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- train_1/wandb/debug-internal.log +0 -3
- train_1/wandb/debug.log +0 -30
- train_1/wandb/run-20241120_221447-3pyqkvto_train_1/files/code/train.py +0 -35
- train_1/wandb/run-20241120_221447-3pyqkvto_train_1/files/config.yaml +0 -370
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- train_1/wandb/run-20241120_221447-3pyqkvto_train_1/files/media/videos/test/sim_video_4400001_126613_126ae353549e3091a868.mp4 +0 -0
- train_1/wandb/run-20241120_221447-3pyqkvto_train_1/files/media/videos/test/sim_video_4400001_132363_9435a9d75fc3746823a1.mp4 +0 -0
- train_1/wandb/run-20241120_221447-3pyqkvto_train_1/files/media/videos/test/sim_video_4400001_138113_a27d8ab0d8501b17b54f.mp4 +0 -0
- train_1/wandb/run-20241120_221447-3pyqkvto_train_1/files/media/videos/test/sim_video_4400001_143863_397686fa32c7d91915c7.mp4 +0 -0
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train_1/wandb/debug-internal.log
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_setup.py:_flush():76] Current SDK version is 0.17.6
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_setup.py:_flush():76] Configure stats pid to 3381984
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_setup.py:_flush():76] Loading settings from /cluster/home/sigmunhh/.config/wandb/settings
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_setup.py:_flush():76] Loading settings from /tmp/ray/session_2024-11-20_22-13-35_079021_3380951/runtime_resources/working_dir_files/_ray_pkg_a254c17765b6da76/wandb/settings
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_setup.py:_flush():76] Loading settings from environment variables: {}
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_setup.py:_flush():76] Applying setup settings: {'_disable_service': False}
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_setup.py:_flush():76] Inferring run settings from compute environment: {'program_relpath': 'train.py', 'program_abspath': '/tmp/ray/session_2024-11-20_22-13-35_079021_3380951/runtime_resources/working_dir_files/_ray_pkg_a254c17765b6da76/train.py', 'program': '/tmp/ray/session_2024-11-20_22-13-35_079021_3380951/runtime_resources/working_dir_files/_ray_pkg_a254c17765b6da76/train.py'}
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_setup.py:_flush():76] Applying login settings: {}
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2024-11-20 22:14:47,480 INFO MainThread:3381984 [wandb_init.py:_log_setup():521] Logging user logs to /tmp/ray/session_2024-11-20_22-13-35_079021_3380951/runtime_resources/working_dir_files/_ray_pkg_a254c17765b6da76/data/outputs/2024.11.20/22.13.58_train_tedi_unet_hybrid_lift_image/train_1/wandb/run-20241120_221447-3pyqkvto_train_1/logs/debug.log
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2024-11-20 22:14:47,481 INFO MainThread:3381984 [wandb_init.py:_log_setup():522] Logging internal logs to /tmp/ray/session_2024-11-20_22-13-35_079021_3380951/runtime_resources/working_dir_files/_ray_pkg_a254c17765b6da76/data/outputs/2024.11.20/22.13.58_train_tedi_unet_hybrid_lift_image/train_1/wandb/run-20241120_221447-3pyqkvto_train_1/logs/debug-internal.log
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2024-11-20 22:14:47,481 INFO MainThread:3381984 [wandb_init.py:init():559] calling init triggers
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2024-11-20 22:14:47,481 INFO MainThread:3381984 [wandb_init.py:init():566] wandb.init called with sweep_config: {}
