Duckietown Challenges Home Challenges Submissions

Submission 13572

Submission13572
Competingyes
Challengeaido-LFV-sim-validation
UserMárton Tim 🇭🇺
Date submitted
Last status update
Completecomplete
DetailsEvaluation is complete.
Sisters
Result💚
Jobssim-0of4: 105583 sim-1of4: 105562 sim-2of4: 105588 sim-3of4: 105566
Next
User label3626
Admin priority50
Blessingn/a
User priority50

105588

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loop-000

challenge-solution-output

105583

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loop2-000

challenge-solution-output

105566

Click the images to see detailed statistics about the episode.

zigzag-000

challenge-solution-output

105562

Click the images to see detailed statistics about the episode.

autolab-000

challenge-solution-output

Evaluation jobs for this submission

Show only up-to-date jobs
Job IDstepstatusup to datedate starteddate completeddurationmessage
105588sim-2of4successyes0:02:09
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survival_time_median4.149999999999993
in-drivable-lane_median0.0
driven_lanedir_consec_median1.5036846326236584
deviation-center-line_median0.16667888150164048


other stats
deviation-center-line_max0.16667888150164048
deviation-center-line_mean0.16667888150164048
deviation-center-line_min0.16667888150164048
deviation-heading_max1.0835349389431737
deviation-heading_mean1.0835349389431737
deviation-heading_median1.0835349389431737
deviation-heading_min1.0835349389431737
distance-from-start_max1.2874641980086046
distance-from-start_mean1.2874641980086046
distance-from-start_median1.2874641980086046
distance-from-start_min1.2874641980086046
driven_any_max1.5430480752956592
driven_any_mean1.5430480752956592
driven_any_median1.5430480752956592
driven_any_min1.5430480752956592
driven_lanedir_consec_max1.5036846326236584
driven_lanedir_consec_mean1.5036846326236584
driven_lanedir_consec_min1.5036846326236584
driven_lanedir_max1.5036846326236584
driven_lanedir_mean1.5036846326236584
driven_lanedir_median1.5036846326236584
driven_lanedir_min1.5036846326236584
in-drivable-lane_max0.0
in-drivable-lane_mean0.0
in-drivable-lane_min0.0
per-episodes
details{"loop-000-ego0": {"driven_any": 1.5430480752956592, "survival_time": 4.149999999999993, "driven_lanedir": 1.5036846326236584, "in-drivable-lane": 0.0, "deviation-heading": 1.0835349389431737, "distance-from-start": 1.2874641980086046, "deviation-center-line": 0.16667888150164048, "driven_lanedir_consec": 1.5036846326236584}}
simulation-passed1
survival_time_max4.149999999999993
survival_time_mean4.149999999999993
survival_time_min4.149999999999993
No reset possible
105583sim-0of4successyes0:08:47
Artefacts hidden. If you are the author, please login using the top-right link or use the dashboard.
survival_time_median59.99999999999873
in-drivable-lane_median0.0
driven_lanedir_consec_median27.83541650261019
deviation-center-line_median2.599366014236016


other stats
deviation-center-line_max2.599366014236016
deviation-center-line_mean2.599366014236016
deviation-center-line_min2.599366014236016
deviation-heading_max9.968660798276154
deviation-heading_mean9.968660798276154
deviation-heading_median9.968660798276154
deviation-heading_min9.968660798276154
distance-from-start_max1.1003021253151275
distance-from-start_mean1.1003021253151275
distance-from-start_median1.1003021253151275
distance-from-start_min1.1003021253151275
driven_any_max28.249556556894586
driven_any_mean28.249556556894586
driven_any_median28.249556556894586
driven_any_min28.249556556894586
driven_lanedir_consec_max27.83541650261019
driven_lanedir_consec_mean27.83541650261019
driven_lanedir_consec_min27.83541650261019
driven_lanedir_max27.83541650261019
driven_lanedir_mean27.83541650261019
driven_lanedir_median27.83541650261019
driven_lanedir_min27.83541650261019
in-drivable-lane_max0.0
in-drivable-lane_mean0.0
in-drivable-lane_min0.0
per-episodes
details{"loop2-000-ego0": {"driven_any": 28.249556556894586, "survival_time": 59.99999999999873, "driven_lanedir": 27.83541650261019, "in-drivable-lane": 0.0, "deviation-heading": 9.968660798276154, "distance-from-start": 1.1003021253151275, "deviation-center-line": 2.599366014236016, "driven_lanedir_consec": 27.83541650261019}}
simulation-passed1
survival_time_max59.99999999999873
survival_time_mean59.99999999999873
survival_time_min59.99999999999873
No reset possible
105581sim-2of4successyes0:03:50
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105569sim-2of4host-erroryes0:01:21
InvalidEnvironment: [...]
InvalidEnvironment:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 298, in main
    robot_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 338, in read_reply
    raise RemoteNodeAborted(msg)
zuper_nodes.structures.RemoteNodeAborted: The remote node "ego0" aborted with the following error:

