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Browse files- checkpoint-79.pth +3 -0
- checkpoint-80.pth +3 -0
- events.out.tfevents.1765750466.phe108-yuewang-01.1637259.0 +3 -0
- events.out.tfevents.1765771435.phe108-yuewang-01.3706269.0 +3 -0
- events.out.tfevents.1765998593.phe108-yuewang-01.561168.0 +3 -0
- events.out.tfevents.1765998778.phe108-yuewang-01.576117.0 +3 -0
- log.txt +81 -0
- run.yaml +88 -0
- train_split.json +0 -0
- val_split.json +1 -0
checkpoint-79.pth
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checkpoint-80.pth
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|
| 76 |
+
{"train_lr": 0.00017281350350393206, "train_loss": 0.01470660703453798, "epoch": 75, "val_lr": 0.0001742616368326688, "val_loss": 0.01416310078662927}
|
| 77 |
+
{"train_lr": 0.00016680268953371568, "train_loss": 0.014463048751265951, "epoch": 76, "val_lr": 0.00016823465595187877, "val_loss": 0.014054566498089116}
|
| 78 |
+
{"train_lr": 0.00016084539465977983, "train_loss": 0.014261806039018677, "epoch": 77, "val_lr": 0.00016221967451851262, "val_loss": 0.014094670195705615}
|
| 79 |
+
{"train_lr": 0.00015494558130130874, "train_loss": 0.014121003985921875, "epoch": 78, "val_lr": 0.000156350237783392, "val_loss": 0.01332759626529878}
|
| 80 |
+
{"train_lr": 0.0001491071099527166, "train_loss": 0.013932602011841046, "epoch": 79, "val_lr": 0.00015050036956225775, "val_loss": 0.013783541683596178}
|
| 81 |
+
{"train_lr": 0.00014333360628936812, "train_loss": 0.013831693043956575, "epoch": 80, "val_lr": 0.00014470761948215833, "val_loss": 0.013595876823519431}
|
run.yaml
ADDED
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| 1 |
+
!!python/object:icrt.util.args.ExperimentConfig
|
| 2 |
+
dataset_cfg: !!python/object:icrt.util.args.DatasetConfig
|
| 3 |
+
action_noise: 0.0
|
| 4 |
+
dataset_fraction: 1.0
|
| 5 |
+
dataset_json: ./config/dataset_config_libero_90_visual_trace_ver3.json
|
| 6 |
+
goal_conditioned: false
|
| 7 |
+
non_overlapping: 64
|
| 8 |
+
num_repeat_traj: 1
|
| 9 |
+
num_weighted_steps: 30
|
| 10 |
+
proprio_noise: 0.005
|
| 11 |
+
rebalance_tasks: true
|
| 12 |
+
shuffle_repeat_traj: true
|
| 13 |
+
skip_step: false
|
| 14 |
+
sort_by_lang: true
|
| 15 |
+
task_barrier: true
|
| 16 |
+
task_names: null
|
| 17 |
+
vision_aug: true
|
| 18 |
+
visual_trace_noise: 0.005
|
| 19 |
+
device: cuda
|
| 20 |
+
dist_on_itp: false
|
| 21 |
+
dist_url: env://
|
| 22 |
+
load_config: null
|
| 23 |
+
local_rank: -1
|
| 24 |
+
logging_cfg: !!python/object:icrt.util.args.LoggingConfig
|
| 25 |
+
log_dir: /data/tientoan/icrt_output/output_libero_90/visual_trace_mma_3d_no_prompt_loss_0_ver3
|
| 26 |
+
log_name: visual_trace_mma_3d_no_prompt_loss_0_ver3
|
| 27 |
+
output_dir: /data/tientoan/icrt_output/output_libero_90/visual_trace_mma_3d_no_prompt_loss_0_ver3