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config: {'name': 'train_tedi_unet_hybrid', '_target_': 'diffusion_policy.workspace.train_tedi_unet_hybrid_workspace.TrainTEDIUnetHybridWorkspace', 'task_name': 'lift_image', 'shape_meta': {'obs': {'agentview_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eye_in_hand_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eef_pos': {'shape': [3]}, 'robot0_eef_quat': {'shape': [4]}, 'robot0_gripper_qpos': {'shape': [2]}}, 'action': {'shape': [10]}}, 'exp_name': 'default', 'horizon': 20, 'n_obs_steps': 2, 'n_action_steps': 8, 'n_latency_steps': 0, 'dataset_obs_steps': 2, 'past_action_visible': False, 'keypoint_visible_rate': 1.0, 'obs_as_global_cond': True, 'policy': {'_target_': 'diffusion_policy.policy.tedi_unet_hybrid_image_policy.TEDIUnetHybridImagePolicy', 'shape_meta': {'obs': {'agentview_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eye_in_hand_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eef_pos': {'shape': [3]}, 'robot0_eef_quat': {'shape': [4]}, 'robot0_gripper_qpos': {'shape': [2]}}, 'action': {'shape': [10]}}, 'noise_scheduler': {'_target_': 'diffusion_policy.policy.schedulers.DDPMTEDiScheduler', 'num_train_timesteps': 100, 'beta_start': 0.0001, 'beta_end': 0.02, 'beta_schedule': 'squaredcos_cap_v2', 'variance_type': 'fixed_small', 'clip_sample': True, 'prediction_type': 'epsilon'}, 'horizon': 20, 'n_action_steps': 8, 'n_obs_steps': 2, 'num_inference_steps': 100, 'obs_as_global_cond': True, 'crop_shape': [76, 76], 'diffusion_step_embed_dim': 128, 'down_dims': [512, 1024, 2048], 'kernel_size': 5, 'n_groups': 8, 'cond_predict_scale': True, 'obs_encoder_group_norm': True, 'eval_fixed_crop': True, 'temporally_constant_weight': 0.2, 'temporally_increasing_weight': 0.0, 'temporally_random_weights': 0.0, 'chunk_wise_weight': 0.8, 'buffer_init': 'zero'}, 'ema': {'_target_': 'diffusion_policy.model.diffusion.ema_model.EMAModel', 'update_after_step': 0, 'inv_gamma': 1.0, 'power': 0.75, 'min_value': 0.0, 'max_value': 0.9999}, 'dataloader': {'batch_size': 64, 'num_workers': 16, 'shuffle': True, 'pin_memory': True, 'persistent_workers': True}, 'val_dataloader': {'batch_size': 64, 'num_workers': 16, 'shuffle': False, 'pin_memory': True, 'persistent_workers': True}, 'optimizer': {'_target_': 'torch.optim.AdamW', 'lr': 0.0001, 'betas': [0.95, 0.999], 'eps': 1e-08, 'weight_decay': 1e-06}, 'training': {'device': 'cuda:0', 'seed': 43, 'debug': False, 'resume': True, 'lr_scheduler': 'cosine', 'lr_warmup_steps': 500, 'num_epochs': 1501, 'gradient_accumulate_every': 1, 'use_ema': True, 'rollout_every': 50, 'checkpoint_every': 50, 'val_every': 1, 'sample_every': 5, 'max_train_steps': None, 'max_val_steps': None, 'tqdm_interval_sec': 1.0}, 'logging': {'project': 'diffusion_policy_debug', 'resume': True, 'mode': 'online', 'name': '2024.11.20-22.13.58_train_tedi_unet_hybrid_lift_image_train_1', 'tags': ['train_tedi_unet_hybrid', 'lift_image', 'default'], 'id': '3pyqkvto_train_1', 'group': '3pyqkvto'}, 'checkpoint': {'topk': {'monitor_key': 'test_mean_score', 'mode': 'max', 'k': 1, 'format_str': 'epoch={epoch:04d}-test_mean_score={test_mean_score:.3f}.ckpt'}, 'save_last_ckpt': False, 'save_last_snapshot': False}, 'multi_run': {'run_dir': 'data/outputs/2024.11.20/22.14.21_train_tedi_unet_hybrid_lift_image', 'wandb_name_base': '2024.11.20-22.14.21_train_tedi_unet_hybrid_lift_image'}, 'task': {'name': 'lift_image', 'shape_meta': {'obs': {'agentview_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eye_in_hand_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eef_pos': {'shape': [3]}, 'robot0_eef_quat': {'shape': [4]}, 'robot0_gripper_qpos': {'shape': [2]}}, 'action': {'shape': [10]}}, 'task_name': 'lift', 'dataset_type': 'ph', 'dataset_path': 'data/robomimic/datasets/lift/ph/image_abs.hdf5', 'abs_action': True, 'env_runner': {'_target_': 'diffusion_policy.env_runner.robomimic_image_runner.RobomimicImageRunner', 'dataset_path': 'data/robomimic/datasets/lift/ph/image_abs.hdf5', 'shape_meta': {'obs': {'agentview_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eye_in_hand_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eef_pos': {'shape': [3]}, 'robot0_eef_quat': {'shape': [4]}, 'robot0_gripper_qpos': {'shape': [2]}}, 'action': {'shape': [10]}}, 'n_train': 6, 'n_train_vis': 2, 'train_start_idx': 0, 'n_test': 50, 'n_test_vis': 4, 'test_start_seed': 4400000, 'max_steps': 400, 'n_obs_steps': 2, 'n_action_steps': 8, 'render_obs_key': 'agentview_image', 'fps': 10, 'crf': 22, 'past_action': False, 'abs_action': True, 