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Submission 18530

Submission18530
Competingyes
Challengeaido-LFI-real-validation
UserBence Haromi
Date submitted
Last status update
Completecomplete
DetailsEvaluation is complete.
Sisters
Result💚
Jobseval0: 121721 eval0-videos: 121750 eval0-visualize: 121736 eval1: 121771 eval1-videos: 121801 eval1-visualize: 121821 eval2: 121882 eval2-videos: 121932 eval2-visualize: 121929
Next
User label005-0.8
Admin priority50
Blessingn/a
User priority50

121932

robot

watchtower

121929

Click the images to see detailed statistics about the episode.

sync

visualization

121882

scenario/drawing.html

121821

Click the images to see detailed statistics about the episode.

sync

visualization

121801

robot

watchtower

121771

scenario/drawing.html

121750

robot

watchtower

121736

Click the images to see detailed statistics about the episode.

sync

visualization

121721

scenario/drawing.html

Evaluation jobs for this submission

See previous jobs for previous versions of challenges
Job IDstepstatusup to datedate starteddate completeddurationmessage
121932eval2-videossuccessyes0:05:49
all ok, 8 bags proce [...]
all ok, 8 bags processed
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121929eval2-visualizesuccessyes0:06:10
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
driven_lanedir_consec0.9912036659401484
survival_time2.100219488143921
deviation-center-line0.14204945936102
in-drivable-lane0.0


other stats
deviation-heading0.8757860753291667
distance-from-start0.7920298049105501
driven_any1.0716314979419337
driven_lanedir0.9912036659401484
visualized-eval2-passed1
No reset possible
121882eval2successyes0:01:52
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121821eval1-visualizesuccessyes0:00:39
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driven_lanedir_consec0.49762697170409087
survival_time1.00007963180542
deviation-center-line0.0363681626339089
in-drivable-lane0.0


other stats
deviation-heading0.04680024141039049
distance-from-start0.4982620275429286
driven_any0.49835835825469554
driven_lanedir0.49762697170409087
visualized-eval1-passed1
No reset possible
121818eval1-visualizesuccessyes0:00:38
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No reset possible
121814eval1-visualizesuccessyes0:00:39
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No reset possible
121812eval1-visualizesuccessyes0:00:40
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121810eval1-visualizesuccessyes0:00:44
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121807eval1-visualizesuccessyes0:00:40
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121805eval1-visualizesuccessyes0:00:42
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121801eval1-videossuccessyes0:00:43
all ok, 8 bags proce [...]
all ok, 8 bags processed
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No reset possible
121797eval1-videossuccessyes0:00:41
all ok, 8 bags proce [...]
all ok, 8 bags processed
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No reset possible
121793eval1-videossuccessyes0:00:46
all ok, 8 bags proce [...]
all ok, 8 bags processed
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No reset possible
121789eval1-videossuccessyes0:00:46
all ok, 8 bags proce [...]
all ok, 8 bags processed
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No reset possible
121786eval1-videossuccessyes0:00:47
all ok, 8 bags proce [...]
all ok, 8 bags processed
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No reset possible
121781eval1-videossuccessyes0:01:21
all ok, 8 bags proce [...]
all ok, 8 bags processed
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No reset possible
121771eval1successyes0:04:04
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No reset possible
121750eval0-videossuccessyes0:00:39
all ok, 8 bags proce [...]
all ok, 8 bags processed
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121748eval0-videossuccessyes0:00:40
all ok, 8 bags proce [...]
all ok, 8 bags processed
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121746eval0-videossuccessyes0:00:41
all ok, 8 bags proce [...]
all ok, 8 bags processed
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121743eval0-videossuccessyes0:00:39
all ok, 8 bags proce [...]
all ok, 8 bags processed
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121741eval0-videossuccessyes0:00:42
all ok, 8 bags proce [...]
all ok, 8 bags processed
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121739eval0-videossuccessyes0:00:39
all ok, 8 bags proce [...]
all ok, 8 bags processed
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121738eval0-videossuccessyes0:00:44
all ok, 8 bags proce [...]
all ok, 8 bags processed
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121736eval0-visualizesuccessyes0:00:39
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
driven_lanedir_consec0.5017114634331925
survival_time1.0981144905090332
deviation-center-line0.032119285137398326
in-drivable-lane0.0