|
| 28 |
+
model_cfg: !!python/object:icrt.util.args.ModelConfig
|
| 29 |
+
policy_cfg: !!python/object:icrt.util.args.PolicyConfig
|
| 30 |
+
adapter_mlp_ratio: 4.0
|
| 31 |
+
adapter_num_heads: 8
|
| 32 |
+
camera_pos_emb: false
|
| 33 |
+
decoder_pred_head: mlp
|
| 34 |
+
kl_div_loss: false
|
| 35 |
+
llama_ckpt_dir: /home/mfu/checkpoints/llama-2/llama-2-7b
|
| 36 |
+
load_llama: true
|
| 37 |
+
lora_layer_idxs: null
|
| 38 |
+
lora_rank: 4
|
| 39 |
+
loss_w_action: 1.0
|
| 40 |
+
modality_pos_emb: false
|
| 41 |
+
multikv_attn_pool: false
|
| 42 |
+
no_prompt_loss: true
|
| 43 |
+
num_inference_diffusion_steps: null
|
| 44 |
+
num_train_diffusion_steps: null
|
| 45 |
+
phase: pretrain
|
| 46 |
+
pred_action_only: true
|
| 47 |
+
pretrained_path: null
|
| 48 |
+
remove_proprio: false
|
| 49 |
+
scale_loss: 1.0
|
| 50 |
+
scratch_llama_config: config/model_config/custom_transformer.json
|
| 51 |
+
separate_camera_adapter: true
|
| 52 |
+
step_weight: 1.0
|
| 53 |
+
vision_encoder_cfg: !!python/object:icrt.util.args.VisionEncoderConfig
|
| 54 |
+
vision_encoder: ./checkpoints/crossmae_rtx/cross-mae-rtx-vitb.pth
|
| 55 |
+
vision_lora: false
|
| 56 |
+
vision_lora_rank: 8
|
| 57 |
+
vision_nonpretrained: false
|
| 58 |
+
vision_unfreeze_all: false
|
| 59 |
+
vision_unfreeze_last_n: 0
|
| 60 |
+
optimizer_cfg: !!python/object:icrt.util.args.OptimizerConfig
|
| 61 |
+
blr: 0.001
|
| 62 |
+
lr: 0.0005
|
| 63 |
+
min_lr: 0.0
|
| 64 |
+
warmup_epochs: 1.25
|
| 65 |
+
weight_decay: 0.01
|
| 66 |
+
shared_cfg: !!python/object:icrt.util.args.SharedConfig
|
| 67 |
+
batch_size: 2
|
| 68 |
+
num_cameras: 2
|
| 69 |
+
num_pred_steps: 16
|
| 70 |
+
num_stages: 1
|
| 71 |
+
num_visual_trace_points: 5
|
| 72 |
+
random_mask_visual_trace: true
|
| 73 |
+
resume: /data/tientoan/icrt_output/output_libero_90/visual_trace_mma_3d_no_prompt_loss_0_ver3/checkpoint-47.pth
|
| 74 |
+
rot_6d: true
|
| 75 |
+
save_every: 1
|
| 76 |
+
scale_action: null
|
| 77 |
+
seed: 0
|
| 78 |
+
seq_length: 512
|
| 79 |
+
split_epoch: 1
|
| 80 |
+
start_epoch: 0
|
| 81 |
+
use_delta_action: true
|
| 82 |
+
train: true
|
| 83 |
+
trainer_cfg: !!python/object:icrt.util.args.TrainerConfig
|
| 84 |
+
accum_iter: 32
|
| 85 |
+
epochs: 125
|
| 86 |
+
num_workers: 20
|
| 87 |
+
pin_memory: true
|
| 88 |
+
world_size: 1
|
train_split.json
ADDED
|
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|
|
|
val_split.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
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|
|
| 1 |
+