'tqdm_interval_sec': 1.0, 'n_envs': 28}, 'dataset': {'_target_': 'diffusion_policy.dataset.robomimic_replay_image_dataset.RobomimicReplayImageDataset', 'shape_meta': {'obs': {'agentview_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eye_in_hand_image': {'shape': [3, 84, 84], 'type': 'rgb'}, 'robot0_eef_pos': {'shape': [3]}, 'robot0_eef_quat': {'shape': [4]}, 'robot0_gripper_qpos': {'shape': [2]}}, 'action': {'shape': [10]}}, 'dataset_path': 'data/robomimic/datasets/lift/ph/image_abs.hdf5', 'horizon': 20, 'pad_before': 1, 'pad_after': 7, 'n_obs_steps': 2, 'abs_action': True, 'rotation_rep': 'rotation_6d', 'use_legacy_normalizer': False, 'use_cache': True, 'seed': 42, 'val_ratio': 0.02}}}
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2024-11-20 22:14:47,481 INFO MainThread:3381984 [wandb_init.py:init():609] starting backend
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2024-11-20 22:14:47,484 INFO MainThread:3381984 [backend.py:_multiprocessing_setup():105] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
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2024-11-20 22:14:47,519 INFO MainThread:3381984 [wandb_init.py:init():621] backend started and connected
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2024-11-20 22:14:47,524 INFO MainThread:3381984 [wandb_init.py:init():716] updated telemetry
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2024-11-20 22:14:47,524 INFO MainThread:3381984 [wandb_init.py:init():749] communicating run to backend with 90.0 second timeout
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2024-11-20 22:14:48,791 INFO MainThread:3381984 [wandb_run.py:_on_init():2438] communicating current version
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2024-11-20 22:14:48,886 INFO MainThread:3381984 [wandb_run.py:_on_init():2447] got version response upgrade_message: "wandb version 0.18.7 is available! To upgrade, please run:\n $ pip install wandb --upgrade"
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2024-11-20 22:14:48,887 INFO MainThread:3381984 [wandb_init.py:init():800] starting run threads in backend
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2024-11-20 22:14:49,233 INFO MainThread:3381984 [wandb_init.py:init():843] run started, returning control to user process
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2024-11-20 22:14:49,234 INFO MainThread:3381984 [wandb_run.py:_config_callback():1385] config_cb None None {'output_dir': '/tmp/ray/session_2024-11-20_22-13-35_079021_3380951/runtime_resources/working_dir_files/_ray_pkg_a254c17765b6da76/data/outputs/2024.11.20/22.13.58_train_tedi_unet_hybrid_lift_image/train_1'}
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2024-11-21 05:05:05,978 WARNING MsgRouterThr:3381984 [router.py:message_loop():77] message_loop has been closed
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"""
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Usage:
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Training:
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python train.py --config-name=train_diffusion_lowdim_workspace
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"""
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import sys
|
| 8 |
-
# use line-buffering for both stdout and stderr
|
| 9 |
-
sys.stdout = open(sys.stdout.fileno(), mode='w', buffering=1)
|
| 10 |
-
sys.stderr = open(sys.stderr.fileno(), mode='w', buffering=1)
|
| 11 |
-
|
| 12 |
-
import hydra
|
| 13 |
-
from omegaconf import OmegaConf
|
| 14 |
-
import pathlib
|
| 15 |
-
from diffusion_policy.workspace.base_workspace import BaseWorkspace
|
| 16 |
-
|
| 17 |
-
# allows arbitrary python code execution in configs using the ${eval:''} resolver
|
| 18 |
-
OmegaConf.register_new_resolver("eval", eval, replace=True)
|
| 19 |
-
|
| 20 |
-
@hydra.main(
|
| 21 |
-
version_base=None,
|
| 22 |
-
config_path=str(pathlib.Path(__file__).parent.joinpath(
|
| 23 |
-
'diffusion_policy','config'))
|
| 24 |
-
)
|
| 25 |
-
def main(cfg: OmegaConf):
