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
2.450007181	-47	-56.27142250537872	-17	8	1.50131513

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

2026-07-20 07:26:06 (76008b74-36f9-4420-b853-db9185a6047c): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

Git-Version

Commit: 1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca (9396-2-g1da9c7062)

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,RESULT2,RESULT1,int_param,float_param,int_param_two,choice_param
0,1784532317,1,76008b74-36f9-4420-b853-db9185a6047c,1784532318,1784532330,12,./.tests/optimization_example  --int_param='-47' --float_param='-56.27142250537872314453' --choice_param='8' --int_param_two='-17' --nr_results=2,0,,runnervm3jd5f,0_0,COMPLETED,SOBOL,2.450007181000000144877049024217,1.501315130000000053200892580207,-47,-56.27142250537872314453125,-17,8
1,1784532349,2,76008b74-36f9-4420-b853-db9185a6047c,1784532351,1784532363,12,./.tests/optimization_example  --int_param='-90' --float_param='-5.97722523527556681699' --choice_param='4' --int_param_two='-75' --nr_results=2,0,,runnervm3jd5f,1_0,COMPLETED,BOTORCH_MODULAR,2.49978699544177995761629063054,1.880521168773160001208566427522,-90,-5.977225235275566816994796681684,-75,4

config_objectives not found


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

Current git-hash: 1da9c7062535004bc4beeb1eb73fba7ae8c5e7ca (last fully tested stable version 2 commits ago [40e86984857e047bcfb600b452b0692331ba16d4, 9396])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-20 07:25:13] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: 89f814f9-c1b4-40e6-b55f-fb183aec5177
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ___________________________________________
| OmniOpt2 - Hyperparam magic, just add data! |
  ===========================================
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                                                    XXXXX/   /            XXXXXX   \__ \XXXXX
                                                    XXXXXX__/          XXXXXX         \__---->
                                            ---___  XXX__/          XXXXXX      \__         /
                                              \-  --__/   ___/\  XXXXXX            /  ___--/=
                                               \-\    ___/    XXXXXX              '--- XXXXXX
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                                                        -XXXXXXXX---------------  XXXXXX-
                                                           \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                             ""VXXXXXXXXXXXXXXXXXXV""
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 --disable_notifications
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=105 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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
config_objectives not found
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      │    -47    │ -56.27142250537872 │      -17      │      8       │ 1.50131513 │ 2.450007181 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴────────────┴─────────────┘
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 │   0.040 │    1 │        0.040 │
│         2 │  16.863 │    1 │       16.863 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   8.452 │      │              │
│    Median │   8.452 │      │              │
│     Total │  16.904 │      │              │
│       Max │  16.863 │      │              │
│       Min │   0.040 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.194 │    1 │        0.194 │
│       2 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.138 │      │              │
│  Median │   0.138 │      │              │
│   Total │   0.277 │      │              │
│     Max │   0.194 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                                                                          │
│    ⏱️  Duration: 63s (1m3s)                                                                                                                                                                          │
│    🏆 Best RESULT1: 1.50131513                                                                                                                                                                       │
│    🏆 Best RESULT2: 2.49978699544178                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/results.csv                                                                                                           │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 07:25:17 (76008b74-36f9-4420-b853-db9185a6047c): SOBOL, Started OmniOpt2 run...
2026-07-20 07:25:17 (76008b74-36f9-4420-b853-db9185a6047c): SOBOL, getting new HP set (no sbatch)
2026-07-20 07:25:17 (76008b74-36f9-4420-b853-db9185a6047c): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-07-20 07:25:17 (76008b74-36f9-4420-b853-db9185a6047c): SOBOL, eval #1/1 start                    
2026-07-20 07:25:17 (76008b74-36f9-4420-b853-db9185a6047c): SOBOL, starting new job                   
2026-07-20 07:25:17 (76008b74-36f9-4420-b853-db9185a6047c): SOBOL, started new job                    
2026-07-20 07:25:31 (76008b74-36f9-4420-b853-db9185a6047c): SOBOL, new result: RESULT1: 1.501315 (SEM: 0.290589), RESULT2: 2.450007 (SEM: 0.387113)
2026-07-20 07:25:32 (76008b74-36f9-4420-b853-db9185a6047c): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-07-20 07:25:49 (76008b74-36f9-4420-b853-db9185a6047c): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-07-20 07:25:49 (76008b74-36f9-4420-b853-db9185a6047c): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 16.86 s/job                          
2026-07-20 07:25:49 (76008b74-36f9-4420-b853-db9185a6047c): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-07-20 07:25:49 (76008b74-36f9-4420-b853-db9185a6047c): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-07-20 07:25:49 (76008b74-36f9-4420-b853-db9185a6047c): BOTORCH_MODULAR, 1 done, started new job                                               
2026-07-20 07:26:03 (76008b74-36f9-4420-b853-db9185a6047c): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.880521 (SEM: 0.084867), RESULT2: 2.499787 (SEM: 0.340699)
2026-07-20 07:26:06 (76008b74-36f9-4420-b853-db9185a6047c): BOTORCH_MODULAR, 2 done, █▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.194 │    1 │        0.194 │
│       2 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.138 │      │              │
│  Median │   0.138 │      │              │
│   Total │   0.277 │      │              │
│     Max │   0.194 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.040 │    1 │        0.040 │
│         2 │  16.863 │    1 │       16.863 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   8.452 │      │              │
│    Median │   8.452 │      │              │
│     Total │  16.904 │      │              │
│       Max │  16.863 │      │              │
│       Min │   0.040 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
disable_notifications	True
dump_config	None
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
1784532314,887.88671875,27.4

! No notable correlations between parameters were found (threshold: |r| > 0.3).

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	12	12	12	0	2
RESULT2	2.45	2.4998	2.4749	0.0249	2
RESULT1	1.5013	1.8805	1.6909	0.1896	2
int_param	-90	-47	-68.5	21.5	2
float_param	-56.2714	-5.9772	-31.1243	25.1471	2
int_param_two	-75	-17	-46	29	2
choice_param	4	8	6	2	2

submitit INFO (2026-07-20 07:25:17,518) - Starting with JobEnvironment(job_id=75073, hostname=runnervm3jd5f, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 07:25:17,518) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/75073/75073_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.79190457829191, 'RESULT2': 2.06289418283583}
OO-Info: int_param: -47
OO-Info: int_param_two: -17
OO-Info: float_param: -56.27142250537872314453
OO-Info: choice_param: 8
RESULT1: 1.79190457829191
RESULT2: 2.06289418283583


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.21072568169712, 'RESULT2': 2.83712017917739}
OO-Info: int_param: -47
OO-Info: int_param_two: -17
OO-Info: float_param: -56.27142250537872314453
OO-Info: choice_param: 8
RESULT1: 1.21072568169712
RESULT2: 2.83712017917739

Aggregated result for trial 0: RESULT1: 1.501315 (SEM: 0.290589), RESULT2: 2.450007 (SEM: 0.387113)
submitit INFO (2026-07-20 07:25:30,740) - Job completed successfully
submitit INFO (2026-07-20 07:25:30,740) - Exiting after successful completion