["STUDY_SCENE1_pick_up_the_book_and_place_it_in_the_left_compartment_of_the_caddy_2", "KITCHEN_SCENE10_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_0", "STUDY_SCENE3_pick_up_the_book_and_place_it_in_the_front_compartment_of_the_caddy_47", "KITCHEN_SCENE2_stack_the_black_bowl_at_the_front_on_the_black_bowl_in_the_middle_30", "KITCHEN_SCENE2_put_the_black_bowl_at_the_front_on_the_plate_38", "KITCHEN_SCENE5_close_the_top_drawer_of_the_cabinet_5", "LIVING_ROOM_SCENE2_pick_up_the_milk_and_put_it_in_the_basket_49", "STUDY_SCENE3_pick_up_the_book_and_place_it_in_the_right_compartment_of_the_caddy_47", "LIVING_ROOM_SCENE3_pick_up_the_cream_cheese_and_put_it_in_the_tray_18", "LIVING_ROOM_SCENE3_pick_up_the_butter_and_put_it_in_the_tray_23", "KITCHEN_SCENE4_put_the_wine_bottle_in_the_bottom_drawer_of_the_cabinet_42", "KITCHEN_SCENE5_put_the_black_bowl_on_the_plate_45", "KITCHEN_SCENE6_put_the_yellow_and_white_mug_to_the_front_of_the_white_mug_42", "KITCHEN_SCENE4_put_the_wine_bottle_in_the_bottom_drawer_of_the_cabinet_33", "KITCHEN_SCENE10_put_the_chocolate_pudding_in_the_top_drawer_of_the_cabinet_and_close_it_41", "LIVING_ROOM_SCENE4_stack_the_left_bowl_on_the_right_bowl_and_place_them_in_the_tray_47", "KITCHEN_SCENE4_put_the_black_bowl_on_top_of_the_cabinet_3", "KITCHEN_SCENE4_put_the_wine_bottle_in_the_bottom_drawer_of_the_cabinet_40", "LIVING_ROOM_SCENE1_pick_up_the_alphabet_soup_and_put_it_in_the_basket_29", "KITCHEN_SCENE4_put_the_black_bowl_in_the_bottom_drawer_of_the_cabinet_29", "KITCHEN_SCENE1_open_the_bottom_drawer_of_the_cabinet_27", "LIVING_ROOM_SCENE4_stack_the_left_bowl_on_the_right_bowl_and_place_them_in_the_tray_13", "LIVING_ROOM_SCENE1_pick_up_the_alphabet_soup_and_put_it_in_the_basket_1", "KITCHEN_SCENE3_put_the_frying_pan_on_the_stove_44", "LIVING_ROOM_SCENE6_put_the_chocolate_pudding_to_the_right_of_the_plate_0", "KITCHEN_SCENE10_close_the_top_drawer_of_the_cabinet_and_put_the_black_bowl_on_top_of_it_46", "LIVING_ROOM_SCENE4_stack_the_left_bowl_on_the_right_bowl_and_place_them_in_the_tray_21", "LIVING_ROOM_SCENE6_put_the_chocolate_pudding_to_the_left_of_the_plate_47", "LIVING_ROOM_SCENE4_pick_up_the_chocolate_pudding_and_put_it_in_the_tray_41", "LIVING_ROOM_SCENE6_put_the_chocolate_pudding_to_the_right_of_the_plate_22", "LIVING_ROOM_SCENE6_put_the_chocolate_pudding_to_the_left_of_the_plate_7", "LIVING_ROOM_SCENE4_stack_the_left_bowl_on_the_right_bowl_and_place_them_in_the_tray_25", "KITCHEN_SCENE5_put_the_black_bowl_on_top_of_the_cabinet_37", "LIVING_ROOM_SCENE3_pick_up_the_ketchup_and_put_it_in_the_tray_43", "KITCHEN_SCENE10_put_the_butter_at_the_front_in_the_top_drawer_of_the_cabinet_and_close_it_23", "LIVING_ROOM_SCENE6_put_the_white_mug_on_the_plate_19", "LIVING_ROOM_SCENE4_pick_up_the_salad_dressing_and_put_it_in_the_tray_28", "KITCHEN_SCENE9_put_the_white_bowl_on_top_of_the_cabinet_8", "LIVING_ROOM_SCENE3_pick_up_the_tomato_sauce_and_put_it_in_the_tray_29", "KITCHEN_SCENE9_turn_on_the_stove_26", "LIVING_ROOM_SCENE1_pick_up_the_ketchup_and_put_it_in_