|
| 26 |
-
# resolve immediately so all the ${now:} resolvers
|
| 27 |
-
# will use the same time.
|
| 28 |
-
OmegaConf.resolve(cfg)
|
| 29 |
-
|
| 30 |
-
cls = hydra.utils.get_class(cfg._target_)
|
| 31 |
-
workspace: BaseWorkspace = cls(cfg)
|
| 32 |
-
workspace.run()
|
| 33 |
-
|
| 34 |
-
if __name__ == "__main__":
|
| 35 |
-
main()
|
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train_1/wandb/run-20241120_221447-3pyqkvto_train_1/files/config.yaml
DELETED
|
@@ -1,370 +0,0 @@
|
|
| 1 |
-
wandb_version: 1
|
| 2 |
-
|
| 3 |
-
name:
|
| 4 |
-
desc: null
|
| 5 |
-
value: train_tedi_unet_hybrid
|
| 6 |
-
_target_:
|
| 7 |
-
desc: null
|
| 8 |
-
value: diffusion_policy.workspace.train_tedi_unet_hybrid_workspace.TrainTEDIUnetHybridWorkspace
|
| 9 |
-
task_name:
|
| 10 |
-
desc: null
|
| 11 |
-
value: lift_image
|
| 12 |
-
shape_meta:
|
| 13 |
-
desc: null
|
| 14 |
-
value:
|
| 15 |
-
obs:
|
| 16 |
-
agentview_image:
|
| 17 |
-
shape:
|
| 18 |
-
- 3
|
| 19 |
-
- 84
|
| 20 |
-
- 84
|
| 21 |
-
type: rgb
|
| 22 |
-
robot0_eye_in_hand_image:
|
| 23 |
-
shape:
|
| 24 |
-
- 3
|
| 25 |
-
- 84
|
| 26 |
-
- 84
|
| 27 |
-
type: rgb
|
| 28 |
-
robot0_eef_pos:
|
| 29 |
-
shape:
|
| 30 |
-
- 3
|
| 31 |
-
robot0_eef_quat:
|
| 32 |
-
shape:
|
| 33 |
-
- 4
|
| 34 |
-
robot0_gripper_qpos:
|
| 35 |
-
shape:
|
| 36 |
-
- 2
|
| 37 |
-
action:
|
| 38 |
-
shape:
|
| 39 |
-
- 10
|
| 40 |
-
exp_name:
|
| 41 |
-
desc: null
|
| 42 |
-
value: default
|
| 43 |
-
horizon:
|
| 44 |
-
desc: null
|
| 45 |
-
value: 20
|
| 46 |
-
n_obs_steps:
|
| 47 |
-
desc: null
|
| 48 |
-
value: 2
|
| 49 |
-
n_action_steps:
|
| 50 |
-
desc: null
|
| 51 |
-
value: 8
|
| 52 |
-
n_latency_steps:
|
| 53 |
-
desc: null
|
| 54 |
-
value: 0
|
| 55 |
-
dataset_obs_steps:
|
| 56 |
-
desc: null
|
| 57 |
-
value: 2
|
| 58 |
-
past_action_visible:
|
| 59 |
-
desc: null
|
| 60 |
-
value: false
|
| 61 |
-
keypoint_visible_rate:
|
| 62 |
-
desc: null
|
| 63 |
-
value: 1.0
|
| 64 |
-
obs_as_global_cond:
|
| 65 |
-
desc: null
|
| 66 |
-
value: true
|
| 67 |
-
policy:
|
| 68 |
-
desc: null
|
| 69 |
-
value:
|
| 70 |
-
_target_: diffusion_policy.policy.tedi_unet_hybrid_image_policy.TEDIUnetHybridImagePolicy
|
| 71 |
-
shape_meta:
|
| 72 |
-
obs:
|
| 73 |
-
agentview_image:
|
| 74 |
-
shape:
|
| 75 |
-
- 3
|
| 76 |
-
- 84
|
| 77 |
-
- 84
|
| 78 |
-
type: rgb
|
| 79 |
-
robot0_eye_in_hand_image:
|
| 80 |
-
shape:
|
| 81 |
-
- 3
|
| 82 |
-
- 84
|
| 83 |
-
- 84
|
| 84 |
-
type: rgb
|
| 85 |
-
robot0_eef_pos:
|
| 86 |
-
shape:
|
| 87 |
-
- 3
|
| 88 |
-
robot0_eef_quat:
|
| 89 |
-
shape:
|
| 90 |
-
- 4
|
| 91 |
-
robot0_gripper_qpos:
|
| 92 |
-
shape:
|
| 93 |
-
- 2
|
| 94 |
-
action:
|
| 95 |
-
shape:
|
| 96 |
-
- 10
|
| 97 |
-
noise_scheduler:
|
| 98 |
-