other stats
deviation-heading0.21596445836961664
distance-from-start0.5306836442833174
driven_any0.5503109413454678
driven_lanedir0.5017114634331925
visualized-eval0-passed1
No reset possible
121734eval0-visualizesuccessyes0:00:40
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
No reset possible
121733eval0-visualizesuccessyes0:00:41
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No reset possible
121732eval0-visualizesuccessyes0:00:41
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No reset possible
121731eval0-visualizesuccessyes0:00:41
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121730eval0-visualizesuccessyes0:00:40
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No reset possible
121728eval0-visualizesuccessyes0:01:10
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121721eval0successyes0:02:13
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121719eval0abortedyes0:01:49
DEBUG:commons:versio [...]
DEBUG:commons:version: 6.2.4 *
DEBUG:typing:version: 6.2.3
DEBUG:nodes:version 6.2.13 path /usr/local/lib/python3.8/dist-packages pyparsing 2.4.6
DEBUG:ipce:version 6.1.2 path /usr/local/lib/python3.8/dist-packages
DEBUG:aido_schemas:aido-protocols version 6.0.59 path /usr/local/lib/python3.8/dist-packages
2021-12-08 08:09:45.117545: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:45.117564: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.
DEBUG:duckietown_world:duckietown-world version 6.2.38 path /usr/local/lib/python3.8/dist-packages
DEBUG:geometry:PyGeometry-z6 version 2.1.4 path /usr/local/lib/python3.8/dist-packages
DEBUG:gym-duckietown:gym-duckietown version 6.1.31 path /code/gym-duckietown/src

2021-12-08 08:09:48.821232: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:939] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
2021-12-08 08:09:48.821422: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:48.821499: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcublas.so.11'; dlerror: libcublas.so.11: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:48.821561: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcublasLt.so.11'; dlerror: libcublasLt.so.11: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:48.821621: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcufft.so.10'; dlerror: libcufft.so.10: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:48.821678: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcurand.so.10'; dlerror: libcurand.so.10: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:48.821741: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcusolver.so.11'; dlerror: libcusolver.so.11: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:48.821807: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcusparse.so.11'; dlerror: libcusparse.so.11: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:48.821867: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudnn.so.8'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /usr/local/lib/python3.8/dist-packages/cv2/../../lib64:
2021-12-08 08:09:48.821877: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1850] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.
Skipping registering GPU devices...
DEBUG:nodes_wrapper:checking implementation
DEBUG:nodes_wrapper:checking implementation OK
DEBUG:nodes_wrapper.RLlibAgent:run_loop
  fin: /fifos/ego0-in
 fout: fifo:/fifos/ego0-out
DEBUG:nodes_wrapper:Fifo /fifos/ego0-out created. I will block until a reader appears.
DEBUG:nodes_wrapper:Fifo reader appeared for /fifos/ego0-out.
DEBUG:nodes_wrapper.RLlibAgent:Starting reading
 fi_desc: /fifos/ego0-in
 fo_desc: fifo:/fifos/ego0-out
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: init()
WARNING:config.config:Found paths with seed 5:
WARNING:config.config:0: ./models/TestPPO+DA_0005/Nov25_15-49-01/config_dump_0005.yml
WARNING:config.config:Found checkpoints in ./models/TestPPO+DA_0005/Nov25_15-49-01:
WARNING:config.config:0: ./models/TestPPO+DA_0005/Nov25_15-49-01/PPO_0_2021-11-25_15-49-04/checkpoint_000445/checkpoint-445
WARNING:config.config:1: ./models/TestPPO+DA_0005/Nov25_15-49-01/PPO_0_2021-11-25_15-49-04/checkpoint_000977/checkpoint-977
WARNING:config.config:Config loaded from ./models/TestPPO+DA_0005/Nov25_15-49-01/config_dump_0005.yml
WARNING:config.config:Model checkpoint loaded from ./models/TestPPO+DA_0005/Nov25_15-49-01/PPO_0_2021-11-25_15-49-04/checkpoint_000445/checkpoint-445
WARNING:config.config:Updating default config values by: 
 env_config:
  mode: inference

WARNING:config.config:Env_config.mode is 'inference', some hyperparameters will be overwritten by: 
 rllib_config:
  explore: false
  num_workers: 0
  num_gpus: 0
  callbacks: {}
ray_init_config:
  num_cpus: 1
  _memory: 2097152000
  object_store_memory: 209715200
  _redis_max_memory: 209715200
  local_mode: true

INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: === Wrappers ===================================
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: Observation wrappers
 <ClipImageWrapper<InconvenientSpawnFixingWrapper<DummyDuckietownGymLikeEnv instance>>>
<ResizeWrapper<ClipImageWrapper<InconvenientSpawnFixingWrapper<DummyDuckietownGymLikeEnv instance>>>>
<ObservationBufferWrapper<ResizeWrapper<ClipImageWrapper<InconvenientSpawnFixingWrapper<DummyDuckietownGymLikeEnv instance>>>>>
<NormalizeWrapper<ObservationBufferWrapper<ResizeWrapper<ClipImageWrapper<InconvenientSpawnFixingWrapper<DummyDuckietownGymLikeEnv instance>>>>>>
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: Action wrappers
 <Heading2WheelVelsWrapper<NormalizeWrapper<ObservationBufferWrapper<ResizeWrapper<ClipImageWrapper<InconvenientSpawnFixingWrapper<DummyDuckietownGymLikeEnv instance>>>>>>>
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: Reward wrappers
 <DtRewardPosAngle<Heading2WheelVelsWrapper<NormalizeWrapper<ObservationBufferWrapper<ResizeWrapper<ClipImageWrapper<InconvenientSpawnFixingWrapper<DummyDuckietownGymLikeEnv instance>>>>>>>>
<DtRewardVelocity<DtRewardPosAngle<Heading2WheelVelsWrapper<NormalizeWrapper<ObservationBufferWrapper<ResizeWrapper<ClipImageWrapper<InconvenientSpawnFixingWrapper<DummyDuckietownGymLikeEnv instance>>>>>>>>>
<DtRewardCollisionAvoidance<DtRewardVelocity<DtRewardPosAngle<Heading2WheelVelsWrapper<NormalizeWrapper<ObservationBufferWrapper<ResizeWrapper<ClipImageWrapper<InconvenientSpawnFixingWrapper<DummyDuckietownGymLikeEnv instance>>>>>>>>>>
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: === Config ===================================
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: seed: 5
experiment_name: TestPPO+DA
algo: PPO
algo_config_files:
  PPO: config/algo/ppo.yml
  general: config/algo/general.yml
env_config:
  mode: inference
  episode_max_steps: 500
  resized_input_shape:
  - 84
  - 84
  crop_image_top: true
  top_crop_divider: 3
  grayscale_image: false
  frame_stacking: true
  frame_stacking_depth: 3
  motion_blur: false
  action_type: heading
  reward_function: posangle
  distortion: true
  accepted_start_angle_deg: 4
  simulation_framerate: 30
  frame_skip: 1
  action_delay_ratio: 0.0
  training_map: multimap1
  domain_rand: false
  dynamics_rand: false
  camera_rand: false
  frame_repeating: 0.0
  spawn_obstacles: false
  obstacles:
    duckie:
      density: 0.5
      static: true
    duckiebot:
      density: 0
      static: false
  framework: torch
  spawn_forward_obstacle: false
  aido_wrapper: false
  wandb:
    project: dt21
  experiment_name: TestPPO+DA
  seed: 5
ray_init_config:
  num_cpus: 1
  num_gpus: 1
  object_store_memory: 209715200
  _memory: 2097152000
  _redis_max_memory: 209715200
  local_mode: true
restore_seed: -1
restore_experiment_idx: 0
restore_checkpoint_idx: 0
debug_hparams:
  rllib_config:
    num_workers: 1
    num_gpus: 0
  ray_init_config:
    num_cpus: 1
    _memory: 2097152000
    object_store_memory: 209715200
    _redis_max_memory: 209715200
    local_mode: true
inference_hparams:
  rllib_config:
    explore: false
    num_workers: 0
    num_gpus: 0
    callbacks: {}
  ray_init_config:
    num_cpus: 1
    _memory: 2097152000
    object_store_memory: 209715200
    _redis_max_memory: 209715200
    local_mode: true
timesteps_total: 1000000.0
rllib_config:
  num_workers: 0
  num_gpus: 0
  train_batch_size: 1024
  gamma: 0.99
  lr: 5.0e-05
  monitor: false
  evaluation_interval: 0
  evaluation_num_episodes: 2
  evaluation_config:
    monitor: false
  seed: 1234
  sgd_minibatch_size: 32
  vf_loss_coeff: 0.5
  entropy_coeff: 0.0
  clip_param: 0.2
  vf_clip_param: 0.2
  grad_clip: 0.5
  lambda: 0.95
  num_sgd_iter: 16
  framework: torch
  log_level: ERROR
  ignore_worker_failures: true
  env: Duckietown
  callbacks: {}
  env_config:
    mode: inference
    episode_max_steps: 500
    resized_input_shape:
    - 84
    - 84
    crop_image_top: true
    top_crop_divider: 3
    grayscale_image: false
    frame_stacking: true
    frame_stacking_depth: 3
    motion_blur: false
    action_type: heading
    reward_function: posangle
    distortion: true
    accepted_start_angle_deg: 4
    simulation_framerate: 30
    frame_skip: 1
    action_delay_ratio: 0.0
    training_map: multimap1
    domain_rand: false
    dynamics_rand: false
    camera_rand: false
    frame_repeating: 0.0
    spawn_obstacles: false
    obstacles:
      duckie:
        density: 0.5
        static: true
      duckiebot:
        density: 0
        static: false
    framework: torch
    spawn_forward_obstacle: false
    aido_wrapper: false
    wandb:
      project: dt21
    experiment_name: TestPPO+DA
    seed: 5
  explore: false

