OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Job Summary per Generation Node

Generation Node	Total	FAILED
SOBOL	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
2	0	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	max

Last progressbar status

2026-02-19 10:53:27 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 2, finishing jobs, finished 1 job

Git-Version

Commit: 9549d52ee597a3bd0ab7313d9a232666aa4c243f (9230-20-g9549d52ee)

trial_index,arm_name,trial_status,generation_node,int_param,float_param,int_param_two,choice_param
0,0_0,FAILED,SOBOL,-40,-8.784692287445068359375,-88,16
1,1_0,FAILED,SOBOL,-99,-84.1247317753732204437255859375,-26,8


⚠ Job (task=0) failed during processing with trace:
----------------------
Traceback (most recent call last):
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 55, in process_job
    result = delayed.result()
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/utils.py", line 137, in result
    self._result = self.function(*self.args, **self.kwargs)
  File "<@beartype(__main__.evaluate) at 0x7f301ec085e0>", line 36, in evaluate
  File "/home/runner/work/OmniOpt/OmniOpt/.omniopt.py", line 4803, in evaluate
    final_result = _run_multi_evaluation(parameters, program_string, nr_evals, trial_index, submit_time, queue_time, return_in_case_of_error)
  File "<@beartype(__main__._run_multi_evaluation) at 0x7f301ec08550>", line 178, in _run_multi_evaluation
beartype.roar.BeartypeCallHintParamViolation: Function __main__._run_multi_evaluation() parameter return_in_case_of_error={'RESULT1': 99999999999999999999999999999999999999999999999999999999999, 'RESULT2': -9999999...} violates type hint dict[str, typing.Union[float, typing.Tuple[float, float]]], as dict key str 'RESULT1' value int 99999999999999999999999999999999999999999999999999999999999 not tuple or float.

----------------------
You can check full logs with 'job.stderr(0)' and 'job.stdout(0)'or at paths:
  - /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75133/75133_0_log.err
  - /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75133/75133_0_log.out


⚠ Job (task=0) failed during processing with trace:
----------------------
Traceback (most recent call last):
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 55, in process_job
    result = delayed.result()
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/utils.py", line 137, in result
    self._result = self.function(*self.args, **self.kwargs)
  File "<@beartype(__main__.evaluate) at 0x7f301ec085e0>", line 36, in evaluate
  File "/home/runner/work/OmniOpt/OmniOpt/.omniopt.py", line 4803, in evaluate
    final_result = _run_multi_evaluation(parameters, program_string, nr_evals, trial_index, submit_time, queue_time, return_in_case_of_error)
  File "<@beartype(__main__._run_multi_evaluation) at 0x7f301ec08550>", line 178, in _run_multi_evaluation
beartype.roar.BeartypeCallHintParamViolation: Function __main__._run_multi_evaluation() parameter return_in_case_of_error={'RESULT1': 99999999999999999999999999999999999999999999999999999999999, 'RESULT2': -9999999...} violates type hint dict[str, typing.Union[float, typing.Tuple[float, float]]], as dict key str 'RESULT1' value int 99999999999999999999999999999999999999999999999999999999999 not tuple or float.

----------------------
You can check full logs with 'job.stderr(0)' and 'job.stdout(0)'or at paths:
  - /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75145/75145_0_log.err
  - /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75145/75145_0_log.out

Error in get_calculated_frontier: No full data points with both objectives found in /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0.

Best RESULT1 could not be determined


========================================================================

Current git-hash: 9549d52ee597a3bd0ab7313d9a232666aa4c243f (last fully tested stable version 20 commits ago [1431d695e1d9911d740a43d6b86abbd58f76a3b1, 9230])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-19 10:53:18] ax.service.utils.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: 5effbaff-e311-4356-a748-09cb3059723a
                                                                             
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multiple_evals_per_arm --mem_gb=4 --time=1200 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=max --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --nr_evals_per_arm=2 --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiple_evals_per_arm&run_nr=0 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: ./.tests/optimization_example  --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=2
Experiment parameters
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         max │
└─────────────┴─────────────┘