the_basket_23", "LIVING_ROOM_SCENE4_pick_up_the_salad_dressing_and_put_it_in_the_tray_22", "KITCHEN_SCENE3_turn_on_the_stove_1", "STUDY_SCENE3_pick_up_the_book_and_place_it_in_the_right_compartment_of_the_caddy_24", "LIVING_ROOM_SCENE1_pick_up_the_cream_cheese_box_and_put_it_in_the_basket_46", "LIVING_ROOM_SCENE2_pick_up_the_tomato_sauce_and_put_it_in_the_basket_6", "KITCHEN_SCENE10_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_41", "KITCHEN_SCENE8_put_the_right_moka_pot_on_the_stove_13", "LIVING_ROOM_SCENE1_pick_up_the_alphabet_soup_and_put_it_in_the_basket_20", "STUDY_SCENE2_pick_up_the_book_and_place_it_in_the_front_compartment_of_the_caddy_11", "KITCHEN_SCENE3_turn_on_the_stove_30", "KITCHEN_SCENE2_open_the_top_drawer_of_the_cabinet_48", "LIVING_ROOM_SCENE2_pick_up_the_tomato_sauce_and_put_it_in_the_basket_44", "KITCHEN_SCENE9_put_the_white_bowl_on_top_of_the_cabinet_16", "KITCHEN_SCENE6_close_the_microwave_46", "LIVING_ROOM_SCENE3_pick_up_the_alphabet_soup_and_put_it_in_the_tray_10", "KITCHEN_SCENE10_put_the_butter_at_the_front_in_the_top_drawer_of_the_cabinet_and_close_it_16", "LIVING_ROOM_SCENE5_put_the_red_mug_on_the_right_plate_42", "KITCHEN_SCENE9_turn_on_the_stove_and_put_the_frying_pan_on_it_15", "KITCHEN_SCENE1_open_the_top_drawer_of_the_cabinet_44", "KITCHEN_SCENE3_turn_on_the_stove_48", "STUDY_SCENE3_pick_up_the_book_and_place_it_in_the_left_compartment_of_the_caddy_43", "KITCHEN_SCENE7_put_the_white_bowl_on_the_plate_0", "LIVING_ROOM_SCENE3_pick_up_the_alphabet_soup_and_put_it_in_the_tray_14", "KITCHEN_SCENE2_stack_the_middle_black_bowl_on_the_back_black_bowl_3", "KITCHEN_SCENE9_put_the_white_bowl_on_top_of_the_cabinet_40", "KITCHEN_SCENE5_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_15", "STUDY_SCENE4_pick_up_the_book_in_the_middle_and_place_it_on_the_cabinet_shelf_1", "KITCHEN_SCENE9_put_the_frying_pan_under_the_cabinet_shelf_35", "KITCHEN_SCENE10_put_the_chocolate_pudding_in_the_top_drawer_of_the_cabinet_and_close_it_22", "STUDY_SCENE3_pick_up_the_red_mug_and_place_it_to_the_right_of_the_caddy_17", "STUDY_SCENE1_pick_up_the_book_and_place_it_in_the_front_compartment_of_the_caddy_23", "LIVING_ROOM_SCENE6_put_the_red_mug_on_the_plate_10", "KITCHEN_SCENE5_put_the_ketchup_in_the_top_drawer_of_the_cabinet_27", "KITCHEN_SCENE7_put_the_white_bowl_to_the_right_of_the_plate_31", "LIVING_ROOM_SCENE1_pick_up_the_tomato_sauce_and_put_it_in_the_basket_24", "KITCHEN_SCENE7_open_the_microwave_26", "KITCHEN_SCENE5_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_27", "KITCHEN_SCENE2_open_the_top_drawer_of_the_cabinet_9", "KITCHEN_SCENE9_put_the_frying_pan_on_top_of_the_cabinet_9", "KITCHEN_SCENE1_open_the_top_drawer_of_the_cabinet_49", "LIVING_ROOM_SCENE5_put_the_red_mug_on_the_right_plate_35", "LIVING_ROOM_SCENE4_pick