_target_: diffusion_policy.policy.schedulers.DDPMTEDiScheduler
|
| 99 |
-
num_train_timesteps: 100
|
| 100 |
-
beta_start: 0.0001
|
| 101 |
-
beta_end: 0.02
|
| 102 |
-
beta_schedule: squaredcos_cap_v2
|
| 103 |
-
variance_type: fixed_small
|
| 104 |
-
clip_sample: true
|
| 105 |
-
prediction_type: epsilon
|
| 106 |
-
horizon: 20
|
| 107 |
-
n_action_steps: 8
|
| 108 |
-
n_obs_steps: 2
|
| 109 |
-
num_inference_steps: 100
|
| 110 |
-
obs_as_global_cond: true
|
| 111 |
-
crop_shape:
|
| 112 |
-
- 76
|
| 113 |
-
- 76
|
| 114 |
-
diffusion_step_embed_dim: 128
|
| 115 |
-
down_dims:
|
| 116 |
-
- 512
|
| 117 |
-
- 1024
|
| 118 |
-
- 2048
|
| 119 |
-
kernel_size: 5
|
| 120 |
-
n_groups: 8
|
| 121 |
-
cond_predict_scale: true
|
| 122 |
-
obs_encoder_group_norm: true
|
| 123 |
-
eval_fixed_crop: true
|
| 124 |
-
temporally_constant_weight: 0.2
|
| 125 |
-
temporally_increasing_weight: 0.0
|
| 126 |
-
temporally_random_weights: 0.0
|
| 127 |
-
chunk_wise_weight: 0.8
|
| 128 |
-
buffer_init: zero
|
| 129 |
-
ema:
|
| 130 |
-
desc: null
|
| 131 |
-
value:
|
| 132 |
-
_target_: diffusion_policy.model.diffusion.ema_model.EMAModel
|
| 133 |
-
update_after_step: 0
|
| 134 |
-
inv_gamma: 1.0
|
| 135 |
-
power: 0.75
|
| 136 |
-
min_value: 0.0
|
| 137 |
-
max_value: 0.9999
|
| 138 |
-
dataloader:
|
| 139 |
-
desc: null
|
| 140 |
-
value:
|
| 141 |
-
batch_size: 64
|
| 142 |
-
num_workers: 16
|
| 143 |
-
shuffle: true
|
| 144 |
-
pin_memory: true
|
| 145 |
-
persistent_workers: true
|
| 146 |
-
val_dataloader:
|
| 147 |
-
desc: null
|
| 148 |
-
value:
|
| 149 |
-
batch_size: 64
|
| 150 |
-
num_workers: 16
|
| 151 |
-
shuffle: false
|
| 152 |
-
pin_memory: true
|
| 153 |
-
persistent_workers: true
|
| 154 |
-
optimizer:
|
| 155 |
-
desc: null
|
| 156 |
-
value:
|
| 157 |
-
_target_: torch.optim.AdamW
|
| 158 |
-
lr: 0.0001
|
| 159 |
-
betas:
|
| 160 |
-
- 0.95
|
| 161 |
-
- 0.999
|
| 162 |
-
eps: 1.0e-08
|
| 163 |
-
weight_decay: 1.0e-06
|
| 164 |
-
training:
|
| 165 |
-
desc: null
|
| 166 |
-
value:
|
| 167 |
-
device: cuda:0
|
| 168 |
-
seed: 43
|
| 169 |
-
debug: false
|
| 170 |
-
resume: true
|
| 171 |
-
lr_scheduler: cosine
|
| 172 |
-
lr_warmup_steps: 500
|
| 173 |
-
num_epochs: 1501
|
| 174 |
-
gradient_accumulate_every: 1
|
| 175 |
-
use_ema: true
|
| 176 |
-
rollout_every: 50
|
| 177 |
-
checkpoint_every: 50
|
| 178 |
-
val_every: 1
|
| 179 |
-
sample_every: 5
|
| 180 |
-
max_train_steps: null
|
| 181 |
-
max_val_steps: null
|
| 182 |
-
tqdm_interval_sec: 1.0
|
| 183 |
-
logging:
|
| 184 |
-
desc: null
|
| 185 |
-
value:
|
| 186 |
-
project: diffusion_policy_debug
|
| 187 |
-
resume: true
|
| 188 |
-
mode: online
|
| 189 |
-
name: 2024.11.20-22.13.58_train_tedi_unet_hybrid_lift_image_train_1
|
| 190 |
-
tags:
|
| 191 |
-