⚠ Job (task=0) failed during processing with trace:
----------------------
Traceback (most recent call last):
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 55, in process_job
    result = delayed.result()
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/utils.py", line 137, in result
    self._result = self.function(*self.args, **self.kwargs)
  File "<@beartype(__main__.evaluate) at 0x7f301ec085e0>", line 36, in evaluate
  File "/home/runner/work/OmniOpt/OmniOpt/.omniopt.py", line 4803, in evaluate
    final_result = _run_multi_evaluation(parameters, program_string, nr_evals, trial_index, submit_time, queue_time, return_in_case_of_error)
  File "<@beartype(__main__._run_multi_evaluation) at 0x7f301ec08550>", line 178, in _run_multi_evaluation
beartype.roar.BeartypeCallHintParamViolation: Function __main__._run_multi_evaluation() parameter return_in_case_of_error={'RESULT1': 99999999999999999999999999999999999999999999999999999999999, 'RESULT2': -9999999...} violates type hint dict[str, typing.Union[float, typing.Tuple[float, float]]], as dict key str 'RESULT1' value int 99999999999999999999999999999999999999999999999999999999999 not tuple or float.

----------------------
You can check full logs with 'job.stderr(0)' and 'job.stdout(0)'or at paths:
  - /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75133/75133_0_log.err
  - /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75133/75133_0_log.out

⚠ Job (task=0) failed during processing with trace:
----------------------
Traceback (most recent call last):
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 55, in process_job
    result = delayed.result()
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/utils.py", line 137, in result
    self._result = self.function(*self.args, **self.kwargs)
  File "<@beartype(__main__.evaluate) at 0x7f301ec085e0>", line 36, in evaluate
  File "/home/runner/work/OmniOpt/OmniOpt/.omniopt.py", line 4803, in evaluate
    final_result = _run_multi_evaluation(parameters, program_string, nr_evals, trial_index, submit_time, queue_time, return_in_case_of_error)
  File "<@beartype(__main__._run_multi_evaluation) at 0x7f301ec08550>", line 178, in _run_multi_evaluation
beartype.roar.BeartypeCallHintParamViolation: Function __main__._run_multi_evaluation() parameter return_in_case_of_error={'RESULT1': 99999999999999999999999999999999999999999999999999999999999, 'RESULT2': -9999999...} violates type hint dict[str, typing.Union[float, typing.Tuple[float, float]]], as dict key str 'RESULT1' value int 99999999999999999999999999999999999999999999999999999999999 not tuple or float.