error in ego0 |Unexpected error:
              |
              || Traceback (most recent call last):
              ||   File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper.py", line 322, in loop
              ||     call_if_fun_exists(node, "init", context=context_data)
              ||   File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/utils.py", line 21, in call_if_fun_exists
              ||     f(**kwargs)
              ||   File "solution.py", line 29, in init
              ||     self.model = RLlibModel(0, experiment_idx=0, checkpoint_idx=0, logger=context)
              ||   File "/submission/model.py", line 67, in __init__
              ||     self.model.restore(checkpoint_path)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/tune/trainable.py", line 476, in restore
              ||     self.load_checkpoint(checkpoint_path)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/agents/trainer.py", line 673, in load_checkpoint
              ||     self.__setstate__(extra_data)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/agents/trainer_template.py", line 164, in __setstate__
              ||     Trainer.__setstate__(self, state)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/agents/trainer.py", line 1168, in __setstate__
              ||     self.workers.local_worker().restore(state["worker"])
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/evaluation/rollout_worker.py", line 969, in restore
              ||     self.policy_map[pid].set_state(state)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/policy/torch_policy.py", line 499, in set_state
              ||     optim_state_dict = convert_to_torch_tensor(
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/utils/torch_ops.py", line 71, in convert_to_torch_tensor
              ||     return tree.map_structure(mapping, x)
              ||   File "/usr/local/lib/python3.8/dist-packages/tree/__init__.py", line 516, in map_structure
              ||     [func(*args) for args in zip(*map(flatten, structures))])
              ||   File "/usr/local/lib/python3.8/dist-packages/tree/__init__.py", line 516, in <listcomp>
              ||     [func(*args) for args in zip(*map(flatten, structures))])
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/utils/torch_ops.py", line 69, in mapping
              ||     return tensor if device is None else tensor.to(device)
              || RuntimeError: CUDA out of memory. Tried to allocate 20.00 MiB (GPU 0; 14.76 GiB total capacity; 35.49 MiB already allocated; 38.19 MiB free; 38.00 MiB reserved in total by PyTorch)
              ||

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 306, in main
    raise InvalidEnvironment(msg) from e
duckietown_challenges.exceptions.InvalidEnvironment: Detected out of CUDA memory:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 298, in main
    robot_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 338, in read_reply
    raise RemoteNodeAborted(msg)
zuper_nodes.structures.RemoteNodeAborted: The remote node "ego0" aborted with the following error:

error in ego0 |Unexpected error:
              |
              || Traceback (most recent call last):
              ||   File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper.py", line 322, in loop
              ||     call_if_fun_exists(node, "init", context=context_data)
              ||   File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/utils.py", line 21, in call_if_fun_exists
              ||     f(**kwargs)
              ||   File "solution.py", line 29, in init
              ||     self.model = RLlibModel(0, experiment_idx=0, checkpoint_idx=0, logger=context)
              ||   File "/submission/model.py", line 67, in __init__
              ||     self.model.restore(checkpoint_path)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/tune/trainable.py", line 476, in restore
              ||     self.load_checkpoint(checkpoint_path)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/agents/trainer.py", line 673, in load_checkpoint
              ||     self.__setstate__(extra_data)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/agents/trainer_template.py", line 164, in __setstate__
              ||     Trainer.__setstate__(self, state)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/agents/trainer.py", line 1168, in __setstate__
              ||     self.workers.local_worker().restore(state["worker"])
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/evaluation/rollout_worker.py", line 969, in restore
              ||     self.policy_map[pid].set_state(state)
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/policy/torch_policy.py", line 499, in set_state
              ||     optim_state_dict = convert_to_torch_tensor(
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/utils/torch_ops.py", line 71, in convert_to_torch_tensor
              ||     return tree.map_structure(mapping, x)
              ||   File "/usr/local/lib/python3.8/dist-packages/tree/__init__.py", line 516, in map_structure
              ||     [func(*args) for args in zip(*map(flatten, structures))])
              ||   File "/usr/local/lib/python3.8/dist-packages/tree/__init__.py", line 516, in <listcomp>
              ||     [func(*args) for args in zip(*map(flatten, structures))])
              ||   File "/usr/local/lib/python3.8/dist-packages/ray/rllib/utils/torch_ops.py", line 69, in mapping
              ||     return tensor if device is None else tensor.to(device)
              || RuntimeError: CUDA out of memory. Tried to allocate 20.00 MiB (GPU 0; 14.76 GiB total capacity; 35.49 MiB already allocated; 38.19 MiB free; 38.00 MiB reserved in total by PyTorch)
              ||

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No reset possible
105566sim-3of4successyes0:04:28
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survival_time_median14.250000000000068
in-drivable-lane_median0.6000000000000085
driven_lanedir_consec_median5.981787394157485
deviation-center-line_median0.945087416663774


other stats
deviation-center-line_max0.945087416663774
deviation-center-line_mean0.945087416663774
deviation-center-line_min0.945087416663774
deviation-heading_max2.9740388088611756
deviation-heading_mean2.9740388088611756
deviation-heading_median2.9740388088611756
deviation-heading_min2.9740388088611756
distance-from-start_max3.931518446367467
distance-from-start_mean3.931518446367467
distance-from-start_median3.931518446367467
distance-from-start_min3.931518446367467
driven_any_max6.455312698403775
driven_any_mean6.455312698403775
driven_any_median6.455312698403775
driven_any_min6.455312698403775
driven_lanedir_consec_max5.981787394157485
driven_lanedir_consec_mean5.981787394157485
driven_lanedir_consec_min5.981787394157485
driven_lanedir_max5.981787394157485
driven_lanedir_mean5.981787394157485
driven_lanedir_median5.981787394157485
driven_lanedir_min5.981787394157485
in-drivable-lane_max0.6000000000000085
in-drivable-lane_mean0.6000000000000085
in-drivable-lane_min0.6000000000000085
per-episodes
details{"zigzag-000-ego0": {"driven_any": 6.455312698403775, "survival_time": 14.250000000000068, "driven_lanedir": 5.981787394157485, "in-drivable-lane": 0.6000000000000085, "deviation-heading": 2.9740388088611756, "distance-from-start": 3.931518446367467, "deviation-center-line": 0.945087416663774, "driven_lanedir_consec": 5.981787394157485}}
simulation-passed1
survival_time_max14.250000000000068
survival_time_mean14.250000000000068
survival_time_min14.250000000000068
No reset possible
105563sim-2of4successyes0:02:10
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No reset possible
105562sim-1of4successyes0:04:39
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survival_time_median16.5500000000001
in-drivable-lane_median1.900000000000027
driven_lanedir_consec_median6.556132828569149
deviation-center-line_median1.0019880140726125