- train_tedi_unet_hybrid
|
| 192 |
-
- lift_image
|
| 193 |
-
- default
|
| 194 |
-
id: 3pyqkvto_train_1
|
| 195 |
-
group: 3pyqkvto
|
| 196 |
-
checkpoint:
|
| 197 |
-
desc: null
|
| 198 |
-
value:
|
| 199 |
-
topk:
|
| 200 |
-
monitor_key: test_mean_score
|
| 201 |
-
mode: max
|
| 202 |
-
k: 1
|
| 203 |
-
format_str: epoch={epoch:04d}-test_mean_score={test_mean_score:.3f}.ckpt
|
| 204 |
-
save_last_ckpt: false
|
| 205 |
-
save_last_snapshot: false
|
| 206 |
-
multi_run:
|
| 207 |
-
desc: null
|
| 208 |
-
value:
|
| 209 |
-
run_dir: data/outputs/2024.11.20/22.14.21_train_tedi_unet_hybrid_lift_image
|
| 210 |
-
wandb_name_base: 2024.11.20-22.14.21_train_tedi_unet_hybrid_lift_image
|
| 211 |
-
task:
|
| 212 |
-
desc: null
|
| 213 |
-
value:
|
| 214 |
-
name: lift_image
|
| 215 |
-
shape_meta:
|
| 216 |
-
obs:
|
| 217 |
-
agentview_image:
|
| 218 |
-
shape:
|
| 219 |
-
- 3
|
| 220 |
-
- 84
|
| 221 |
-
- 84
|
| 222 |
-
type: rgb
|
| 223 |
-
robot0_eye_in_hand_image:
|
| 224 |
-
shape:
|
| 225 |
-
- 3
|
| 226 |
-
- 84
|
| 227 |
-
- 84
|
| 228 |
-
type: rgb
|
| 229 |
-
robot0_eef_pos:
|
| 230 |
-
shape:
|
| 231 |
-
- 3
|
| 232 |
-
robot0_eef_quat:
|
| 233 |
-
shape:
|
| 234 |
-
- 4
|
| 235 |
-
robot0_gripper_qpos:
|
| 236 |
-
shape:
|
| 237 |
-
- 2
|
| 238 |
-
action:
|
| 239 |
-
shape:
|
| 240 |
-
- 10
|
| 241 |
-
task_name: lift
|
| 242 |
-
dataset_type: ph
|
| 243 |
-
dataset_path: data/robomimic/datasets/lift/ph/image_abs.hdf5
|
| 244 |
-
abs_action: true
|
| 245 |
-
env_runner:
|
| 246 |
-
_target_: diffusion_policy.env_runner.robomimic_image_runner.RobomimicImageRunner
|
| 247 |
-
dataset_path: data/robomimic/datasets/lift/ph/image_abs.hdf5
|
| 248 |
-
shape_meta:
|
| 249 |
-
obs:
|
| 250 |
-
agentview_image:
|
| 251 |
-
shape:
|
| 252 |
-
- 3
|
| 253 |
-
- 84
|
| 254 |
-
- 84
|
| 255 |
-
type: rgb
|
| 256 |
-
robot0_eye_in_hand_image:
|
| 257 |
-
shape:
|
| 258 |
-
- 3
|
| 259 |
-
- 84
|
| 260 |
-
- 84
|
| 261 |
-
type: rgb
|
| 262 |
-
robot0_eef_pos:
|
| 263 |
-
shape:
|
| 264 |
-
- 3
|
| 265 |
-
robot0_eef_quat:
|
| 266 |
-
shape:
|
| 267 |
-
- 4
|
| 268 |
-
robot0_gripper_qpos:
|
| 269 |
-
shape:
|
| 270 |
-
- 2
|
| 271 |
-
action:
|
| 272 |
-
shape:
|
| 273 |
-
- 10
|
| 274 |
-
n_train: 6
|
| 275 |
-
n_train_vis: 2
|
| 276 |
-
train_start_idx: 0
|
| 277 |
-
n_test: 50
|
| 278 |
-
n_test_vis: 4
|
| 279 |
-
test_start_seed: 4400000
|
| 280 |
-
max_steps: 400
|
| 281 |
-
n_obs_steps: 2
|
| 282 |
-
n_action_steps: 8
|
| 283 |
-
render_obs_key: agentview_image
|
| 284 |
-
fps: 10
|
| 285 |
-
crf: 22
|
| 286 |
-
past_action: false
|
| 287 |
-
abs_action: true
|
| 288 |
-
tqdm_interval_sec: 1.0
|
| 289 |
-
n_envs: 28
|
| 290 |
-
dataset:
|
| 291 |
-
_target_: diffusion_policy.dataset.robomimic_replay_image_dataset.RobomimicReplayImageDataset