2021-12-08 08:09:52,186	WARNING services.py:1748 -- WARNING: The object store is using /tmp instead of /dev/shm because /dev/shm has only 67108864 bytes available. This will harm performance! You may be able to free up space by deleting files in /dev/shm. If you are inside a Docker container, you can increase /dev/shm size by passing '--shm-size=0.21gb' to 'docker run' (or add it to the run_options list in a Ray cluster config). Make sure to set this to more than 30% of available RAM.
2021-12-08 08:09:53,770	INFO logger.py:180 -- pip install 'ray[tune]' to see TensorBoard files.
2021-12-08 08:09:53,770	WARNING logger.py:325 -- Could not instantiate TBXLogger: No module named 'tensorboardX'.
2021-12-08 08:09:53,772	WARNING deprecation.py:38 -- DeprecationWarning: `monitor` has been deprecated. Use `record_env` instead. This will raise an error in the future!
2021-12-08 08:09:53,772	WARNING ppo.py:143 -- `train_batch_size` (1024) cannot be achieved with your other settings (num_workers=0 num_envs_per_worker=1 rollout_fragment_length=200)! Auto-adjusting `rollout_fragment_length` to 1024.
2021-12-08 08:09:53,772	INFO ppo.py:166 -- In multi-agent mode, policies will be optimized sequentially by the multi-GPU optimizer. Consider setting simple_optimizer=True if this doesn't work for you.
2021-12-08 08:09:53,772	INFO trainer.py:770 -- Current log_level is ERROR. For more information, set 'log_level': 'INFO' / 'DEBUG' or use the -v and -vv flags.
WARNING:duckietown_utils.env:Dummy Duckietown Gym reset() called!
2021-12-08 08:09:53,932	WARNING util.py:57 -- Install gputil for GPU system monitoring.
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: Restoring checkpoint from: ./models/TestPPO+DA_0005/Nov25_15-49-01/PPO_0_2021-11-25_15-49-04/checkpoint_000445/checkpoint-445
2021-12-08 08:09:53,956	INFO trainable.py:416 -- Restored on 172.17.0.2 from checkpoint: ./models/TestPPO+DA_0005/Nov25_15-49-01/PPO_0_2021-11-25_15-49-04/checkpoint_000445/checkpoint-445
2021-12-08 08:09:53,956	INFO trainable.py:424 -- Current state after restoring: {'_iteration': 445, '_timesteps_total': 0, '_time_total': 8838.157283067703, '_episodes_total': 1361}
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: Starting episode "episode"
INFO:aido_schemas: data: EpisodeStart(episode_name=episode)
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.2455106
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 0.0
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.2790344
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 0.0
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.3124678
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 0.0
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.3124678
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638950994.3624673
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.3787565
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638950994.3624673
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.3787565
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638950994.395719
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.4123766
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638950994.395719
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.4123766
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638950994.4290714
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.4453678
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638950994.4290714
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638950994.4453678
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638950994.4624398
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INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638951023.595773
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638951023.6107872
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638951023.6291242
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638951023.64208
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638951023.6291242
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638951023.64208
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638951023.6624532
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638951023.6729305
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638951023.6624532
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638951023.6729305
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638951023.6957638
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp: 1638951023.7073631
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: odometry timestamp: 1638951023.7290843
INFO:nodes_wrapper.RLlibAgent.data:bb213d18d26e:RLlibAgent: camera timestamp