robodojo
+  task_suite_name: robodojo
+inference_model:
+  action_in_proj:
+    in_dim: 32
+    out_dim: 1024
+    type: LinearProjector
+  action_out_proj:
+    in_dim: 1024
+    out_dim: 32
+    type: LinearProjector
+  freeze_llm_backbone: false
+  freeze_vision_backbone: false
+  llm_backbone:
+    adarms_cond_dim: null
+    attention_bias: false
+    attention_dropout: 0.0
+    bos_token_id: 2
+    eos_token_id: 1
+    head_dim: 256
+    hidden_act: gelu_pytorch_tanh
+    hidden_activation: gelu_pytorch_tanh
+    hidden_size: 2048
+    initializer_range: 0.02
+    intermediate_size: 16384
+    max_position_embeddings: 8192
+    model_type: gemma
+    num_attention_heads: 8
+    num_hidden_layers: 18
+    num_key_value_heads: 1
+    rms_norm_eps: 1.0e-06
+    rope_theta: 10000.0
+    torch_dtype: float32
+    type: ConditionGemmaModel
+    use_cache: true
+    vocab_size: 257152
+  llm_expert:
+    adarms_cond_dim: 1024
+    attention_bias: false
+    attention_dropout: 0.0
+    bos_token_id: 2
+    eos_token_id: 1
+    head_dim: 256
+    hidden_act: gelu_pytorch_tanh
+    hidden_activation: gelu_pytorch_tanh
+    hidden_size: 1024
+    initializer_range: 0.02
+    intermediate_size: 4096
+    max_position_embeddings: 8192
+    model_type: gemma
+    num_attention_heads: 8
+    num_hidden_layers: 18
+    num_key_value_heads: 1
+    pad_token_id: 0
+    rms_norm_eps: 1.0e-06
+    rope_theta: 10000.0
+    torch_dtype: float32
+    transformers_version: 4.48.1
+    type: ConditionGemmaModel
+    use_adarms: true
+    use_cache: true
+    vocab_size: 257152
+  loss_action_dim: 32
+  max_action_dim: 32
+  n_action_steps: 50
+  name_mapping:
+    action_in_proj.projector: action_in_proj
+    action_out_proj.projector: action_out_proj
+    llm_backbone: paligemma_with_expert.paligemma.model.language_model
+    llm_backbone.embed_tokens: paligemma_with_expert.paligemma.lm_head
+    llm_expert: paligemma_with_expert.gemma_expert.model
+    llm_expert.embed_tokens: paligemma_with_expert.gemma_expert.lm_head
+    projector.projector: paligemma_with_expert.paligemma.model.multi_modal_projector.linear
+    time_mlp_in.projector: time_mlp_in
+    time_mlp_out.projector: time_mlp_out
+    vision_backbone.vision: paligemma_with_expert.paligemma.model.vision_tower
+  openpi_fp32_flow: true
+  ori_action_dim: 14
+  params_to_change_dtype:
+  - llm_expert.llm.model.layers
+  - vlm_backbone.vlm.model.language_model.layers
+  - vlm_backbone.vlm.model.vision_tower
+  - vlm_backbone.vlm.model.multi_modal_projector
+  pretrained_name_or_path: ./checkpoints/pi05_base/model.safetensors
+  proj_width: 1024
+  projector:
+    in_dim: 1152
+    out_dim: 2048
+    type: LinearProjector
+  strict_mapping: true
+  time_beta_alpha: 1.5
+  time_beta_beta: 1.0
+  time_mlp_in:
+    in_dim: 1024
+    out_dim: 1024
+    type: LinearProjector
+  time_mlp_out:
+    in_dim: 1024
+    out_dim: 1024
+    type: LinearProjector
+  time_sampler: beta
+  type: PI05FlowMatching
+  vision_backbone:
+    openpi_stem_fp32: true
+    type: SigLIPViTBackbone
+    vision_backbone_id: siglip_224
+    vision_config:
+      attention_dropout: 0.0
+      hidden_act: gelu_pytorch_tanh
+      hidden_size: 1152
+      image_size: 224
+      intermediate_size: 4304
+      layer_norm_eps: 1.0e-06
+      model_type: siglip_vision_model
+      num_attention_heads: 16
+      num_channels: 3
+      num_hidden_layers: 27
+      patch_size: 14
+      projection_dim: 2048
+      projector_hidden_act: gelu_fast
+      torch_dtype: float32
+      vision_use_head: false
+model:
+  action_in_proj:
+    in_dim: 32
+    out_dim: 1024
+    type: LinearProjector
+  action_out_proj:
+    in_dim: 1024
+    out_dim: 32
+    type: LinearProjector
+  freeze_llm_backbone: false
+  freeze_vision_backbone: false
+  llm_backbone:
+    adarms_cond_dim: null
+    attention_bias: false
+    attention_dropout: 0.0
+    bos_token_id: 2
+    eos_token_id: 1
+    head_dim: 256
+    hidden_act: gelu_pytorch_tanh
+    hidden_activation: gelu_pytorch_tanh
+    hidden_size: 2048
+    initializer_range: 0.02
+    intermediate_size: 16384
+    max_position_embeddings: 8192
+    model_type: gemma
+    num_attention_heads: 8
+    num_hidden_layers: 18
+    num_key_value_heads: 1
+    rms_norm_eps: 1.0e-06
+    rope_theta: 10000.0
+    torch_dtype: float32
+    type: ConditionGemmaModel
+    use_cache: true
+    vocab_size: 257152
+  llm_expert:
+    adarms_cond_dim: 1024
+    attention_bias: false
+    attention_dropout: 0.0
+    bos_token_id: 2
+    eos_token_id: 1
+    head_dim: 256
+    hidden_act: gelu_pytorch_tanh
+    hidden_activation: gelu_pytorch_tanh
+    hidden_size: 1024
+    initializer_range: 0.02
+    intermediate_size: 4096
+    max_position_embeddings: 8192
+    model_type: gemma
+    num_attention_heads: 8
+    num_hidden_layers: 18
+    num_key_value_heads: 1
+    pad_token_id: 0
+    rms_norm_eps: 1.0e-06
+    rope_theta: 10000.0
+    torch_dtype: float32
+    transformers_version: 4.48.1
+    type: ConditionGemmaModel
+    use_adarms: true
+    use_cache: true
+    vocab_size: 257152
+  loss_action_dim: 32
+  max_action_dim: 32
+  n_action_steps: 50
+  name_mapping:
+    action_in_proj.projector: action_in_proj
+    action_out_proj.projector: action_out_proj
+    llm_backbone: paligemma_with_expert.paligemma.model.language_model
+    llm_backbone.embed_tokens: paligemma_with_expert.paligemma.lm_head
+    llm_expert: paligemma_with_expert.gemma_expert.model
+    llm_expert.embed_tokens: paligemma_with_expert.gemma_expert.lm_head
+    projector.projector: paligemma_with_expert.paligemma.model.multi_modal_projector.linear
+    time_mlp_in.projector: time_mlp_in
+    time_mlp_out.projector: time_mlp_out
+    vision_backbone.vision: paligemma_with_expert.paligemma.model.vision_tower
+  openpi_fp32_flow: true
+  ori_action_dim: 14
+  params_to_change_dtype:
+  - llm_expert.llm.model.layers
+  - vlm_backbone.vlm.model.language_model.layers
+  - vlm_backbone.vlm.model.vision_tower
+  - vlm_backbone.vlm.model.multi_modal_projector
+  pretrained_name_or_path: ./checkpoints/pi05_base/model.safetensors
+  proj_width: 1024
+  projector:
+    in_dim: 1152
+    out_dim: 2048
+    type: LinearProjector
+  strict_mapping: true
+  time_beta_alpha: 1.5
+  time_beta_beta: 1.0
+  time_mlp_in:
+    in_dim: 1024
+    out_dim: 1024
+    type: LinearProjector
+  time_mlp_out:
+    in_dim: 1024
+    out_dim: 1024
+    type: LinearProjector
+  time_sampler: beta
+  type: PI05FlowMatching
+  vision_backbone:
+    openpi_stem_fp32: true
+    type: SigLIPViTBackbone
+    vision_backbone_id: siglip_224
+    vision_config:
+      attention_dropout: 0.0
+      hidden_act: gelu_pytorch_tanh
+      hidden_size: 1152
+      image_size: 224
+      intermediate_size: 4304
+      layer_norm_eps: 1.0e-06
+      model_type: siglip_vision_model
+      num_attention_heads: 16
+      num_channels: 3
+      num_hidden_layers: 27
+      patch_size: 14
+      projection_dim: 2048
+      projector_hidden_act: gelu_fast
+      torch_dtype: float32
+      vision_use_head: false
+runner:
+  change_key_name: false
+  collator:
+    keys:
+    - states
+    - timestamp
+    - images
+    - img_masks
+    - lang_tokens
+    - lang_masks
+    - actions
+    - action_masks
+    meta_keys:
+    - task_description
+    - prompt
+    - info
+    - stats
+    type: DictCollator
+  deterministic_algorithms: true
+  ema_decay: 0.99
+  enable_gradient_checkpointing: true
+  enable_mixed_precision_training: true
+  fsdp_wrap_policy: execution-block
+  grad_accumulation_steps: 2
+  keep_params_fp32: true
+  lr_scheduler:
+    decay_steps: 30000
+    min_lr: 2.5e-06
+    type: openpi-warmup+cosine-decay
+    warmup_steps: 1000
+  max_epochs: null
+  max_grad_norm: 1.0
+  max_keep_ckpts: 5
+  max_steps: 60000
+  metric:
+    active_trackers:
+    - jsonl
+    - wandb
+    run_dir: work_dirs
+    type: VLAMetric
+    window_size: 1
+  mixed_precision_dtype: bf16
+  optimizer:
+    betas:
+    - 0.9
+    - 0.95
+    eps: 1.0e-08
+    foreach: false
+    fused: true
+    lr: 2.5e-05
+    type: AdamW
+    weight_decay: 1.0e-10
+    weight_decay_all_params: true
+  reduce_in_full_precision: true
+  sampler: null
+  save_epoch_interval: 1
+  save_iter_interval: 5000
+  seed: 0
+  sharding_strategy: full-shard
+  tokenizer:
+    model_path: checkpoints/pi05_base
+    type: PretrainedTokenizer
+  type: FSDPTrainRunner
+themis:
+  ros_server:
+    dataset_section: eval
+    denormalize_context:
+      task_suite_name: robodojo_arx_x5
+    device: cuda:0
+    enable_mixed_precision: true
+    evaluation_reporting:
+      result_output_dir: work_dirs/fluxthemis
+    forward_seed: false
+    mixed_precision_dtype: bf16
+    model_outputs_environment_actions: false
+    workers:
+      lease_timeout_s: 900.0
+      request_timeout_s: 120.0
+      startup_timeout_s: 900.0
+  runner:
+    environment:
+      action_mode: joint
+      device_id: 1
+      env_cfg_type: arx_x5
+      headless: true
+      robodojo_root: /root/projects/RoboDojo
+      save_videos: false
+      task_name: all
+      type: RoboDojoEnvironment
+    episodes_per_task: 25
+    evaluator:
+      type: SuccessRateEvaluator
+    execute_horizon: 50
+    max_episode_steps: 2000
+    model_client:
+      type: FluxVLAZMQModelClient
+    parallel_workers: 1
+    seed: 0
+    simulator_gpu_ids: null
+    stop_on_success: true
+    type: EvalRunner
+    work_dir: work_dirs/fluxthemis
+  transport:
+    host: 127.0.0.1
+    image_encoding: rgb8
+    image_keys:
+    - cam_high
+    - cam_left_wrist
+    - cam_right_wrist
+    port: 5555
+    report_service_name: /fluxvla/report_evaluation
+    state_keys:
+    - states
+    timeout_s: 30.0
+    unnorm_key: robodojo_arx_x5
+train_dataloader:
+  dataset:
+    dataset_statistics:
+      robodojo_arx_x5:
+        action:
+          count: 92980100
+          max:
+          - 2.190984010696411
+          - 2.860210657119751
+          - 2.9098896980285645
+          - 3.081826686859131
+          - 2.3564412593841553
+          - 4.020153999328613
+          - 1.0
+          - 2.032360553741455
+          - 3.3797459602355957
+          - 4.252756595611572
+          - 3.3967480659484863