_up_the_salad_dressing_and_put_it_in_the_tray_0", "LIVING_ROOM_SCENE4_stack_the_left_bowl_on_the_right_bowl_and_place_them_in_the_tray_33", "LIVING_ROOM_SCENE5_put_the_white_mug_on_the_left_plate_35", "STUDY_SCENE1_pick_up_the_book_and_place_it_in_the_left_compartment_of_the_caddy_20", "KITCHEN_SCENE7_put_the_white_bowl_to_the_right_of_the_plate_16", "KITCHEN_SCENE4_put_the_black_bowl_on_top_of_the_cabinet_45", "KITCHEN_SCENE9_turn_on_the_stove_and_put_the_frying_pan_on_it_16", "KITCHEN_SCENE4_put_the_wine_bottle_in_the_bottom_drawer_of_the_cabinet_39", "LIVING_ROOM_SCENE5_put_the_red_mug_on_the_left_plate_31", "KITCHEN_SCENE3_turn_on_the_stove_47", "KITCHEN_SCENE4_put_the_black_bowl_on_top_of_the_cabinet_32", "KITCHEN_SCENE9_turn_on_the_stove_and_put_the_frying_pan_on_it_28", "STUDY_SCENE4_pick_up_the_book_on_the_right_and_place_it_on_the_cabinet_shelf_47", "KITCHEN_SCENE4_close_the_bottom_drawer_of_the_cabinet_and_open_the_top_drawer_33", "LIVING_ROOM_SCENE5_put_the_white_mug_on_the_left_plate_46", "KITCHEN_SCENE2_stack_the_black_bowl_at_the_front_on_the_black_bowl_in_the_middle_34", "KITCHEN_SCENE1_open_the_bottom_drawer_of_the_cabinet_43", "LIVING_ROOM_SCENE2_pick_up_the_alphabet_soup_and_put_it_in_the_basket_11", "KITCHEN_SCENE10_close_the_top_drawer_of_the_cabinet_and_put_the_black_bowl_on_top_of_it_44", "LIVING_ROOM_SCENE4_pick_up_the_black_bowl_on_the_left_and_put_it_in_the_tray_2", "LIVING_ROOM_SCENE5_put_the_red_mug_on_the_right_plate_34", "KITCHEN_SCENE7_open_the_microwave_0", "LIVING_ROOM_SCENE3_pick_up_the_tomato_sauce_and_put_it_in_the_tray_44", "LIVING_ROOM_SCENE3_pick_up_the_alphabet_soup_and_put_it_in_the_tray_24", "KITCHEN_SCENE9_put_the_frying_pan_under_the_cabinet_shelf_6", "KITCHEN_SCENE10_close_the_top_drawer_of_the_cabinet_and_put_the_black_bowl_on_top_of_it_7", "LIVING_ROOM_SCENE6_put_the_chocolate_pudding_to_the_right_of_the_plate_44", "KITCHEN_SCENE1_put_the_black_bowl_on_the_plate_22", "LIVING_ROOM_SCENE4_stack_the_left_bowl_on_the_right_bowl_and_place_them_in_the_tray_22", "LIVING_ROOM_SCENE6_put_the_red_mug_on_the_plate_34", "LIVING_ROOM_SCENE2_pick_up_the_milk_and_put_it_in_the_basket_9", "LIVING_ROOM_SCENE1_pick_up_the_alphabet_soup_and_put_it_in_the_basket_7", "KITCHEN_SCENE5_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_41", "KITCHEN_SCENE10_put_the_chocolate_pudding_in_the_top_drawer_of_the_cabinet_and_close_it_23", "KITCHEN_SCENE3_put_the_moka_pot_on_the_stove_13", "STUDY_SCENE4_pick_up_the_book_on_the_right_and_place_it_on_the_cabinet_shelf_45", "KITCHEN_SCENE5_put_the_ketchup_in_the_top_drawer_of_the_cabinet_21", "LIVING_ROOM_SCENE6_put_the_chocolate_pudding_to_the_left_of_the_plate_8", "KITCHEN_SCENE7_put_the_white_bowl_on_the_plate_16", "KITCHEN_SCENE1_open_the_top_drawer_of_the_cabinet_and_put_