----------------------
You can check full logs with 'job.stderr(0)' and 'job.stdout(0)'or at paths:
  - /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75145/75145_0_log.err
  - /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75145/75145_0_log.out
Error in get_calculated_frontier: No full data points with both objectives found in /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0.
The data seems to be empty. Cannot plot pareto frontier.
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT1 could not be determined
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.039 │    1 │        0.039 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.035 │      │              │
│    Median │   0.035 │      │              │
│     Total │   0.070 │      │              │
│       Max │   0.039 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.123 │    1 │        0.123 │
│       2 │   0.053 │    1 │        0.053 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.088 │      │              │
│  Median │   0.088 │      │              │
│   Total │   0.175 │      │              │
│     Max │   0.123 │      │              │
│     Min │   0.053 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-02-19 10:53:20 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, Started OmniOpt2 run...
2026-02-19 10:53:20 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, getting new HP set (no sbatch)
2026-02-19 10:53:20 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-02-19 10:53:20 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, eval #1/1 start                    
2026-02-19 10:53:20 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, starting new job                   
2026-02-19 10:53:20 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, started new job                    
2026-02-19 10:53:23 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, job_failed                         
2026-02-19 10:53:24 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 1, finishing jobs, finished 1 job
2026-02-19 10:53:24 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 1, getting new HP set (no sbatch)
2026-02-19 10:53:24 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 1, requested 1 jobs, got 1, 0.04 s/job
2026-02-19 10:53:24 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 1, eval #1/1 start                    
2026-02-19 10:53:24 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 1, starting new job                   
2026-02-19 10:53:24 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 1, started new job                    
2026-02-19 10:53:27 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 1, job_failed                         
2026-02-19 10:53:27 (b104b2dd-66be-4e2f-a72a-78254507174b): SOBOL, failed: 2, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.123 │    1 │        0.123 │
│       2 │   0.053 │    1 │        0.053 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.088 │      │              │
│  Median │   0.088 │      │              │
│   Total │   0.175 │      │              │
│     Max │   0.123 │      │              │
│     Min │   0.053 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.039 │    1 │        0.039 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.035 │      │              │
│    Median │   0.035 │      │              │
│     Total │   0.070 │      │              │
│       Max │   0.039 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	multiple_evals_per_arm
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	False
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	10
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT1=min', 'RESULT2=max']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	None
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	True
force_choice_for_ranges	False
max_abandoned_retrial	20
share_password	None
dryrun	False
db_url	None
run_program_once	None
worker_generator_path	None
save_to_database	False
range_max_difference	1000000
skip_search	False
nr_evals_per_arm	2
dont_warm_start_refitting	False
refit_on_cv	False
fit_out_of_design	False
fit_abandoned	False
dont_jit_compile	False
num_restarts	20
raw_samples	1024
max_num_of_parallel_sruns	16
no_transform_inputs	False
no_normalize_y	False
transforms	[]
number_of_generators	1
num_parallel_jobs	1
worker_timeout	5
slurm_use_srun	False
time	1200
partition	alpha
reservation	None
force_local_execution	False
slurm_signal_delay_s	0
nodes_per_job	1
cpus_per_task	1
account	None
gpus	0
dependency	None
run_mode	local
verbose	False
verbose_break_run_search_table	False
debug	False
flame_graph	False
memray	False
no_sleep	False
tests	False
show_worker_percentage_table_at_end	False
auto_exclude_defective_hosts	True
run_tests_that_fail_on_taurus	False
raise_in_eval	False
show_ram_every_n_seconds	0
show_generation_and_submission_sixel	False
just_return_defaults	False
prettyprint	False
runtime_debug	False
debug_stack_regex
debug_stack_trace_regex	None
show_func_name	False
beartype	False

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1771498398,765.95703125,28.2

submitit INFO (2026-02-19 10:53:21,053) - Starting with JobEnvironment(job_id=75133, hostname=runnervmn36qa, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-19 10:53:21,053) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75133/75133_submitted.pkl
Trial-Index: 0
submitit ERROR (2026-02-19 10:53:22,654) - Submitted job triggered an exception
submitit ERROR (2026-02-19 10:53:22,654) - Submitted job triggered an exception
Traceback (most recent call last):
  File "/usr/lib/python3.10/runpy.py", line 196, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/usr/lib/python3.10/runpy.py", line 86, in _run_code
    exec(code, run_globals)
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/_submit.py", line 11, in <module>
    submitit_main()
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 76, in submitit_main
    process_job(args.folder)
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 69, in process_job
    raise error
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/submission.py", line 55, in process_job
    result = delayed.result()
  File "/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/site-packages/submitit/core/utils.py", line 137, in result
    self._result = self.function(*self.args, **self.kwargs)
  File "<@beartype(__main__.evaluate) at 0x7f301ec085e0>", line 36, in evaluate
  File "/home/runner/work/OmniOpt/OmniOpt/.omniopt.py", line 4803, in evaluate
    final_result = _run_multi_evaluation(parameters, program_string, nr_evals, trial_index, submit_time, queue_time, return_in_case_of_error)
  File "<@beartype(__main__._run_multi_evaluation) at 0x7f301ec08550>", line 178, in _run_multi_evaluation
beartype.roar.BeartypeCallHintParamViolation: Function __main__._run_multi_evaluation() parameter return_in_case_of_error={'RESULT1': 99999999999999999999999999999999999999999999999999999999999, 'RESULT2': -9999999...} violates type hint dict[str, typing.Union[float, typing.Tuple[float, float]]], as dict key str 'RESULT1' value int 99999999999999999999999999999999999999999999999999999999999 not tuple or float.