+          - 3.1407182216644287
+          - 3.4700708389282227
+          - 1.0
+          mean:
+          - 0.002944688230520478
+          - -0.02273978544478616
+          - -0.01595988345759602
+          - 0.012653045052335679
+          - -0.00036925004286021907
+          - -0.002810816886079648
+          - 0.7733198894402199
+          - -0.001665844293170471
+          - -0.005889869578631844
+          - -0.003142197456721388
+          - 0.0012835924178307308
+          - -0.0006098368572494885
+          - -0.0025841846669483358
+          - 0.7851101517491746
+          min:
+          - -2.3431708812713623
+          - -2.8565127849578857
+          - -2.9247982501983643
+          - -3.2954680919647217
+          - -1.9588444232940674
+          - -4.495245933532715
+          - -3.212450869184004e-17
+          - -1.9679970741271973
+          - -2.856095790863037
+          - -2.9085304737091064
+          - -3.380599021911621
+          - -3.140778064727783
+          - -4.215540885925293
+          - -3.212450869184004e-17
+          q01:
+          - -0.9816640615463257
+          - -2.056368589401245
+          - -1.8049654960632324
+          - -1.309919834136963
+          - -0.7569671869277954
+          - -1.5582654476165771
+          - 0.0
+          - -0.8919917345046997
+          - -2.026737689971924
+          - -1.7403379678726196
+          - -1.3211758136749268
+          - -0.8450621366500854
+          - -1.6245449781417847
+          - 0.0
+          q99:
+          - 0.9855517148971558
+          - 1.8684489727020264
+          - 1.543192982673645
+          - 1.3830254077911377
+          - 0.7971591353416443
+          - 1.651127576828003
+          - 1.0
+          - 0.9411922097206116
+          - 1.8169732093811035
+          - 1.4770119190216064
+          - 1.3545492887496948
+          - 0.704921305179596
+          - 1.5059595108032227
+          - 1.0
+          std:
+          - 0.3085495891486599
+          - 0.6060294868883956
+          - 0.5104044521775194
+          - 0.43551522745980215
+          - 0.21062307871176156
+          - 0.45044876330011924
+          - 0.34265666903134123
+          - 0.27541140464717384
+          - 0.5886515952314446
+          - 0.5021945001704038
+          - 0.4273689086823123
+          - 0.19945708096405648
+          - 0.43223737747826557
+          - 0.34143679451875986
+        proprio:
+          count: 1859602
+          max:
+          - 1.7537026405334473
+          - 3.0546703338623047
+          - 3.8525187969207764
+          - 2.0974574089050293
+          - 1.8103265762329102
+          - 3.1366536617279053
+          - 1.0
+          - 1.6732014417648315
+          - 3.3797459602355957
+          - 4.252756595611572
+          - 2.5287232398986816
+          - 3.1440579891204834
+          - 3.0381109714508057
+          - 1.0
+          mean:
+          - -0.20040483418845204
+          - 0.9260308650671458
+          - 0.6881893789087474
+          - -0.3400484544283471
+          - 0.06579394032953159
+          - 0.004003331131509558
+          - 0.771446548553906
+          - 0.17299834959584776
+          - 0.8224941837716736
+          - 0.6196513047400859
+          - -0.3604178625374315
+          - -0.06267071413702419
+          - 0.0037534824507240434
+          - 0.7860054714056368
+          min:
+          - -1.4863648414611816
+          - -0.2586335241794586
+          - -0.06850092858076096
+          - -2.2642147541046143
+          - -1.4876768589019775
+          - -3.0168392658233643
+          - -3.212450869184004e-17
+          - -1.4924354553222656
+          - -0.27809593081474304
+          - -0.18774886429309845
+          - -2.5354628562927246
+          - -3.0663280487060547
+          - -3.0486762523651123
+          - -3.212450869184004e-17
+          q01:
+          - -1.051365613937378
+          - -3.52302449637288e-14
+          - 1.6996893991849812e-16
+          - -1.5984010696411133
+          - -0.600341260433197
+          - -1.6678147315979004
+          - 0.0
+          - -0.4500492811203003
+          - -2.5859282299029243e-14
+          - 1.194697223408134e-16
+          - -1.6398817300796509
+          - -1.2633672952651978
+          - -1.7600980997085571
+          - 0.0
+          q99:
+          - 0.5431358814239502
+          - 2.495765209197998
+          - 2.492974281311035
+          - 1.323737382888794
+          - 1.2496635913848877
+          - 1.7391636371612549
+          - 1.0
+          - 1.0814965963363647
+          - 2.4166555404663086
+          - 2.346989154815674
+          - 1.1415718793869019
+          - 0.5208872556686401
+          - 1.4889543056488037
+          - 1.0
+          std:
+          - 0.34305506136703257
+          - 0.8880398716756615
+          - 0.7302413867018247
+          - 0.6487680858145891
+          - 0.2989095916390101
+          - 0.584300843989697
+          - 0.34316664624786114
+          - 0.31989806135013626
+          - 0.8736479432260295
+          - 0.7135350385777451
+          - 0.6027223159771133
+          - 0.2836475966439172
+          - 0.5368540820848867
+          - 0.3406560080480477
+    datasets:
+    - action_key: action
+      action_window_size: 50
+      data_root_path:
+      - ./datasets/RoboDojo_lerobot_v21_video
+      statistic_name: robodojo_arx_x5
+      supervise_terminal_padding: true
+      transforms:
+      - name_mappings:
+          actions:
+          - actions
+          observation.state:
+          - states
+        parquet_keys:
+        - observation.state
+        - timestamp
+        - actions
+        - info
+        - stats
+        - action_masks
+        type: ProcessParquetInputs
+        video_backend: pyav
+        video_keys:
+        - observation.images.cam_high
+        - observation.images.cam_left_wrist
+        - observation.images.cam_right_wrist
+      - mask:
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - false
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - false
+        type: DeltaActions
+      - action_dim: 32
+        action_key: action
+        norm_type: quantile
+        state_dim: 14
+        state_key: proprio
+        type: NormalizeStatesAndActions
+      - add_action_prefix: true
+        lowercase_task_description: false
+        max_state_dim: 14
+        type: PreparePromptWithState
+      - max_len: 200
+        tokenizer:
+          model_path: checkpoints/pi05_base
+          type: PretrainedTokenizer
+        type: ProcessPrompts
+      - backend: pil
+        height: 224
+        type: ResizeImagesWithPad
+        width: 224
+      - type: SimpleNormalizeImages
+      - base_camera_indices:
+        - 0
+        type: OpenPIImageAugment
+      type: ParquetDataset
+      use_delta: false
+      window_start_idx: 0
+    name_mappings:
+      action:
+      - action
+      observation.state:
+      - proprio
+    reshuffle_each_epoch: true
+    seed: 0
+    statistic_keys:
+    - observation.state
+    - action
+    - timestamp
+    statistic_name: robodojo_arx_x5
+    type: DistributedRepeatingDataset
+  per_device_batch_size: 8
+  per_device_num_workers: 4
diff --git a/pi05_paligemma_robodojo_full_finetune_bs256/dataset_statistics.json b/pi05_paligemma_robodojo_full_finetune_bs256/dataset_statistics.json
new file mode 100644
index 0000000000000000000000000000000000000000..02d9edaa85269dac67081e42cfb096ce574bf23c
--- /dev/null
+++ b/pi05_paligemma_robodojo_full_finetune_bs256/dataset_statistics.json
@@ -0,0 +1,202 @@
+{
+  "robodojo_arx_x5": {
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+      "count": 92980100
+    }
+  }
+}
\ No newline at end of file
diff --git a/pi05_paligemma_robodojo_full_finetune_bs256/llm_backbone_config.json b/pi05_paligemma_robodojo_full_finetune_bs256/llm_backbone_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d0fa579ece9d8988087f6855a88802104b37ab52
--- /dev/null
+++ b/pi05_paligemma_robodojo_full_finetune_bs256/llm_backbone_config.json
@@ -0,0 +1,31 @@
+{
+  "adarms_cond_dim": null,
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 2,
+  "dtype": "float32",
+  "eos_token_id": 1,
+  "head_dim": 256,
+  "hidden_act": "gelu_pytorch_tanh",
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 16384,
+  "max_position_embeddings": 8192,
+  "model_type": "gemma",
+  "num_attention_heads": 8,
+  "num_hidden_layers": 18,
+  "num_key_value_heads": 1,
+  "pad_token_id": 0,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "rope_theta": 10000.0,
+    "rope_type": "default"
+  },
+  "tie_word_embeddings": true,
+  "transformers_version": "5.3.0",
+  "use_adarms": true,
+  "use_bidirectional_attention": null,
+  "use_cache": true,
+  "vocab_size": 257152
+}
diff --git a/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/added_tokens.json b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff9246e420971b10c510b39a0de289132c2bf23f
--- /dev/null
+++ b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/added_tokens.json
@@ -0,0 +1,3 @@
+{
+  "<image>": 257152
+}
diff --git a/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/special_tokens_map.json b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c18fdd94629ea652e2ef36ed9a422474ad0a8e8
--- /dev/null
+++ b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/special_tokens_map.json
@@ -0,0 +1,33 @@
+{
+  "additional_special_tokens": [
+    "<image>"
+  ],
+  "bos_token": {
+    "content": "<bos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
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diff --git a/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer.json b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer.json
new file mode 100644
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--- /dev/null
+++ b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef6773c135b77b834de1d13c75a4c98ab7a3684ffd602d1831e1f1bf5467c563
+size 17549604
diff --git a/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer.model b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer.model
new file mode 100644
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--- /dev/null
+++ b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer.model