|
| 292 |
-
shape_meta:
|
| 293 |
-
obs:
|
| 294 |
-
agentview_image:
|
| 295 |
-
shape:
|
| 296 |
-
- 3
|
| 297 |
-
- 84
|
| 298 |
-
- 84
|
| 299 |
-
type: rgb
|
| 300 |
-
robot0_eye_in_hand_image:
|
| 301 |
-
shape:
|
| 302 |
-
- 3
|
| 303 |
-
- 84
|
| 304 |
-
- 84
|
| 305 |
-
type: rgb
|
| 306 |
-
robot0_eef_pos:
|
| 307 |
-
shape:
|
| 308 |
-
- 3
|
| 309 |
-
robot0_eef_quat:
|
| 310 |
-
shape:
|
| 311 |
-
- 4
|
| 312 |
-
robot0_gripper_qpos:
|
| 313 |
-
shape:
|
| 314 |
-
- 2
|
| 315 |
-
action:
|
| 316 |
-
shape:
|
| 317 |
-
- 10
|
| 318 |
-
dataset_path: data/robomimic/datasets/lift/ph/image_abs.hdf5
|
| 319 |
-
horizon: 20
|
| 320 |
-
pad_before: 1
|
| 321 |
-
pad_after: 7
|
| 322 |
-
n_obs_steps: 2
|
| 323 |
-
abs_action: true
|
| 324 |
-
rotation_rep: rotation_6d
|
| 325 |
-
use_legacy_normalizer: false
|
| 326 |
-
use_cache: true
|
| 327 |
-
seed: 42
|
| 328 |
-
val_ratio: 0.02
|
| 329 |
-
_wandb:
|
| 330 |
-
desc: null
|
| 331 |
-
value:
|
| 332 |
-
code_path: code/train.py
|
| 333 |
-
python_version: 3.9.15
|
| 334 |
-
cli_version: 0.17.6
|
| 335 |
-
framework: torch
|
| 336 |
-
is_jupyter_run: false
|
| 337 |
-
is_kaggle_kernel: false
|
| 338 |
-
start_time: 1732137287
|
| 339 |
-
t:
|
| 340 |
-
1:
|
| 341 |
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- 1
|
| 342 |
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|
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|
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- 71
|
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- 83
|
| 348 |
-
2:
|
| 349 |
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- 1
|
| 350 |
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- 41
|
| 351 |
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|
| 352 |
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|
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- 71
|
| 355 |
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|
| 356 |
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3:
|
| 357 |
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- 13
|
| 358 |
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|
| 359 |
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- 15
|
| 360 |
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- 16
|
| 361 |
-
- 23
|
| 362 |
-
- 61
|
| 363 |
-
4: 3.9.15
|
| 364 |
-
5: 0.17.6
|
| 365 |
-
8:
|
| 366 |
-
- 5
|
| 367 |
-
13: linux-x86_64
|
| 368 |
-
output_dir:
|
| 369 |
-
desc: null
|
| 370 |
-
value: /tmp/ray/session_2024-11-20_22-13-35_079021_3380951/runtime_resources/working_dir_files/_ray_pkg_a254c17765b6da76/data/outputs/2024.11.20/22.13.58_train_tedi_unet_hybrid_lift_image/train_1
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