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

Best RESULT1, min (total: 2)

RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
2.433692730355205	-3	-99.79761687325616	2	hallo	1.493475848882555

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

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
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	max

Last progressbar status

2026-05-06 06:33:09 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: c6b965b5df80f147fbdd74e75ddafd6b080b9454 (9290-1-gc6b965b5d)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1778049154,2,dc3a63ae-2d13-4aa5-af76-391b2f676ddd,1778049156,1778049168,12,./.tests/optimization_example  --int_param='-45' --float_param='-42.67977535724639892578' --choice_param='1' --int_param_two='-60' --nr_results=2,0,,runnervmeorf1,0_0,COMPLETED,SOBOL,1.782331949600000076117112257634,2.352523976800000138354107548366,-45,-42.67977535724639892578125,-60,1
1,1778049171,2,dc3a63ae-2d13-4aa5-af76-391b2f676ddd,1778049173,1778049185,12,./.tests/optimization_example  --int_param='-3' --float_param='-99.79761687325616037469' --choice_param='hallo' --int_param_two='2' --nr_results=2,0,,runnervmeorf1,1_0,COMPLETED,BOTORCH_MODULAR,1.493475848882555023777740643709,2.433692730355204947301217544009,-3,-99.797616873256160374694445636123,2,hallo


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

Current git-hash: c6b965b5df80f147fbdd74e75ddafd6b080b9454 (last fully tested stable version 1 commit ago [997d0a84c9f3676ab83077d5b431c1fe7626cc5c, 9290])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 06:32:30] ax.storage.sqa_store.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: a166c8e9-1888-4b4d-93c4-4c1aff7914d9
  _________________________________________________
 /                                                 \
| OmniOpt2 - Dialing in parameters like Homer Simps |
| on at an all-you-can-eat buffet - endless tweaks! |
 \                                                 /
  =================================================
                                                  \
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                                                    \
                                                     \
                                                         .    _  .
                                                        |\_|/__/|
                                                        / / \/ \  \
                                                       /__|O||O|__ \
                                                      |/_ \_/\_/ _\ |
                                                      | | (____) | ||
                                                      \/\___/\__/  //
                                                      (_/         ||
                                                       |          ||
                                                       |          ||\
                                                        \        //_/
                                                         \______//
                                                        __ || __||
                                                       (____(____)
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 --beartype --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=42 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 │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a 
matplotlib-sixel-plot for RESULT1/RESULT2.
Pareto-Front for RESULT1/RESULT2:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃      RESULT1      ┃      RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│      0      │    -45    │ -42.6797753572464  │      -60      │      1       │   1.7823319496    │   2.3525239768    │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼───────────────────┼───────────────────┤
│      1      │    -3     │ -99.79761687325616 │       2       │    hallo     │ 1.493475848882555 │ 2.433692730355205 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┴───────────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃  Min time  ┃  Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 12.00 sec  │ 12.00 sec  │  12.00 sec   │  12.00 sec  │
└───────────────────────┴────────────┴────────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.049 │    1 │        0.049 │
│         2 │   0.748 │    1 │        0.748 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.399 │      │              │
│    Median │   0.399 │      │              │
│     Total │   0.797 │      │              │
│       Max │   0.748 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.254 │    1 │        0.254 │
│       2 │   0.099 │    1 │        0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.177 │      │              │
│  Median │   0.177 │      │              │
│   Total │   0.354 │      │              │
│     Max │   0.254 │      │              │
│     Min │   0.099 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-05-06 06:32:34 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): SOBOL, Started OmniOpt2 run...
2026-05-06 06:32:34 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): SOBOL, getting new HP set (no sbatch)
2026-05-06 06:32:34 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-05-06 06:32:34 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): SOBOL, eval #1/1 start                    
2026-05-06 06:32:34 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): SOBOL, starting new job                   
2026-05-06 06:32:34 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): SOBOL, started new job                    
2026-05-06 06:32:49 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): SOBOL, new result: RESULT1: 1.782332 (SEM: 0.020517), RESULT2: 2.352524 (SEM: 0.301500)
2026-05-06 06:32:50 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-05-06 06:32:51 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-05-06 06:32:51 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.75 s/job                           
2026-05-06 06:32:51 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-05-06 06:32:51 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-05-06 06:32:51 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): BOTORCH_MODULAR, 1 done, started new job                                               
2026-05-06 06:33:06 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.493476 (SEM: 0.483003), RESULT2: 2.433693 (SEM: 0.338708)
2026-05-06 06:33:09 (dc3a63ae-2d13-4aa5-af76-391b2f676ddd): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.254 │    1 │        0.254 │
│       2 │   0.099 │    1 │        0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.177 │      │              │
│  Median │   0.177 │      │              │
│   Total │   0.354 │      │              │
│     Max │   0.254 │      │              │
│     Min │   0.099 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.049 │    1 │        0.049 │
│         2 │   0.748 │    1 │        0.748 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.399 │      │              │
│    Median │   0.399 │      │              │
│     Total │   0.797 │      │              │
│       Max │   0.748 │      │              │
│       Min │   0.049 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	True

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

timestamp,ram_usage_mb,cpu_usage_percent
1778049152,770.94140625,27

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	12	12	12	0	2
RESULT1	1.4935	1.7823	1.6379	0.1444	2
RESULT2	2.3525	2.4337	2.3931	0.0406	2
int_param	-45	-3	-24	21	2
float_param	-99.7976	-42.6798	-71.2387	28.5589	2
int_param_two	-60	2	-29	31	2
choice_param	No numerical statistics available

submitit INFO (2026-05-06 06:32:34,783) - Starting with JobEnvironment(job_id=70890, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 06:32:34,783) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/70890/70890_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.76181482368066, 'RESULT2': 2.65402348208906}
OO-Info: int_param: -45
OO-Info: int_param_two: -60
OO-Info: float_param: -42.67977535724639892578
OO-Info: choice_param: 1
RESULT1: 1.76181482368066
RESULT2: 2.65402348208906


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.80284907559781, 'RESULT2': 2.05102447150009}
OO-Info: int_param: -45
OO-Info: int_param_two: -60
OO-Info: float_param: -42.67977535724639892578
OO-Info: choice_param: 1
RESULT1: 1.80284907559781
RESULT2: 2.05102447150009

Aggregated result for trial 0: RESULT1: 1.782332 (SEM: 0.020517), RESULT2: 2.352524 (SEM: 0.301500)
submitit INFO (2026-05-06 06:32:48,275) - Job completed successfully
submitit INFO (2026-05-06 06:32:48,275) - Exiting after successful completion