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diff --git a/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer_config.json b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..960dcec0bccc6e594d865eceb63c8078e164cfb2
--- /dev/null
+++ b/pi05_paligemma_robodojo_full_finetune_bs256/tokenizer/tokenizer_config.json
@@ -0,0 +1,1764 @@
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+      "timeout_s": 30.0,
+      "unnorm_key": "robodojo_arx_x5"
+    }
+  },
+  "train_dataloader": {
+    "dataset": {
+      "dataset_statistics": {
+        "robodojo_arx_x5": {
+          "action": {
+            "count": 92980100,
+            "max": [
+              2.190984010696411,
+              2.860210657119751,
+              2.9098896980285645,
+              3.081826686859131,
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+              1.0,
+              2.032360553741455,
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+              4.252756595611572,
+              3.3967480659484863,
+              3.1407182216644287,
+              3.4700708389282227,
+              1.0
+            ],
+            "mean": [
+              0.002944688230520478,
+              -0.02273978544478616,
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+              0.0012835924178307308,
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+              -0.0025841846669483358,
+              0.7851101517491746
+            ],
+            "min": [
+              -2.3431708812713623,
+              -2.8565127849578857,
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+              -3.212450869184004e-17,
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+              -2.856095790863037,
+              -2.9085304737091064,
+              -3.380599021911621,
+              -3.140778064727783,
+              -4.215540885925293,
+              -3.212450869184004e-17
+            ],
+            "q01": [
+              -0.9816640615463257,
+              -2.056368589401245,
+              -1.8049654960632324,
+              -1.309919834136963,
+              -0.7569671869277954,
+              -1.5582654476165771,
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+              0.0
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+              1.3545492887496948,
+              0.704921305179596,
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+              1.0
+            ],
+            "std": [
+              0.3085495891486599,
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+          },
+          "proprio": {
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+              -3.212450869184004e-17,
+              -1.4924354553222656,
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+              -0.18774886429309845,
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+              -3.0663280487060547,
+              -3.0486762523651123,
+              -3.212450869184004e-17
+            ],
+            "q01": [
+              -1.051365613937378,
+              -3.52302449637288e-14,
+              1.6996893991849812e-16,
+              -1.5984010696411133,
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+              -1.6678147315979004,
+              0.0,
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+              -2.5859282299029243e-14,
+              1.194697223408134e-16,
+              -1.6398817300796509,
+              -1.2633672952651978,
+              -1.7600980997085571,
+              0.0
+            ],
+            "q99": [
+              0.5431358814239502,
+              2.495765209197998,
+              2.492974281311035,
+              1.323737382888794,
+              1.2496635913848877,
+              1.7391636371612549,
+              1.0,
+              1.0814965963363647,
+              2.4166555404663086,
+              2.346989154815674,
+              1.1415718793869019,
+              0.5208872556686401,
+              1.4889543056488037,
+              1.0
+            ],
+            "std": [
+              0.34305506136703257,
+              0.8880398716756615,
+              0.7302413867018247,
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+              0.2836475966439172,
+              0.5368540820848867,
+              0.3406560080480477
+            ]
+          }
+        }
+      },
+      "datasets": [
+        {
+          "action_key": "action",
+          "action_window_size": 50,
+          "data_root_path": [
+            "./datasets/RoboDojo_lerobot_v21_video"
+          ],
+          "statistic_name": "robodojo_arx_x5",
+          "supervise_terminal_padding": true,
+          "transforms": [
+            {
+              "name_mappings": {
+                "actions": [
+                  "actions"
+                ],
+                "observation.state": [
+                  "states"
+                ]
+              },
+              "parquet_keys": [
+                "observation.state",
+                "timestamp",
+                "actions",
+                "info",
+                "stats",
+                "action_masks"
+              ],
+              "type": "ProcessParquetInputs",
+              "video_backend": "pyav",
+              "video_keys": [
+                "observation.images.cam_high",
+                "observation.images.cam_left_wrist",
+                "observation.images.cam_right_wrist"
+              ]
+            },
+            {
+              "mask": [
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                false,
+                true,
+                true,
+                true,
+                true,
+                true,
+                true,
+                false
+              ],
+              "type": "DeltaActions"
+            },
+            {
+              "action_dim": 32,
+              "action_key": "action",
+              "norm_type": "mean_std",
+              "state_dim": 32,
+              "state_key": "proprio",
+              "type": "NormalizeStatesAndActions"
+            },
+            {
+              "add_new_line": true,
+              "type": "ParquetPrompter",
+              "use_conversation": false
+            },
+            {
+              "max_len": 48,
+              "tokenizer": {
+                "model_path": "checkpoints/pi05_base",
+                "type": "PretrainedTokenizer"
+              },
+              "type": "ProcessPrompts"
+            },
+            {
+              "backend": "pil",
+              "height": 224,
+              "type": "ResizeImagesWithPad",
+              "width": 224
+            },
+            {
+              "type": "SimpleNormalizeImages"
+            },
+            {
+              "base_camera_indices": [
+                0
+              ],
+              "type": "OpenPIImageAugment"
+            }
+          ],
+          "type": "ParquetDataset",
+          "use_delta": false,
+          "window_start_idx": 0
+        }
+      ],
+      "name_mappings": {
+        "action": [
+          "action"
+        ],
+        "observation.state": [
+          "proprio"
+        ]
+      },
+      "reshuffle_each_epoch": true,
+      "seed": 0,
+      "statistic_keys": [
+        "observation.state",
+        "action",
+        "timestamp"
+      ],
+      "statistic_name": "robodojo_arx_x5",
+      "type": "DistributedRepeatingDataset"
+    },
+    "per_device_batch_size": 8,
+    "per_device_num_workers": 4
+  }
+}
\ No newline at end of file
diff --git a/pi0_paligemma_robodojo_full_finetune_bs256/config.yaml b/pi0_paligemma_robodojo_full_finetune_bs256/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ce10cffa7f25df6f7511df95057875029bb7993b
--- /dev/null
+++ b/pi0_paligemma_robodojo_full_finetune_bs256/config.yaml
@@ -0,0 +1,918 @@
+_PI0_ROBODOJO_DELTA_MASK:
+- true
+- true
+- true
+- true
+- true
+- true
+- false
+- true
+- true
+- true
+- true
+- true
+- true
+- false
+_PI0_ROBODOJO_STATS:
+  robodojo_arx_x5:
+    action:
+      count: 92980100
+      max:
+      - 2.190984010696411
+      - 2.860210657119751
+      - 2.9098896980285645
+      - 3.081826686859131
+      - 2.3564412593841553
+      - 4.020153999328613
+      - 1.0
+      - 2.032360553741455
+      - 3.3797459602355957
+      - 4.252756595611572
+      - 3.3967480659484863
+      - 3.1407182216644287
+      - 3.4700708389282227
+      - 1.0
+      mean:
+      - 0.002944688230520478
+      - -0.02273978544478616
+      - -0.01595988345759602
+      - 0.012653045052335679
+      - -0.00036925004286021907
+      - -0.002810816886079648
+      - 0.7733198894402199
+      - -0.001665844293170471
+      - -0.005889869578631844
+      - -0.003142197456721388
+      - 0.0012835924178307308
+      - -0.0006098368572494885
+      - -0.0025841846669483358
+      - 0.7851101517491746
+      min:
+      - -2.3431708812713623
+      - -2.8565127849578857
+      - -2.9247982501983643
+      - -3.2954680919647217
+      - -1.9588444232940674
+      - -4.495245933532715
+      - -3.212450869184004e-17
+      - -1.9679970741271973
+      - -2.856095790863037
+      - -2.9085304737091064
+      - -3.380599021911621
+      - -3.140778064727783
+      - -4.215540885925293
+      - -3.212450869184004e-17
+      q01:
+      - -0.9816640615463257
+      - -2.056368589401245
+      - -1.8049654960632324
+      - -1.309919834136963
+      - -0.7569671869277954
+      - -1.5582654476165771
+      - 0.0
+      - -0.8919917345046997
+      - -2.026737689971924
+      - -1.7403379678726196
+      - -1.3211758136749268
+      - -0.8450621366500854
+      - -1.6245449781417847
+      - 0.0
+      q99:
+      - 0.9855517148971558
+      - 1.8684489727020264
+      - 1.543192982673645
+      - 1.3830254077911377
+      - 0.7971591353416443
+      - 1.651127576828003
+      - 1.0
+      - 0.9411922097206116
+      - 1.8169732093811035
+      - 1.4770119190216064
+      - 1.3545492887496948
+      - 0.704921305179596
+      - 1.5059595108032227
+      - 1.0
+      std:
+      - 0.3085495891486599
+      - 0.6060294868883956
+      - 0.5104044521775194
+      - 0.43551522745980215
+      - 0.21062307871176156
+      - 0.45044876330011924
+      - 0.34265666903134123
+      - 0.27541140464717384