other stats
deviation-center-line_max1.0019880140726125
deviation-center-line_mean1.0019880140726125
deviation-center-line_min1.0019880140726125
deviation-heading_max4.016014288637685
deviation-heading_mean4.016014288637685
deviation-heading_median4.016014288637685
deviation-heading_min4.016014288637685
distance-from-start_max2.8437415872404035
distance-from-start_mean2.8437415872404035
distance-from-start_median2.8437415872404035
distance-from-start_min2.8437415872404035
driven_any_max7.400723979493264
driven_any_mean7.400723979493264
driven_any_median7.400723979493264
driven_any_min7.400723979493264
driven_lanedir_consec_max6.556132828569149
driven_lanedir_consec_mean6.556132828569149
driven_lanedir_consec_min6.556132828569149
driven_lanedir_max6.556132828569149
driven_lanedir_mean6.556132828569149
driven_lanedir_median6.556132828569149
driven_lanedir_min6.556132828569149
in-drivable-lane_max1.900000000000027
in-drivable-lane_mean1.900000000000027
in-drivable-lane_min1.900000000000027
per-episodes
details{"autolab-000-ego0": {"driven_any": 7.400723979493264, "survival_time": 16.5500000000001, "driven_lanedir": 6.556132828569149, "in-drivable-lane": 1.900000000000027, "deviation-heading": 4.016014288637685, "distance-from-start": 2.8437415872404035, "deviation-center-line": 1.0019880140726125, "driven_lanedir_consec": 6.556132828569149}}
simulation-passed1
survival_time_max16.5500000000001
survival_time_mean16.5500000000001
survival_time_min16.5500000000001
No reset possible
105548sim-3of4successyes0:04:33
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100744sim-3of4failedno0:01:03
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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No reset possible
100739sim-0of4failedno0:01:07
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100738sim-1of4failedno0:01:02
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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No reset possible
100737sim-2of4failedno0:01:14
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100732sim-3of4failedno0:01:04
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100730sim-0of4failedno0:01:06
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100728sim-2of4failedno0:01:03
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100726sim-1of4failedno0:01:00
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100723sim-3of4failedno0:01:03
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100722sim-0of4failedno0:01:05
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100716sim-1of4failedno0:00:53
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100715sim-2of4failedno0:01:14
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100712sim-3of4failedno0:01:00
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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100711sim-1of4failedno0:00:55
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 293, in main
    sim_ci.write_topic_and_expect_zero("seed", config.seed)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 156, in write_topic_and_expect_zero
    msgs = read_reply(self.fpout, timeout=timeout, nickname=self.nickname)
  File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper_outside.py", line 328, in read_reply
    raise RemoteNodeAborted(msg) from None
zuper_nodes.structures.RemoteNodeAborted: Remote node closed communication (None)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/dist-packages/duckietown_challenges/cie_concrete.py", line 691, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/dist-packages/duckietown_experiment_manager/code.py", line 423, in main
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: external protocol violation
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91472sim-1of4successno0:10:58
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91464sim-3of4successno0:05:08
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91454sim-0of4successno0:12:18
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91447sim-2of4successno0:06:27
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74343sim-0of4successno0:03:02
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74333sim-3of4successno0:07:39
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74332sim-1of4successno0:06:17
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74325sim-0of4successno0:02:46
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74297sim-2of4successno0:03:49
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66071sim-0of4successno0:02:49
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66070sim-3of4failedno0:01:13
InvalidSubmission: T [...]
InvalidSubmission:
Traceback (most recent call last):
  File "/usr/local/lib/python3.8/site-packages/duckietown_experiment_manager/code.py", line 589, in run_episode
    r: MsgReceived = await loop.run_in_executor(executor, f)
  File "/usr/local/lib/python3.8/concurrent/futures/thread.py", line 57, in run
    result = self.fn(*self.args, **self.kwargs)
  File "/usr/local/lib/python3.8/site-packages/zuper_nodes_wrapper/wrapper_outside.py", line 135, in write_topic_and_expect
    ob: MsgReceived = self.read_one(expect_topic=expect, timeout=timeout)
  File "/usr/local/lib/python3.8/site-packages/zuper_nodes_wrapper/wrapper_outside.py", line 218, in read_one
    msgs = read_reply(self.fpout, timeout=timeout, waiting_for=waiting_for, nickname=self.nickname,)
  File "/usr/local/lib/python3.8/site-packages/zuper_nodes_wrapper/wrapper_outside.py", line 304, in read_reply
    others = read_until_over(fpout, timeout=timeout, nickname=nickname)
  File "/usr/local/lib/python3.8/site-packages/zuper_nodes_wrapper/wrapper_outside.py", line 331, in read_until_over
    raise RemoteNodeAborted(m)
zuper_nodes.structures.RemoteNodeAborted: External node "ego0" aborted:

error in ego0 |Unexpected error:
              |
              || Traceback (most recent call last):
              ||   File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper.py", line 355, in loop
              ||     handle_message_node(parsed, receiver0, context0)
              ||   File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/wrapper.py", line 531, in handle_message_node
              ||     call_if_fun_exists(agent, expect_fn, data=ob, context=context, timing=timing)
              ||   File "/usr/local/lib/python3.8/dist-packages/zuper_nodes_wrapper/utils.py", line 21, in call_if_fun_exists
              ||     f(**kwargs)
              ||   File "solution.py", line 90, in on_received_get_commands
              ||     pwm_left, pwm_right = self.compute_action(self.current_image)
              ||   File "solution.py", line 84, in compute_action
              ||     action = self.model.predict(observation)
              ||   File "/submission/model.py", line 71, in predict
              ||     observation = wrapper.observation(observation)
              ||   File "/submission/duckietown_utils/wrappers/SegmentObsWrapper.py", line 56, in observation
              ||     _, pred = torch.max(self.model.forward(obs_prep), 1)
              ||   File "/submission/duckietown_utils/wrappers/my_models/tiramisu.py", line 145, in forward
              ||     x = self.featureExtractor(x)
              ||   File "/usr/local/lib/python3.8/dist-packages/torch/nn/modules/module.py", line 727, in _call_impl
              ||     result = self.forward(*input, **kwargs)
              ||   File "/submission/duckietown_utils/wrappers/my_models/tiramisu.py", line 96, in forward
              ||     out = self.transDownBlocks[i](out)
              ||   File "/usr/local/lib/python3.8/dist-packages/torch/nn/modules/module.py", line 727, in _call_impl
              ||     result = self.forward(*input, **kwargs)
              ||   File "/submission/duckietown_utils/wrappers/my_models/layers.py", line 55, in forward
              ||     return super().forward(x)
              ||   File "/usr/local/lib/python3.8/dist-packages/torch/nn/modules/container.py", line 117, in forward
              ||     input = module(input)
              ||   File "/usr/local/lib/python3.8/dist-packages/torch/nn/modules/module.py", line 727, in _call_impl
              ||     result = self.forward(*input, **kwargs)
              ||   File "/usr/local/lib/python3.8/dist-packages/torch/nn/modules/conv.py", line 423, in forward
              ||     return self._conv_forward(input, self.weight)
              ||   File "/usr/local/lib/python3.8/dist-packages/torch/nn/modules/conv.py", line 419, in _conv_forward
              ||     return F.conv2d(input, weight, self.bias, self.stride,
              || RuntimeError: CUDA out of memory. Tried to allocate 20.00 MiB (GPU 0; 14.76 GiB total capacity; 100.10 MiB already allocated; 27.75 MiB free; 118.00 MiB reserved in total by PyTorch)
              ||

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/usr/local/lib/python3.8/site-packages/duckietown_challenges/cie_concrete.py", line 681, in scoring_context
    yield cie
  File "/usr/local/lib/python3.8/site-packages/duckietown_experiment_manager/experiment_manager.py", line 60, in go
    wrap(cie)
  File "/usr/local/lib/python3.8/site-packages/duckietown_experiment_manager/experiment_manager.py", line 33, in wrap
    asyncio.run(main(cie, logdir, attempts), debug=True)
  File "/usr/local/lib/python3.8/asyncio/runners.py", line 44, in run
    return loop.run_until_complete(main)
  File "/usr/local/lib/python3.8/asyncio/base_events.py", line 616, in run_until_complete
    return future.result()
  File "/usr/local/lib/python3.8/site-packages/duckietown_experiment_manager/code.py", line 312, in main
    length_s = await run_episode(
  File "/usr/local/lib/python3.8/site-packages/duckietown_experiment_manager/code.py", line 593, in run_episode
    raise dc.InvalidSubmission(msg) from e
duckietown_challenges.exceptions.InvalidSubmission: Trouble with communication to the agent.
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