the_bowl_in_it_21", "LIVING_ROOM_SCENE2_pick_up_the_tomato_sauce_and_put_it_in_the_basket_11", "KITCHEN_SCENE10_put_the_chocolate_pudding_in_the_top_drawer_of_the_cabinet_and_close_it_4", "KITCHEN_SCENE2_stack_the_black_bowl_at_the_front_on_the_black_bowl_in_the_middle_17", "STUDY_SCENE2_pick_up_the_book_and_place_it_in_the_right_compartment_of_the_caddy_46", "STUDY_SCENE3_pick_up_the_book_and_place_it_in_the_left_compartment_of_the_caddy_4", "KITCHEN_SCENE9_put_the_white_bowl_on_top_of_the_cabinet_10", "LIVING_ROOM_SCENE6_put_the_chocolate_pudding_to_the_right_of_the_plate_18", "KITCHEN_SCENE9_put_the_white_bowl_on_top_of_the_cabinet_42", "STUDY_SCENE4_pick_up_the_book_on_the_right_and_place_it_on_the_cabinet_shelf_34", "LIVING_ROOM_SCENE1_pick_up_the_ketchup_and_put_it_in_the_basket_28", "KITCHEN_SCENE2_stack_the_middle_black_bowl_on_the_back_black_bowl_14", "LIVING_ROOM_SCENE1_pick_up_the_alphabet_soup_and_put_it_in_the_basket_25", "KITCHEN_SCENE4_put_the_wine_bottle_in_the_bottom_drawer_of_the_cabinet_41", "LIVING_ROOM_SCENE5_put_the_red_mug_on_the_left_plate_8", "STUDY_SCENE2_pick_up_the_book_and_place_it_in_the_right_compartment_of_the_caddy_0", "LIVING_ROOM_SCENE3_pick_up_the_cream_cheese_and_put_it_in_the_tray_39", "LIVING_ROOM_SCENE4_pick_up_the_chocolate_pudding_and_put_it_in_the_tray_13", "KITCHEN_SCENE10_put_the_butter_at_the_back_in_the_top_drawer_of_the_cabinet_and_close_it_15", "LIVING_ROOM_SCENE2_pick_up_the_alphabet_soup_and_put_it_in_the_basket_5", "KITCHEN_SCENE2_put_the_middle_black_bowl_on_top_of_the_cabinet_22", "LIVING_ROOM_SCENE3_pick_up_the_ketchup_and_put_it_in_the_tray_25", "KITCHEN_SCENE2_open_the_top_drawer_of_the_cabinet_38", "KITCHEN_SCENE2_put_the_black_bowl_at_the_front_on_the_plate_4", "LIVING_ROOM_SCENE4_pick_up_the_chocolate_pudding_and_put_it_in_the_tray_34", "STUDY_SCENE1_pick_up_the_book_and_place_it_in_the_right_compartment_of_the_caddy_15", "STUDY_SCENE1_pick_up_the_book_and_place_it_in_the_right_compartment_of_the_caddy_48", "KITCHEN_SCENE1_put_the_black_bowl_on_the_plate_15", "LIVING_ROOM_SCENE5_put_the_red_mug_on_the_right_plate_36", "LIVING_ROOM_SCENE6_put_the_white_mug_on_the_plate_18", "KITCHEN_SCENE2_put_the_middle_black_bowl_on_the_plate_16", "KITCHEN_SCENE2_stack_the_middle_black_bowl_on_the_back_black_bowl_1", "STUDY_SCENE4_pick_up_the_book_on_the_right_and_place_it_under_the_cabinet_shelf_20", "LIVING_ROOM_SCENE6_put_the_white_mug_on_the_plate_48", "KITCHEN_SCENE9_turn_on_the_stove_45", "KITCHEN_SCENE10_put_the_black_bowl_in_the_top_drawer_of_the_cabinet_13", "LIVING_ROOM_SCENE5_put_the_red_mug_on_the_left_plate_12", "LIVING_ROOM_SCENE3_pick_up_the_butter_and_put_it_in_the_tray_27", "STUDY_SCENE2_pick_up_the_book_and_place_it_in_the_left_compartment_of_the_caddy_29", "KITCHEN_SCENE9_put_the_frying_pan_on_top_of_the_cabinet_45", "KITCHEN_SCENE9_turn_on_the_stove_and_put_the_frying_pan_on_it_40", "STUDY_SCENE4_pick_up_the_book_in_the_middle_and_place_it_on_the_cabinet_shelf_28", "KITCHEN_SCENE2_stack_the_black_bowl_at_the_front_on_the_black_bowl_in_the_middle_16", "KITCHEN_SCENE3_turn_on_the_stove_6", "LIVING_ROOM_SCENE1_pick_up_the_ketchup_and_put_it_in_the_basket_16", "KITCHEN_SCENE9_put_the_white_bowl_on_top_of_the_cabinet_26", "LIVING_ROOM_SCENE4_stack_the_left_bowl_on_the_right_bowl_and_place_them_in_the_tray_20", "LIVING_ROOM_SCENE1_pick_up_the_cream_cheese_box_and_put_it_in_the_basket_21", "LIVING_ROOM_SCENE4_stack_the_right_bowl_on_the_left_bowl_and_place_them_in_the_tray_8", "KITCHEN_SCENE2_open_the_top_drawer_of_the_cabinet_31", "KITCHEN_SCENE7_put_the_white_bowl_to_the_right_of_the_plate_33", "LIVING_ROOM_SCENE5_put_the_red_mug_on_the_left_plate_11", "STUDY_SCENE3_pick_up_the_red_mug_and_place_it_to_the_right_of_the_caddy_11", "LIVING_ROOM_SCENE1_pick_up_the_tomato_sauce_and_put_it_in_the_basket_29", "LIVING_ROOM_SCENE1_pick_up_the_cream_cheese_box_and_put_it_in_the_basket_35", "LIVING_ROOM_SCENE3_pick_up_the_ketchup_and_put_it_in_the_tray_32", "STUDY_SCENE2_pick_up_the_book_and_place_it_in_the_right_compartment_of_the_caddy_42", "KITCHEN_SCENE2_put_the_middle_black_bowl_on_top_of_the_cabinet_13", "LIVING_ROOM_SCENE2_pick_up_the_orange_juice_and_put_it_in_the_basket_34", "STUDY_SCENE2_pick_up_the_book_and_place_it_in_the_front_compartment_of_the_caddy_33", "LIVING_ROOM_SCENE3_pick_up_the_tomato_sauce_and_put_it_in_the_tray_34", "STUDY_SCENE2_pick_up_the_book_and_place_it_in_the_right_compartment_of_the_caddy_24", "LIVING_ROOM_SCENE6_put_the_chocolate_pudding_to_the_right_of_the_plate_33", "LIVING_ROOM_SCENE3_pick_up_the_tomato_sauce_and_put_it_in_the_tray_33", "KITCHEN_SCENE9_put_the_frying_pan_on_the_cabinet_shelf_39", "KITCHEN_SCENE8_turn_off_the_stove_25", "KITCHEN_SCENE10_put_the_chocolate_pudding_in_the_top_drawer_of_the_cabinet_and_close_it_43", "STUDY_SCENE4_pick_up_the_book_in_the_middle_and_place_it_on_the_cabinet_shelf_40", "KITCHEN_SCENE4_close_the_bottom_drawer_of_the_cabinet_36", "STUDY_SCENE2_pick_up_the_book_and_place_it_in_the_back_compartment_of_the_caddy_30", "KITCHEN_SCENE8_put_the_right_moka_pot_on_the_stove_21", "KITCHEN_SCENE2_stack_the_black_bowl_at_the_front_on_the_black_bowl_in_the_middle_24", "KITCHEN_SCENE2_stack_the_middle_black_bowl_on_the_back_black_bowl_6", "STUDY_SCENE1_pick_up_the_book_and_place_it_in_the_front_compartment_of_the_caddy_18", "KITCHEN_SCENE7_put_the_white_bowl_on_the_plate_28", "LIVING_ROOM_SCENE3_pick_up_the_ketchup_and_put_it_in_the_tray_40", "LIVING_ROOM_SCENE4_pick_up_the_chocolate_pudding_and_put_it_in_the_tray_21"]
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