+      - 0.5886515952314446
+      - 0.5021945001704038
+      - 0.4273689086823123
+      - 0.19945708096405648
+      - 0.43223737747826557
+      - 0.34143679451875986
+    proprio:
+      count: 1859602
+      max:
+      - 1.7537026405334473
+      - 3.0546703338623047
+      - 3.8525187969207764
+      - 2.0974574089050293
+      - 1.8103265762329102
+      - 3.1366536617279053
+      - 1.0
+      - 1.6732014417648315
+      - 3.3797459602355957
+      - 4.252756595611572
+      - 2.5287232398986816
+      - 3.1440579891204834
+      - 3.0381109714508057
+      - 1.0
+      mean:
+      - -0.20040483418845204
+      - 0.9260308650671458
+      - 0.6881893789087474
+      - -0.3400484544283471
+      - 0.06579394032953159
+      - 0.004003331131509558
+      - 0.771446548553906
+      - 0.17299834959584776
+      - 0.8224941837716736
+      - 0.6196513047400859
+      - -0.3604178625374315
+      - -0.06267071413702419
+      - 0.0037534824507240434
+      - 0.7860054714056368
+      min:
+      - -1.4863648414611816
+      - -0.2586335241794586
+      - -0.06850092858076096
+      - -2.2642147541046143
+      - -1.4876768589019775
+      - -3.0168392658233643
+      - -3.212450869184004e-17
+      - -1.4924354553222656
+      - -0.27809593081474304
+      - -0.18774886429309845
+      - -2.5354628562927246
+      - -3.0663280487060547
+      - -3.0486762523651123
+      - -3.212450869184004e-17
+      q01:
+      - -1.051365613937378
+      - -3.52302449637288e-14
+      - 1.6996893991849812e-16
+      - -1.5984010696411133
+      - -0.600341260433197
+      - -1.6678147315979004
+      - 0.0
+      - -0.4500492811203003
+      - -2.5859282299029243e-14
+      - 1.194697223408134e-16
+      - -1.6398817300796509
+      - -1.2633672952651978
+      - -1.7600980997085571
+      - 0.0
+      q99:
+      - 0.5431358814239502
+      - 2.495765209197998
+      - 2.492974281311035
+      - 1.323737382888794
+      - 1.2496635913848877
+      - 1.7391636371612549
+      - 1.0
+      - 1.0814965963363647
+      - 2.4166555404663086
+      - 2.346989154815674
+      - 1.1415718793869019
+      - 0.5208872556686401
+      - 1.4889543056488037
+      - 1.0
+      std:
+      - 0.34305506136703257
+      - 0.8880398716756615
+      - 0.7302413867018247
+      - 0.6487680858145891
+      - 0.2989095916390101
+      - 0.584300843989697
+      - 0.34316664624786114
+      - 0.31989806135013626
+      - 0.8736479432260295
+      - 0.7135350385777451
+      - 0.6027223159771133
+      - 0.2836475966439172
+      - 0.5368540820848867
+      - 0.3406560080480477
+eval:
+  dataset:
+    transforms:
+    - img_keys:
+      - cam_high
+      - cam_left_wrist
+      - cam_right_wrist
+      type: ProcessEvalInputs
+    - norm_type: mean_std
+      stat_key: proprio
+      state_dim: 32
+      type: StateFromInputs
+    - add_new_line: true
+      type: ParquetPrompter
+      use_conversation: false
+    - max_len: 48
+      tokenizer:
+        model_path: checkpoints/pi05_base
+        type: PretrainedTokenizer
+      type: ProcessPrompts
+    - image_resize_strategy: letterbox
+      input_sizes:
+      - - 3
+        - 224
+        - 224
+      - - 3
+        - 224
+        - 224
+      - - 3
+        - 224
+        - 224
+      letterbox_fill:
+      - 0
+      - 0
+      - 0
+      letterbox_pad_position: center
+      means:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      stds:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      type: TransformImage
+    type: RoboDojoEvalDataset
+  denormalize_action:
+    action_dim: 14
+    delta_action_mask:
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - false
+    - true
+    - true
+    - true
+    - true
+    - true
+    - true
+    - false
+    norm_type: mean_std
+    statistic_name: robodojo_arx_x5
+    type: DenormalizeDeltaAction
+  model_family: pi0
+  num_trials_per_task: 25
+  report_kind: robodojo
+  task_suite_name: robodojo
+inference_model:
+  action_in_proj:
+    in_dim: 32
+    out_dim: 1024
+    type: LinearProjector
+  action_out_proj:
+    in_dim: 1024
+    out_dim: 32
+    type: LinearProjector
+  action_time_mlp_in:
+    in_dim: 2048
+    out_dim: 1024
+    type: LinearProjector
+  action_time_mlp_out:
+    in_dim: 1024
+    out_dim: 1024
+    type: LinearProjector
+  freeze_llm_backbone: false
+  freeze_vision_backbone: false
+  llm_backbone:
+    adarms_cond_dim: null
+    attention_bias: false
+    attention_dropout: 0.0
+    bos_token_id: 2
+    eos_token_id: 1
+    head_dim: 256
+    hidden_act: gelu_pytorch_tanh
+    hidden_activation: gelu_pytorch_tanh
+    hidden_size: 2048
+    initializer_range: 0.02
+    intermediate_size: 16384
+    max_position_embeddings: 8192
+    model_type: gemma
+    num_attention_heads: 8
+    num_hidden_layers: 18
+    num_key_value_heads: 1
+    rms_norm_eps: 1.0e-06
+    rope_theta: 10000.0
+    torch_dtype: float32
+    type: ConditionGemmaModel
+    use_cache: true
+    vocab_size: 257152
+  llm_expert:
+    adarms_cond_dim: null
+    attention_bias: false
+    attention_dropout: 0.0
+    bos_token_id: 2
+    eos_token_id: 1
+    head_dim: 256
+    hidden_act: gelu_pytorch_tanh
+    hidden_activation: gelu_pytorch_tanh
+    hidden_size: 1024
+    initializer_range: 0.02
+    intermediate_size: 4096
+    max_position_embeddings: 8192
+    model_type: gemma
+    num_attention_heads: 8
+    num_hidden_layers: 18
+    num_key_value_heads: 1
+    pad_token_id: 0
+    rms_norm_eps: 1.0e-06
+    rope_theta: 10000.0
+    torch_dtype: float32
+    transformers_version: 4.48.1
+    type: ConditionGemmaModel
+    use_adarms: false
+    use_cache: true
+    vocab_size: 257152
+  loss_action_dim: 32
+  max_action_dim: 32
+  n_action_steps: 50
+  name_mapping:
+    action_in_proj.projector: action_in_proj
+    action_out_proj.projector: action_out_proj
+    action_time_mlp_in.projector: action_time_mlp_in
+    action_time_mlp_out.projector: action_time_mlp_out
+    llm_backbone: paligemma_with_expert.paligemma.model.language_model
+    llm_backbone.embed_tokens: paligemma_with_expert.paligemma.lm_head
+    llm_expert: paligemma_with_expert.gemma_expert.model
+    llm_expert.embed_tokens: paligemma_with_expert.gemma_expert.lm_head
+    projector.projector: paligemma_with_expert.paligemma.model.multi_modal_projector.linear
+    state_proj.projector: state_proj
+    vision_backbone.vision: paligemma_with_expert.paligemma.model.vision_tower
+  openpi_fp32_flow: true
+  ori_action_dim: 14
+  params_to_change_dtype:
+  - llm_expert.llm.model.layers
+  - vlm_backbone.vlm.model.language_model.layers
+  - vlm_backbone.vlm.model.vision_tower
+  - vlm_backbone.vlm.model.multi_modal_projector
+  pretrained_name_or_path: ./checkpoints/pi0_base/model.safetensors
+  proj_width: 1024
+  projector:
+    in_dim: 1152
+    out_dim: 2048
+    type: LinearProjector
+  state_proj:
+    in_dim: 32
+    out_dim: 1024
+    type: LinearProjector
+  strict_mapping: true
+  time_beta_alpha: 1.5
+  time_beta_beta: 1.0
+  time_sampler: beta
+  type: PI0FlowMatching
+  vision_backbone:
+    openpi_stem_fp32: true
+    type: SigLIPViTBackbone
+    vision_backbone_id: siglip_224
+    vision_config:
+      attention_dropout: 0.0
+      hidden_act: gelu_pytorch_tanh
+      hidden_size: 1152
+      image_size: 224
+      intermediate_size: 4304
+      layer_norm_eps: 1.0e-06
+      model_type: siglip_vision_model
+      num_attention_heads: 16
+      num_channels: 3
+      num_hidden_layers: 27
+      patch_size: 14
+      projection_dim: 2048
+      projector_hidden_act: gelu_fast
+      torch_dtype: float32
+      vision_use_head: false
+model:
+  action_in_proj:
+    in_dim: 32
+    out_dim: 1024
+    type: LinearProjector
+  action_out_proj:
+    in_dim: 1024
+    out_dim: 32
+    type: LinearProjector
+  action_time_mlp_in:
+    in_dim: 2048
+    out_dim: 1024
+    type: LinearProjector
+  action_time_mlp_out:
+    in_dim: 1024
+    out_dim: 1024
+    type: LinearProjector
+  freeze_llm_backbone: false
+  freeze_vision_backbone: false
+  llm_backbone:
+    adarms_cond_dim: null
+    attention_bias: false
+    attention_dropout: 0.0
+    bos_token_id: 2
+    eos_token_id: 1
+    head_dim: 256
+    hidden_act: gelu_pytorch_tanh
+    hidden_activation: gelu_pytorch_tanh
+    hidden_size: 2048
+    initializer_range: 0.02
+    intermediate_size: 16384
+    max_position_embeddings: 8192
+    model_type: gemma
+    num_attention_heads: 8
+    num_hidden_layers: 18
+    num_key_value_heads: 1
+    rms_norm_eps: 1.0e-06
+    rope_theta: 10000.0
+    torch_dtype: float32
+    type: ConditionGemmaModel
+    use_cache: true
+    vocab_size: 257152
+  llm_expert:
+    adarms_cond_dim: null
+    attention_bias: false
+    attention_dropout: 0.0
+    bos_token_id: 2
+    eos_token_id: 1
+    head_dim: 256
+    hidden_act: gelu_pytorch_tanh
+    hidden_activation: gelu_pytorch_tanh
+    hidden_size: 1024
+    initializer_range: 0.02
+    intermediate_size: 4096
+    max_position_embeddings: 8192
+    model_type: gemma
+    num_attention_heads: 8
+    num_hidden_layers: 18
+    num_key_value_heads: 1
+    pad_token_id: 0
+    rms_norm_eps: 1.0e-06
+    rope_theta: 10000.0
+    torch_dtype: float32
+    transformers_version: 4.48.1
+    type: ConditionGemmaModel
+    use_adarms: false
+    use_cache: true
+    vocab_size: 257152
+  loss_action_dim: 32
+  max_action_dim: 32
+  n_action_steps: 50
+  name_mapping:
+    action_in_proj.projector: action_in_proj
+    action_out_proj.projector: action_out_proj
+    action_time_mlp_in.projector: action_time_mlp_in
+    action_time_mlp_out.projector: action_time_mlp_out
+    llm_backbone: paligemma_with_expert.paligemma.model.language_model
+    llm_backbone.embed_tokens: paligemma_with_expert.paligemma.lm_head
+    llm_expert: paligemma_with_expert.gemma_expert.model
+    llm_expert.embed_tokens: paligemma_with_expert.gemma_expert.lm_head
+    projector.projector: paligemma_with_expert.paligemma.model.multi_modal_projector.linear
+    state_proj.projector: state_proj
+    vision_backbone.vision: paligemma_with_expert.paligemma.model.vision_tower
+  openpi_fp32_flow: true
+  ori_action_dim: 14
+  params_to_change_dtype:
+  - llm_expert.llm.model.layers
+  - vlm_backbone.vlm.model.language_model.layers
+  - vlm_backbone.vlm.model.vision_tower
+  - vlm_backbone.vlm.model.multi_modal_projector
+  pretrained_name_or_path: ./checkpoints/pi0_base/model.safetensors
+  proj_width: 1024
+  projector:
+    in_dim: 1152
+    out_dim: 2048
+    type: LinearProjector
+  state_proj:
+    in_dim: 32
+    out_dim: 1024
+    type: LinearProjector
+  strict_mapping: true
+  time_beta_alpha: 1.5
+  time_beta_beta: 1.0
+  time_sampler: beta
+  type: PI0FlowMatching
+  vision_backbone:
+    openpi_stem_fp32: true
+    type: SigLIPViTBackbone
+    vision_backbone_id: siglip_224
+    vision_config:
+      attention_dropout: 0.0
+      hidden_act: gelu_pytorch_tanh
+      hidden_size: 1152
+      image_size: 224
+      intermediate_size: 4304
+      layer_norm_eps: 1.0e-06
+      model_type: siglip_vision_model
+      num_attention_heads: 16
+      num_channels: 3
+      num_hidden_layers: 27
+      patch_size: 14
+      projection_dim: 2048
+      projector_hidden_act: gelu_fast
+      torch_dtype: float32
+      vision_use_head: false
+runner:
+  change_key_name: false
+  collator:
+    keys:
+    - states
+    - timestamp
+    - images
+    - img_masks
+    - lang_tokens
+    - lang_masks
+    - actions
+    - action_masks
+    meta_keys:
+    - task_description
+    - prompt
+    - info
+    - stats
+    type: DictCollator
+  deterministic_algorithms: true
+  ema_decay: 0.99
+  enable_gradient_checkpointing: true
+  enable_mixed_precision_training: true
+  fsdp_wrap_policy: execution-block
+  grad_accumulation_steps: 2
+  keep_params_fp32: true
+  lr_scheduler:
+    decay_steps: 30000
+    min_lr: 2.5e-06
+    type: openpi-warmup+cosine-decay
+    warmup_steps: 1000
+  max_epochs: null
+  max_grad_norm: 1.0
+  max_keep_ckpts: 5
+  max_steps: 60000
+  metric:
+    active_trackers:
+    - jsonl
+    - wandb
+    run_dir: work_dirs
+    type: VLAMetric
+    window_size: 1
+  mixed_precision_dtype: bf16
+  optimizer:
+    betas:
+    - 0.9
+    - 0.95
+    eps: 1.0e-08
+    foreach: false
+    fused: true
+    lr: 2.5e-05
+    type: AdamW
+    weight_decay: 1.0e-10
+    weight_decay_all_params: true
+  reduce_in_full_precision: true
+  sampler: null
+  save_epoch_interval: 1
+  save_iter_interval: 5000
+  seed: 0
+  sharding_strategy: global-shard-grad-op
+  tokenizer:
+    model_path: checkpoints/pi05_base
+    type: PretrainedTokenizer
+  type: FSDPTrainRunner
+themis:
+  ros_server:
+    dataset_section: eval
+    denormalize_context:
+      task_suite_name: robodojo_arx_x5
+    device: cuda:0
+    enable_mixed_precision: true
+    evaluation_reporting:
+      result_output_dir: work_dirs/fluxthemis
+    forward_seed: false
+    mixed_precision_dtype: bf16
+    model_outputs_environment_actions: false
+    workers:
+      lease_timeout_s: 900.0
+      request_timeout_s: 120.0
+      startup_timeout_s: 900.0
+  runner:
+    environment:
+      action_mode: joint
+      device_id: 1
+      env_cfg_type: arx_x5
+      headless: true
+      robodojo_root: /root/projects/RoboDojo
+      save_videos: false
+      task_name: all
+      type: RoboDojoEnvironment
+    episodes_per_task: 25
+    evaluator:
+      type: SuccessRateEvaluator
+    execute_horizon: 50
+    max_episode_steps: 2000
+    model_client:
+      type: FluxVLAZMQModelClient
+    parallel_workers: 1
+    seed: 0
+    simulator_gpu_ids: null
+    stop_on_success: true
+    type: EvalRunner
+    work_dir: work_dirs/fluxthemis
+  transport:
+    host: 127.0.0.1
+    image_encoding: rgb8
+    image_keys:
+    - cam_high
+    - cam_left_wrist
+    - cam_right_wrist
+    port: 5555
+    report_service_name: /fluxvla/report_evaluation
+    state_keys:
+    - states
+    timeout_s: 30.0
+    unnorm_key: robodojo_arx_x5
+train_dataloader:
+  dataset:
+    dataset_statistics:
+      robodojo_arx_x5:
+        action:
+          count: 92980100
+          max:
+          - 2.190984010696411
+          - 2.860210657119751
+          - 2.9098896980285645
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+          - 3.3967480659484863
+          - 3.1407182216644287
+          - 3.4700708389282227
+          - 1.0
+          mean:
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+          - -0.01595988345759602
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+          - -0.0006098368572494885
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+          - 0.7851101517491746
+          min:
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+          - -4.215540885925293
+          - -3.212450869184004e-17
+          q01:
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+          - -0.8450621366500854
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+          - 0.0
+          q99:
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+          - 1.543192982673645
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+          - 0.7971591353416443
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+          - 1.4770119190216064
+          - 1.3545492887496948
+          - 0.704921305179596
+          - 1.5059595108032227
+          - 1.0
+          std:
+          - 0.3085495891486599
+          - 0.6060294868883956
+          - 0.5104044521775194
+          - 0.43551522745980215
+          - 0.21062307871176156
+          - 0.45044876330011924
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+          - 0.4273689086823123
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+          - 0.43223737747826557
+          - 0.34143679451875986
+        proprio:
+          count: 1859602
+          max:
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+          - 3.0546703338623047
+          - 3.8525187969207764
+          - 2.0974574089050293
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+          - 2.5287232398986816
+          - 3.1440579891204834
+          - 3.0381109714508057
+          - 1.0
+          mean:
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+          - 0.6881893789087474
+          - -0.3400484544283471
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+          min:
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+          - -2.5354628562927246
+          - -3.0663280487060547
+          - -3.0486762523651123
+          - -3.212450869184004e-17
+          q01:
+          - -1.051365613937378
+          - -3.52302449637288e-14
+          - 1.6996893991849812e-16
+          - -1.5984010696411133
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+          - -1.6678147315979004
+          - 0.0
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+          - 1.194697223408134e-16
+          - -1.6398817300796509
+          - -1.2633672952651978
+          - -1.7600980997085571
+          - 0.0
+          q99:
+          - 0.5431358814239502
+          - 2.495765209197998
+          - 2.492974281311035
+          - 1.323737382888794
+          - 1.2496635913848877
+          - 1.7391636371612549
+          - 1.0
+          - 1.0814965963363647
+          - 2.4166555404663086
+          - 2.346989154815674
+          - 1.1415718793869019
+          - 0.5208872556686401
+          - 1.4889543056488037
+          - 1.0
+          std:
+          - 0.34305506136703257
+          - 0.8880398716756615
+          - 0.7302413867018247
+          - 0.6487680858145891
+          - 0.2989095916390101
+          - 0.584300843989697
+          - 0.34316664624786114
+          - 0.31989806135013626
+          - 0.8736479432260295
+          - 0.7135350385777451
+          - 0.6027223159771133
+          - 0.2836475966439172
+          - 0.5368540820848867
+          - 0.3406560080480477
+    datasets:
+    - action_key: action
+      action_window_size: 50
+      data_root_path:
+      - ./datasets/RoboDojo_lerobot_v21_video
+      statistic_name: robodojo_arx_x5
+      supervise_terminal_padding: true
+      transforms:
+      - name_mappings:
+          actions:
+          - actions
+          observation.state:
+          - states
+        parquet_keys:
+        - observation.state
+        - timestamp
+        - actions
+        - info
+        - stats
+        - action_masks
+        type: ProcessParquetInputs
+        video_backend: pyav
+        video_keys:
+        - observation.images.cam_high
+        - observation.images.cam_left_wrist
+        - observation.images.cam_right_wrist
+      - mask:
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - false
+        - true
+        - true
+        - true
+        - true
+        - true
+        - true
+        - false
+        type: DeltaActions
+      - action_dim: 32
+        action_key: action
+        norm_type: mean_std
+        state_dim: 32
+        state_key: proprio
+        type: NormalizeStatesAndActions
+      - add_new_line: true
+        type: ParquetPrompter
+        use_conversation: false
+      - max_len: 48
+        tokenizer:
+          model_path: checkpoints/pi05_base
+          type: PretrainedTokenizer
+        type: ProcessPrompts
+      - backend: pil
+        height: 224
+        type: ResizeImagesWithPad
+        width: 224
+      - type: SimpleNormalizeImages
+      - base_camera_indices:
+        - 0
+        type: OpenPIImageAugment
+      type: ParquetDataset
+      use_delta: false
+      window_start_idx: 0
+    name_mappings:
+      action:
+      - action
+      observation.state:
+      - proprio
+    reshuffle_each_epoch: true
+    seed: 0
+    statistic_keys:
+    - observation.state
+    - action
+    - timestamp
+    statistic_name: robodojo_arx_x5
+    type: DistributedRepeatingDataset
+  per_device_batch_size: 8
+  per_device_num_workers: 4
diff --git a/pi0_paligemma_robodojo_full_finetune_bs256/dataset_statistics.json b/pi0_paligemma_robodojo_full_finetune_bs256/dataset_statistics.json
new file mode 100644
index 0000000000000000000000000000000000000000..02d9edaa85269dac67081e42cfb096ce574bf23c
--- /dev/null
+++ b/pi0_paligemma_robodojo_full_finetune_bs256/dataset_statistics.json
@@ -0,0 +1,202 @@
+{
+  "robodojo_arx_x5": {
+    "proprio": {
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+    "action_time_mlp_in": {
+      "in_dim": 1440,
+      "out_dim": 720,
+      "type": "LinearProjector"
+    },
+    "action_time_mlp_out": {
+      "in_dim": 720,
+      "out_dim": 720,
+      "type": "LinearProjector"
+    },
+    "add_image_special_tokens": false,
+    "chunk_size": 50,
+    "freeze_vlm_backbone": false,
+    "llm_expert": {
+      "attention_bias": false,
+      "attention_mode": "cross_attn",
+      "head_dim": 64,
+      "hidden_act": "silu",
+      "hidden_size": 720,
+      "intermediate_size": -1,
+      "max_position_embeddings": 8192,
+      "num_attention_heads": 15,
+      "num_hidden_layers": 16,
+      "num_key_value_heads": 5,
+      "rms_norm_eps": 1e-05,
+      "self_attn_every_n_layers": 2,
+      "torch_dtype": "bfloat16",
+      "type": "SmolVLMExpert",
+      "vlm_kv_dim": 320,
+      "vocab_size": 49280
+    },
+    "max_action_dim": 32,
+    "name_mapping": {
+      "action_in_proj.projector": "model.action_in_proj",
+      "action_out_proj.projector": "model.action_out_proj",
+      "action_time_mlp_in.projector": "model.action_time_mlp_in",
+      "action_time_mlp_out.projector": "model.action_time_mlp_out",
+      "llm_expert.expert": "model.vlm_with_expert.lm_expert",
+      "state_proj.projector": "model.state_proj",
+      "vlm_backbone.vlm": "model.vlm_with_expert.vlm.model"
+    },
+    "num_steps": 10,
+    "ori_action_dim": 14,
+    "pretrained_name_or_path": "./checkpoints/smolvla_base/model.safetensors",
+    "state_proj": {
+      "in_dim": 32,
+      "out_dim": 960,
+      "type": "LinearProjector"
+    },
+    "type": "SmolVLAFlowMatching",
+    "vlm_backbone": {
+      "num_vlm_layers": 16,
+      "scale_factor": 4,
+      "text_config": {
+        "head_dim": 64,
+        "hidden_act": "silu",
+        "hidden_size": 960,
+        "intermediate_size": 2560,
+        "max_position_embeddings": 8192,
+        "num_attention_heads": 15,
+        "num_hidden_layers": 32,
+        "num_key_value_heads": 5,
+        "rms_norm_eps": 1e-05,
+        "vocab_size": 49280
+      },
+      "torch_dtype": "bfloat16",
+      "type": "SmolVLMBackbone",
+      "vision_config": {
+        "hidden_act": "gelu_pytorch_tanh",
+        "hidden_size": 768,
+        "image_size": 512,
+        "intermediate_size": 3072,
+        "layer_norm_eps": 1e-06,
+        "num_attention_heads": 12,
+        "num_hidden_layers": 12,
+        "patch_size": 16
+      }
+    }
+  },
+  "runner": {
+    "change_key_name": false,
+    "collator": {
+      "keys": [
+        "states",
+        "timestamp",
+        "images",
+        "img_masks",
+        "lang_tokens",
+        "lang_masks",
+        "actions",
+        "action_masks"
+      ],
+      "meta_keys": [
+        "task_description",
+        "prompt",
+        "info",
+        "stats"
+      ],
+      "type": "DictCollator"
+    },
+    "deterministic_algorithms": true,
+    "enable_gradient_checkpointing": true,
+    "enable_mixed_precision_training": true,
+    "grad_accumulation_steps": 2,
+    "lr_scheduler": {
+      "decay_steps": 30000,
+      "min_lr": 2.5e-06,
+      "type": "linear-warmup+cosine-decay",
+      "warmup_steps": 1000
+    },
+    "max_epochs": null,
+    "max_grad_norm": 10.0,
+    "max_keep_ckpts": 10,
+    "max_steps": 100000,
+    "metric": {
+      "active_trackers": [
+        "jsonl",
+        "wandb"
+      ],
+      "run_dir": "work_dirs",
+      "type": "VLAMetric",
+      "window_size": 1
+    },
+    "mixed_precision_dtype": "bf16",
+    "optimizer": {
+      "betas": [
+        0.9,
+        0.95
+      ],
+      "eps": 1e-08,
+      "foreach": false,
+      "fused": true,
+      "lr": 0.0001,
+      "type": "AdamW",
+      "weight_decay": 1e-10,
+      "weight_decay_all_params": true
+    },
+    "sampler": null,
+    "save_iter_interval": 10000,
+    "seed": 0,
+    "sharding_strategy": "full-shard",
+    "tokenizer": {
+      "model_path": "./checkpoints/SmolVLM2-500M-Video-Instruct",
+      "type": "PretrainedTokenizer"
+    },
+    "type": "FSDPTrainRunner"
+  },
+  "themis": {
+    "ros_server": {
+      "dataset_section": "eval",
+      "denormalize_context": {
+        "task_suite_name": "robodojo_arx_x5"
+      },
+      "device": "cuda:0",
+      "enable_mixed_precision": true,
+      "evaluation_reporting": {
+        "result_output_dir": "work_dirs/fluxthemis"
+      },
+      "forward_seed": false,
+      "mixed_precision_dtype": "bf16",
+      "model_outputs_environment_actions": false,
+      "workers": {
+        "lease_timeout_s": 900.0,
+        "request_timeout_s": 120.0,
+        "startup_timeout_s": 900.0
+      }
+    },
+    "runner": {
+      "environment": {
+        "action_mode": "joint",
+        "device_id": 1,
+        "env_cfg_type": "arx_x5",
+        "headless": true,
+        "robodojo_root": "/root/projects/RoboDojo",
+        "save_videos": false,
+        "task_name": "all",
+        "type": "RoboDojoEnvironment"
+      },
+      "episodes_per_task": 50,
+      "episodes_per_task_overrides": {
+        "arrange_largest_number": 25,
+        "arrange_largest_number_random": 25,
+        "fold_clothes": 25,
+        "fold_clothes_random": 25,
+        "hang_mugs": 25,
+        "hang_mugs_random": 25,
+        "make_toast": 25,
+        "make_toast_random": 25,
+        "pack_objects_into_box": 25,
+        "pack_objects_into_box_random": 25,
+        "pour_liquid_into_cup": 25,
+        "pour_liquid_into_cup_random": 25,
+        "push_T": 25,
+        "push_T_random": 25,
+        "sort_nesting_dolls_by_size": 25,
+        "sort_nesting_dolls_by_size_random": 25,
+        "stack_blocks": 25,
+        "stack_blocks_random": 25,
+        "stack_bowls": 25,
+        "stack_bowls_random": 25,
+        "store_laptop_and_headphones": 25,
+        "store_laptop_and_headphones_random": 25,
+        "sweep_blocks": 25,
+        "sweep_blocks_random": 25
+      },
+      "evaluator": {
+        "type": "SuccessRateEvaluator"
+      },
+      "execute_horizon": 50,
+      "max_episode_steps": 2000,
+      "model_client": {
+        "type": "FluxVLAZMQModelClient"
+      },
+      "parallel_workers": 1,
+      "seed": 0,
+      "simulator_gpu_ids": null,
+      "stop_on_success": true,
+      "type": "EvalRunner",
+      "work_dir": "work_dirs/fluxthemis"
+    },
+    "transport": {
+      "host": "127.0.0.1",
+      "image_encoding": "rgb8",
+      "image_keys": [
+        "cam_high",
+        "cam_left_wrist",
+        "cam_right_wrist"
+      ],
+      "port": 5555,
+      "report_service_name": "/fluxvla/report_evaluation",
+      "state_keys": [
+        "states"
+      ],
+      "timeout_s": 30.0,
+      "unnorm_key": "robodojo_arx_x5"
+    }
+  },
+  "train_dataloader": {
+    "dataset": {
+      "datasets": [
+        {
+          "action_key": "action",
+          "action_window_size": 50,
+          "data_root_path": [
+            "./datasets/RoboDojo_lerobot_v21_video"
+          ],
+          "statistic_name": "robodojo_arx_x5",
+          "transforms": [
+            {
+              "name_mappings": {
+                "actions": [
+                  "actions"
+                ],
+                "observation.state": [
+                  "states"
+                ]
+              },
+              "parquet_keys": [
+                "observation.state",
+                "timestamp",
+                "actions",
+                "info",
+                "stats",
+                "action_masks"
+              ],
+              "type": "ProcessParquetInputs",
+              "video_backend": "pyav",
+              "video_keys": [
+                "observation.images.cam_high",
+                "observation.images.cam_left_wrist",
+                "observation.images.cam_right_wrist"
+              ]
+            },
+            {
+              "action_dim": 32,
+              "action_key": "action",
+              "norm_type": "mean_std",
+              "state_dim": 32,
+              "state_key": "proprio",
+              "type": "NormalizeStatesAndActions"
+            },
+            {
+              "add_new_line": true,
+              "type": "ParquetPrompter",
+              "use_conversation": false
+            },
+            {
+              "max_len": 48,
+              "tokenizer": {
+                "model_path": "./checkpoints/SmolVLM2-500M-Video-Instruct",
+                "type": "PretrainedTokenizer"
+              },
+              "type": "ProcessPrompts"
+            },
+            {
+              "height": 512,
+              "pad_direction": "top-left",
+              "type": "ResizeImagesWithPad",
+              "width": 512
+            },
+            {
+              "type": "SimpleNormalizeImages"
+            }
+          ],
+          "type": "ParquetDataset",
+          "use_delta": false,
+          "window_start_idx": 0
+        }
+      ],
+      "name_mappings": {
+        "action": [
+          "action"
+        ],
+        "observation.state": [
+          "proprio"
+        ]
+      },
+      "reshuffle_each_epoch": true,
+      "seed": 0,
+      "statistic_keys": [
+        "observation.state",
+        "action",
+        "timestamp"
+      ],
+      "statistic_name": "robodojo_arx_x5",
+      "type": "DistributedRepeatingDataset"
+    },
+    "per_device_batch_size": 32,
+    "per_device_num_workers": 4
+  }
+}
\ No newline at end of file
diff --git a/smolvla_robodojo_full_finetune_bs512/config.yaml b/smolvla_robodojo_full_finetune_bs512/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4192a0302ca3161f788f8a3b741351512d9013fd
--- /dev/null
+++ b/smolvla_robodojo_full_finetune_bs512/config.yaml
@@ -0,0 +1,488 @@
+_ROBODOJO_DATA_ROOT: ./datasets/RoboDojo_lerobot_v21_video
+_ROBODOJO_EPISODE_OVERRIDES:
+  arrange_largest_number: 25
+  arrange_largest_number_random: 25
+  fold_clothes: 25
+  fold_clothes_random: 25
+  hang_mugs: 25
+  hang_mugs_random: 25
+  make_toast: 25
+  make_toast_random: 25
+  pack_objects_into_box: 25
+  pack_objects_into_box_random: 25
+  pour_liquid_into_cup: 25
+  pour_liquid_into_cup_random: 25
+  push_T: 25
+  push_T_random: 25
+  sort_nesting_dolls_by_size: 25
+  sort_nesting_dolls_by_size_random: 25
+  stack_blocks: 25
+  stack_blocks_random: 25
+  stack_bowls: 25
+  stack_bowls_random: 25
+  store_laptop_and_headphones: 25
+  store_laptop_and_headphones_random: 25
+  sweep_blocks: 25
+  sweep_blocks_random: 25
+_ROBODOJO_GENERALIZATION_BASE_TASKS:
+- stack_bowls
+- push_T
+- pack_objects_into_box
+- fold_clothes
+- hang_mugs
+- sweep_blocks
+- pour_liquid_into_cup
+- make_toast
+- arrange_largest_number
+- sort_nesting_dolls_by_size
+- store_laptop_and_headphones
+- stack_blocks
+eval:
+  dataset:
+    transforms:
+    - img_keys:
+      - cam_high
+      - cam_left_wrist
+      - cam_right_wrist
+      type: ProcessEvalInputs
+    - norm_type: mean_std
+      stat_key: proprio
+      state_dim: 32
+      type: StateFromInputs
+    - add_new_line: true
+      type: ParquetPrompter
+      use_conversation: false
+    - max_len: 48
+      tokenizer:
+        model_path: ./checkpoints/SmolVLM2-500M-Video-Instruct
+        type: PretrainedTokenizer
+      type: ProcessPrompts
+    - image_resize_strategy: letterbox
+      input_sizes:
+      - - 3
+        - 512
+        - 512
+      - - 3
+        - 512
+        - 512
+      - - 3
+        - 512
+        - 512
+      letterbox_fill:
+      - 0
+      - 0
+      - 0
+      letterbox_pad_position: top-left
+      means:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      stds:
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      - - 127.5
+        - 127.5
+        - 127.5
+      type: TransformImage
+    type: RoboDojoEvalDataset
+  denormalize_action:
+    action_dim: 14
+    norm_type: mean_std
+    statistic_name: robodojo_arx_x5
+    type: DenormalizePrivateAction
+  model_family: smolvla
+  num_trials_per_task: 50
+  num_trials_per_task_overrides:
+    arrange_largest_number: 25
+    arrange_largest_number_random: 25
+    fold_clothes: 25
+    fold_clothes_random: 25
+    hang_mugs: 25
+    hang_mugs_random: 25
+    make_toast: 25
+    make_toast_random: 25
+    pack_objects_into_box: 25
+    pack_objects_into_box_random: 25
+    pour_liquid_into_cup: 25
+    pour_liquid_into_cup_random: 25
+    push_T: 25
+    push_T_random: 25
+    sort_nesting_dolls_by_size: 25
+    sort_nesting_dolls_by_size_random: 25
+    stack_blocks: 25
+    stack_blocks_random: 25
+    stack_bowls: 25
+    stack_bowls_random: 25
+    store_laptop_and_headphones: 25
+    store_laptop_and_headphones_random: 25
+    sweep_blocks: 25
+    sweep_blocks_random: 25
+  report_kind: robodojo
+  task_suite_name: robodojo
+inference_model:
+  action_in_proj:
+    in_dim: 32
+    out_dim: 720
+    type: LinearProjector
+  action_out_proj:
+    in_dim: 720
+    out_dim: 32
+    type: LinearProjector
+  action_time_mlp_in:
+    in_dim: 1440
+    out_dim: 720
+    type: LinearProjector
+  action_time_mlp_out:
+    in_dim: 720
+    out_dim: 720
+    type: LinearProjector
+  add_image_special_tokens: false
+  chunk_size: 50
+  freeze_vlm_backbone: false
+  llm_expert:
+    attention_bias: false
+    attention_mode: cross_attn
+    head_dim: 64
+    hidden_act: silu
+    hidden_size: 720
+    intermediate_size: -1
+    max_position_embeddings: 8192
+    num_attention_heads: 15
+    num_hidden_layers: 16
+    num_key_value_heads: 5
+    rms_norm_eps: 1.0e-05
+    self_attn_every_n_layers: 2
+    torch_dtype: bfloat16
+    type: SmolVLMExpert
+    vlm_kv_dim: 320
+    vocab_size: 49280
+  max_action_dim: 32
+  name_mapping:
+    action_in_proj.projector: model.action_in_proj
+    action_out_proj.projector: model.action_out_proj
+    action_time_mlp_in.projector: model.action_time_mlp_in
+    action_time_mlp_out.projector: model.action_time_mlp_out
+    llm_expert.expert: model.vlm_with_expert.lm_expert
+    state_proj.projector: model.state_proj
+    vlm_backbone.vlm: model.vlm_with_expert.vlm.model
+  num_steps: 10
+  ori_action_dim: 14
+  pretrained_name_or_path: ./checkpoints/smolvla_base/model.safetensors
+  state_proj:
+    in_dim: 32
+    out_dim: 960
+    type: LinearProjector
+  type: SmolVLAFlowMatching
+  vlm_backbone:
+    num_vlm_layers: 16
+    scale_factor: 4
+    text_config:
+      head_dim: 64
+      hidden_act: silu
+      hidden_size: 960
+      intermediate_size: 2560
+      max_position_embeddings: 8192
+      num_attention_heads: 15
+      num_hidden_layers: 32
+      num_key_value_heads: 5
+      rms_norm_eps: 1.0e-05
+      vocab_size: 49280
+    torch_dtype: bfloat16
+    type: SmolVLMBackbone
+    vision_config:
+      hidden_act: gelu_pytorch_tanh
+      hidden_size: 768
+      image_size: 512
+      intermediate_size: 3072
+      layer_norm_eps: 1.0e-06
+      num_attention_heads: 12
+      num_hidden_layers: 12
+      patch_size: 16
+model:
+  action_in_proj:
+    in_dim: 32
+    out_dim: 720
+    type: LinearProjector
+  action_out_proj:
+    in_dim: 720
+    out_dim: 32
+    type: LinearProjector
+  action_time_mlp_in:
+    in_dim: 1440
+    out_dim: 720
+    type: LinearProjector
+  action_time_mlp_out:
+    in_dim: 720
+    out_dim: 720
+    type: LinearProjector
+  add_image_special_tokens: false
+  chunk_size: 50
+  freeze_vlm_backbone: false
+  llm_expert:
+    attention_bias: false
+    attention_mode: cross_attn
+    head_dim: 64
+    hidden_act: silu
+    hidden_size: 720
+    intermediate_size: -1
+    max_position_embeddings: 8192
+    num_attention_heads: 15
+    num_hidden_layers: 16
+    num_key_value_heads: 5
+    rms_norm_eps: 1.0e-05
+    self_attn_every_n_layers: 2
+    torch_dtype: bfloat16
+    type: SmolVLMExpert
+    vlm_kv_dim: 320
+    vocab_size: 49280
+  max_action_dim: 32
+  name_mapping:
+    action_in_proj.projector: model.action_in_proj
+    action_out_proj.projector: model.action_out_proj
+    action_time_mlp_in.projector: model.action_time_mlp_in
+    action_time_mlp_out.projector: model.action_time_mlp_out
+    llm_expert.expert: model.vlm_with_expert.lm_expert
+    state_proj.projector: model.state_proj
+    vlm_backbone.vlm: model.vlm_with_expert.vlm.model
+  num_steps: 10
+  ori_action_dim: 14
+  pretrained_name_or_path: ./checkpoints/smolvla_base/model.safetensors
+  state_proj:
+    in_dim: 32
+    out_dim: 960
+    type: LinearProjector
+  type: SmolVLAFlowMatching
+  vlm_backbone:
+    num_vlm_layers: 16
+    scale_factor: 4
+    text_config:
+      head_dim: 64
+      hidden_act: silu
+      hidden_size: 960
+      intermediate_size: 2560
+      max_position_embeddings: 8192
+      num_attention_heads: 15
+      num_hidden_layers: 32
+      num_key_value_heads: 5
+      rms_norm_eps: 1.0e-05
+      vocab_size: 49280
+    torch_dtype: bfloat16
+    type: SmolVLMBackbone
+    vision_config:
+      hidden_act: gelu_pytorch_tanh
+      hidden_size: 768
+      image_size: 512
+      intermediate_size: 3072
+      layer_norm_eps: 1.0e-06
+      num_attention_heads: 12
+      num_hidden_layers: 12
+      patch_size: 16
+runner:
+  change_key_name: false
+  collator:
+    keys:
+    - states
+    - timestamp
+    - images
+    - img_masks
+    - lang_tokens
+    - lang_masks
+    - actions
+    - action_masks
+    meta_keys:
+    - task_description
+    - prompt
+    - info
+    - stats
+    type: DictCollator
+  deterministic_algorithms: true
+  enable_gradient_checkpointing: true
+  enable_mixed_precision_training: true
+  grad_accumulation_steps: 2
+  lr_scheduler:
+    decay_steps: 30000
+    min_lr: 2.5e-06
+    type: linear-warmup+cosine-decay
+    warmup_steps: 1000
+  max_epochs: null
+  max_grad_norm: 10.0
+  max_keep_ckpts: 10
+  max_steps: 100000
+  metric:
+    active_trackers:
+    - jsonl
+    - wandb
+    run_dir: work_dirs
+    type: VLAMetric
+    window_size: 1
+  mixed_precision_dtype: bf16
+  optimizer:
+    betas:
+    - 0.9
+    - 0.95
+    eps: 1.0e-08
+    foreach: false
+    fused: true
+    lr: 0.0001
+    type: AdamW
+    weight_decay: 1.0e-10
+    weight_decay_all_params: true
+  sampler: null
+  save_iter_interval: 10000
+  seed: 0
+  sharding_strategy: full-shard
+  tokenizer:
+    model_path: ./checkpoints/SmolVLM2-500M-Video-Instruct
+    type: PretrainedTokenizer
+  type: FSDPTrainRunner
+themis:
+  ros_server:
+    dataset_section: eval
+    denormalize_context:
+      task_suite_name: robodojo_arx_x5
+    device: cuda:0
+    enable_mixed_precision: true
+    evaluation_reporting:
+      result_output_dir: work_dirs/fluxthemis
+    forward_seed: false
+    mixed_precision_dtype: bf16
+    model_outputs_environment_actions: false
+    workers:
+      lease_timeout_s: 900.0
+      request_timeout_s: 120.0
+      startup_timeout_s: 900.0
+  runner:
+    environment:
+      action_mode: joint
+      device_id: 1
+      env_cfg_type: arx_x5
+      headless: true
+      robodojo_root: /root/projects/RoboDojo
+      save_videos: false
+      task_name: all
+      type: RoboDojoEnvironment
+    episodes_per_task: 50
+    episodes_per_task_overrides:
+      arrange_largest_number: 25
+      arrange_largest_number_random: 25
+      fold_clothes: 25
+      fold_clothes_random: 25
+      hang_mugs: 25
+      hang_mugs_random: 25
+      make_toast: 25
+      make_toast_random: 25
+      pack_objects_into_box: 25
+      pack_objects_into_box_random: 25
+      pour_liquid_into_cup: 25
+      pour_liquid_into_cup_random: 25
+      push_T: 25
+      push_T_random: 25
+      sort_nesting_dolls_by_size: 25
+      sort_nesting_dolls_by_size_random: 25
+      stack_blocks: 25
+      stack_blocks_random: 25
+      stack_bowls: 25
+      stack_bowls_random: 25
+      store_laptop_and_headphones: 25
+      store_laptop_and_headphones_random: 25
+      sweep_blocks: 25
+      sweep_blocks_random: 25
+    evaluator:
+      type: SuccessRateEvaluator
+    execute_horizon: 50
+    max_episode_steps: 2000
+    model_client:
+      type: FluxVLAZMQModelClient
+    parallel_workers: 1
+    seed: 0
+    simulator_gpu_ids: null
+    stop_on_success: true
+    type: EvalRunner
+    work_dir: work_dirs/fluxthemis
+  transport:
+    host: 127.0.0.1
+    image_encoding: rgb8
+    image_keys:
+    - cam_high
+    - cam_left_wrist
+    - cam_right_wrist
+    port: 5555
+    report_service_name: /fluxvla/report_evaluation
+    state_keys:
+    - states
+    timeout_s: 30.0
+    unnorm_key: robodojo_arx_x5
+train_dataloader:
+  dataset:
+    datasets:
+    - action_key: action
+      action_window_size: 50
+      data_root_path:
+      - ./datasets/RoboDojo_lerobot_v21_video
+      statistic_name: robodojo_arx_x5
+      transforms:
+      - name_mappings:
+          actions:
+          - actions
+          observation.state:
+          - states
+        parquet_keys:
+        - observation.state
+        - timestamp
+        - actions
+        - info
+        - stats
+        - action_masks
+        type: ProcessParquetInputs
+        video_backend: pyav
+        video_keys:
+        - observation.images.cam_high
+        - observation.images.cam_left_wrist
+        - observation.images.cam_right_wrist
+      - action_dim: 32
+        action_key: action
+        norm_type: mean_std
+        state_dim: 32
+        state_key: proprio
+        type: NormalizeStatesAndActions
+      - add_new_line: true
+        type: ParquetPrompter
+        use_conversation: false
+      - max_len: 48
+        tokenizer:
+          model_path: ./checkpoints/SmolVLM2-500M-Video-Instruct
+          type: PretrainedTokenizer
+        type: ProcessPrompts
+      - height: 512
+        pad_direction: top-left
+        type: ResizeImagesWithPad
+        width: 512
+      - type: SimpleNormalizeImages
+      type: ParquetDataset
+      use_delta: false
+      window_start_idx: 0
+    name_mappings:
+      action:
+      - action
+      observation.state:
+      - proprio
+    reshuffle_each_epoch: true
+    seed: 0
+    statistic_keys:
+    - observation.state
+    - action
+    - timestamp
+    statistic_name: robodojo_arx_x5
+    type: DistributedRepeatingDataset
+  per_device_batch_size: 32
+  per_device_num_workers: 4
diff --git a/smolvla_robodojo_full_finetune_bs512/dataset_statistics.json b/smolvla_robodojo_full_finetune_bs512/dataset_statistics.json
new file mode 100644
index 0000000000000000000000000000000000000000..7df666ce63993821fec74ff55f9543cd2e13adda
--- /dev/null
+++ b/smolvla_robodojo_full_finetune_bs512/dataset_statistics.json
@@ -0,0 +1,156 @@
+{
+  "robodojo_arx_x5": {
+    "proprio": {
+      "mean": [
+        -0.20040483290933933,
+        0.9260306606167606,
+        0.6881890325982686,
+        -0.3400483206709066,
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+        0.004003346747695925,
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+        0.1729983421764827,
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+        0.6196512620467081,
+        -0.3604178425587031,
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+        0.0037534706356096253,
+        0.7860055662365837
+      ],
+      "std": [
+        0.34305506149779086,
+        0.88803979292961,
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+        0.29890958198694983,
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+        0.6027223232925302,
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+        0.5368540927401809,
+        0.3406560199738384
+      ],
+      "min": [
+        -1.4863648414611816,
+        -0.2586335241794586,
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+        -2.2642147541046143,
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+        -3.212450869184004e-17,
+        -1.4924354553222656,
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+        -2.5354628562927246,
+        -3.0663280487060547,
+        -3.0486762523651123,
+        -3.212450869184004e-17
+      ],
+      "max": [
+        1.7537026405334473,
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+        3.8525187969207764,
+        2.0974574089050293,
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+        3.1440579891204834,
+        3.0381109714508057,
+        1.0
+      ],
+      "q01": null,
+      "q99": null
+    },
+    "action": {
+      "mean": [
+        -0.20044206015317542,
+        0.9262120117772524,
+        0.6882954361000181,
+        -0.34006418745617883,
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+        0.61992379065145,
+        -0.36062264651275594,
+        -0.06273007512256629,
+        0.003626950967936429,
+        0.7859185929400508
+      ],
+      "std": [
+        0.3430578526958288,
+        0.8880320168409441,
+        0.7302223166171972,
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+        0.5843509710911197,
+        0.34319546515299043,
+        0.3199443326985692,
+        0.8737037084051896,
+        0.7136346922036603,
+        0.6029010762371366,
+        0.2837157953906254,
+        0.5371882124069792,
+        0.3407070568392383
+      ],
+      "min": [
+        -1.4863648414611816,
+        -0.2586335241794586,
+        -0.06850092858076096,
+        -2.2642147541046143,
+        -1.4876768589019775,
+        -3.0168392658233643,
+        -3.212450869184004e-17,
+        -1.4924354553222656,
+        -0.27809593081474304,
+        -0.18774886429309845,
+        -2.5354628562927246,
+        -3.0663280487060547,
+        -3.0486762523651123,
+        -3.212450869184004e-17
+      ],
+      "max": [
+        1.7537026405334473,
+        3.0546703338623047,
+        3.8525187969207764,
+        2.0974574089050293,
+        1.8103265762329102,
+        3.1366536617279053,
+        1.0,
+        1.6732014417648315,
+        3.3797459602355957,
+        4.252756595611572,
+        2.5287232398986816,
+        3.1440579891204834,
+        3.0381109714508057,
+        1.0
+      ],
+      "q01": null,
+      "q99": null
+    },
+    "timestamp": {
+      "mean": [
+        13.704522752718054
+      ],
+      "std": [
+        11.04044022225918
+      ],
+      "min": [
+        0.0
+      ],
+      "max": [
+        61.44
+      ],
+      "q01": null,
+      "q99": null
+    }
+  }
+}
\ No newline at end of file
diff --git a/smolvla_robodojo_full_finetune_bs512/tokenizer/added_tokens.json b/smolvla_robodojo_full_finetune_bs512/tokenizer/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..71dc811700b6aa9274d3697ee7d4fb2d5375e766
--- /dev/null
+++ b/smolvla_robodojo_full_finetune_bs512/tokenizer/added_tokens.json
@@ -0,0 +1,130 @@
+{
+  "<end_of_utterance>": 49279,
+  "<fake_token_around_image>": 49189,
+  "<global-img>": 49152,
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+}
diff --git a/smolvla_robodojo_full_finetune_bs512/tokenizer/chat_template.json b/smolvla_robodojo_full_finetune_bs512/tokenizer/chat_template.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d342e4f070c962a14ba4ece4e06212bc70d8e36
--- /dev/null
+++ b/smolvla_robodojo_full_finetune_bs512/tokenizer/chat_template.json
@@ -0,0 +1,3 @@
+{
+  "chat_template": "<|im_start|>{% for message in messages %}{{message['role'] | capitalize}}{% if message['content'][0]['type'] == 'image' %}{{':'}}{% else %}{{': '}}{% endif %}{% for line in message['content'] %}{% if line['type'] == 'text' %}{{line['text']}}{% elif line['type'] == 'image' %}{{ '<image>' }}{% endif %}{% endfor %}<end_of_utterance>\n{% endfor %}{% if add_generation_prompt %}{{ 'Assistant:' }}{% endif %}"
+}
diff --git a/smolvla_robodojo_full_finetune_bs512/tokenizer/merges.txt b/smolvla_robodojo_full_finetune_bs512/tokenizer/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..69503b13f727ba3812b6803e97442a6de05ef5eb
--- /dev/null
+++ b/smolvla_robodojo_full_finetune_bs512/tokenizer/merges.txt
@@ -0,0 +1,48901 @@
+#version: 0.2
+Ġ t
+Ġ a
+i n
+h e
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+ĠĠĠĠ ĠĠĠĠ
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+Ċ ĠĠĠĠĠĠĠĠ
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diff --git a/smolvla_robodojo_full_finetune_bs512/tokenizer/special_tokens_map.json b/smolvla_robodojo_full_finetune_bs512/tokenizer/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b5aee28d56c0e9d89ff6bc70818fba986a90ca9
--- /dev/null
+++ b/smolvla_robodojo_full_finetune_bs512/tokenizer/special_tokens_map.json
@@ -0,0 +1,39 @@
+{
+  "additional_special_tokens": [
+    "<fake_token_around_image>",
+    "<image>",
+    "<end_of_utterance>"
+  ],
+  "bos_token": {
+    "content": "<|im_start|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "end_of_utterance_token": "<end_of_utterance>",
+  "eos_token": {
+    "content": "<end_of_utterance>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "fake_image_token": "<fake_token_around_image>",
+  "global_image_token": "<global-img>",
+  "image_token": "<image>",
+  "pad_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/smolvla_robodojo_full_finetune_bs512/tokenizer/tokenizer.json b/smolvla_robodojo_full_finetune_bs512/tokenizer/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..a4005d1cf3170a31600a5c96f95768166cbc2b28
--- /dev/null
+++ b/smolvla_robodojo_full_finetune_bs512/tokenizer/tokenizer.json
@@ -0,0 +1,246101 @@
+{
+  "version": "1.0",
+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
+    {
+      "id": 0,
+      "content": "<|endoftext|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 1,
+      "content": "<|im_start|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 2,
+      "content": "<|im_end|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
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+      "content": "<repo_name>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
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+      "content": "<reponame>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
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+}
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diff --git a/smolvla_robodojo_full_finetune_bs512/tokenizer/tokenizer_config.json b/smolvla_robodojo_full_finetune_bs512/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4042a1126290fdb96ece2a4ad8dd7108c5de484
--- /dev/null
+++ b/smolvla_robodojo_full_finetune_bs512/tokenizer/tokenizer_config.json
@@ -0,0 +1,1192 @@
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diff --git a/smolvla_robodojo_full_finetune_bs512/tokenizer/vocab.json b/smolvla_robodojo_full_finetune_bs512/tokenizer/vocab.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ad5ecc2035b7031b88afb544ee95e2d49baa484
--- /dev/null
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diff --git a/smolvla_robodojo_full_finetune_bs512/vlm_backbone_config.json b/smolvla_robodojo_full_finetune_bs512/vlm_backbone_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e6ace914c99dd4caade12873f1e326006c4e571
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