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
2.4504952408346696	-25	-31.39160665123808	-69	8	1.4279959214191

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

2026-05-09 10:45:53 (a156cd66-66d7-4939-b71d-5e1e052011fd): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: af4d9dc63de58ad2f202b26f252819cc15e559b1 (9298-4-gaf4d9dc63)

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
0,1778323519,1,a156cd66-66d7-4939-b71d-5e1e052011fd,1778323520,1778323532,12,./.tests/optimization_example  --int_param='-28' --float_param='-12.98693716526031494141' --choice_param='16' --int_param_two='-18' --nr_results=2,0,,runnervmeorf1,0_0,COMPLETED,SOBOL,1.757279943699999957829049890279,2.38897211980000001574353518663,-28,-12.98693716526031494140625,-18,16
1,1778323536,1,a156cd66-66d7-4939-b71d-5e1e052011fd,1778323537,1778323550,13,./.tests/optimization_example  --int_param='-25' --float_param='-31.39160665123808158228' --choice_param='8' --int_param_two='-69' --nr_results=2,0,,runnervmeorf1,1_0,COMPLETED,BOTORCH_MODULAR,1.427995921419100033844529207272,2.450495240834669630203279666603,-25,-31.391606651238081582278027781285,-69,8


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

Current git-hash: af4d9dc63de58ad2f202b26f252819cc15e559b1 (last fully tested stable version 4 commits ago [f2198bbca0ddfa2c54bbdce11bcb585e9153edd1, 9298])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 10:45:15] 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: ec3ae3b1-e5a1-45da-aed7-31b0902c4dc0
  _________________________________________________
 /                                                 \
| OmniOpt2 - Open the third eye of optimization – t |
| he truth is in the numbers.                       |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |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=62 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      │    -28    │ -12.986937165260315 │      -18      │      16      │  1.7572799437   │    2.3889721198    │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼─────────────────┼────────────────────┤
│      1      │    -25    │ -31.39160665123808  │      -69      │      8       │ 1.4279959214191 │ 2.4504952408346696 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴─────────────────┴────────────────────┘
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  │ 13.00 sec  │  12.50 sec   │  12.50 sec  │
└───────────────────────┴────────────┴────────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.047 │    1 │        0.047 │
│         2 │   0.672 │    1 │        0.672 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.360 │      │              │
│    Median │   0.360 │      │              │
│     Total │   0.720 │      │              │
│       Max │   0.672 │      │              │
│       Min │   0.047 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.252 │    1 │        0.252 │
│       2 │   0.100 │    1 │        0.100 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.176 │      │              │
│  Median │   0.176 │      │              │
│   Total │   0.352 │      │              │
│     Max │   0.252 │      │              │
│     Min │   0.100 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-05-09 10:45:18 (a156cd66-66d7-4939-b71d-5e1e052011fd): SOBOL, Started OmniOpt2 run...
2026-05-09 10:45:19 (a156cd66-66d7-4939-b71d-5e1e052011fd): SOBOL, getting new HP set (no sbatch)
2026-05-09 10:45:19 (a156cd66-66d7-4939-b71d-5e1e052011fd): SOBOL, requested 1 jobs, got 1, 0.05 s/job
2026-05-09 10:45:19 (a156cd66-66d7-4939-b71d-5e1e052011fd): SOBOL, eval #1/1 start                    
2026-05-09 10:45:19 (a156cd66-66d7-4939-b71d-5e1e052011fd): SOBOL, starting new job                   
2026-05-09 10:45:19 (a156cd66-66d7-4939-b71d-5e1e052011fd): SOBOL, started new job                    
2026-05-09 10:45:34 (a156cd66-66d7-4939-b71d-5e1e052011fd): SOBOL, new result: RESULT1: 1.757280 (SEM: 0.182193), RESULT2: 2.388972 (SEM: 0.271921)
2026-05-09 10:45:35 (a156cd66-66d7-4939-b71d-5e1e052011fd): SOBOL, 1 done, finishing jobs, finished 1 job                                          
2026-05-09 10:45:36 (a156cd66-66d7-4939-b71d-5e1e052011fd): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)                                
2026-05-09 10:45:36 (a156cd66-66d7-4939-b71d-5e1e052011fd): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.67 s/job                           
2026-05-09 10:45:36 (a156cd66-66d7-4939-b71d-5e1e052011fd): BOTORCH_MODULAR, 1 done, eval #1/1 start                                               
2026-05-09 10:45:36 (a156cd66-66d7-4939-b71d-5e1e052011fd): BOTORCH_MODULAR, 1 done, starting new job                                              
2026-05-09 10:45:36 (a156cd66-66d7-4939-b71d-5e1e052011fd): BOTORCH_MODULAR, 1 done, started new job                                               
2026-05-09 10:45:51 (a156cd66-66d7-4939-b71d-5e1e052011fd): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.427996 (SEM: 0.309888), RESULT2: 2.450495 (SEM: 0.177874)
2026-05-09 10:45:53 (a156cd66-66d7-4939-b71d-5e1e052011fd): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.252 │    1 │        0.252 │
│       2 │   0.100 │    1 │        0.100 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.176 │      │              │
│  Median │   0.176 │      │              │
│   Total │   0.352 │      │              │
│     Max │   0.252 │      │              │
│     Min │   0.100 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.047 │    1 │        0.047 │
│         2 │   0.672 │    1 │        0.672 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.360 │      │              │
│    Median │   0.360 │      │              │
│     Total │   0.720 │      │              │
│       Max │   0.672 │      │              │
│       Min │   0.047 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778323517,771.12109375,26.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	12	13	12.5	0.5	2
RESULT1	1.428	1.7573	1.5926	0.1646	2
RESULT2	2.389	2.4505	2.4197	0.0308	2
int_param	-28	-25	-26.5	1.5	2
float_param	-31.3916	-12.9869	-22.1893	9.2023	2
int_param_two	-69	-18	-43.5	25.5	2
choice_param	8	16	12	4	2

submitit INFO (2026-05-09 10:45:19,506) - Starting with JobEnvironment(job_id=71223, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 10:45:19,506) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiple_evals_per_arm/0/single_runs/71223/71223_submitted.pkl
Trial-Index: 0
Running 2 sub-evaluations for trial 0...

  Sub-eval 1/2 for trial 0: {'RESULT1': 1.93947289728476, 'RESULT2': 2.66089293975116}
OO-Info: int_param: -28
OO-Info: int_param_two: -18
OO-Info: float_param: -12.98693716526031494141
OO-Info: choice_param: 16
RESULT1: 1.93947289728476
RESULT2: 2.66089293975116


  Sub-eval 2/2 for trial 0: {'RESULT1': 1.57508699021219, 'RESULT2': 2.11705129975186}
OO-Info: int_param: -28
OO-Info: int_param_two: -18
OO-Info: float_param: -12.98693716526031494141
OO-Info: choice_param: 16
RESULT1: 1.57508699021219
RESULT2: 2.11705129975186

Aggregated result for trial 0: RESULT1: 1.757280 (SEM: 0.182193), RESULT2: 2.388972 (SEM: 0.271921)
submitit INFO (2026-05-09 10:45:32,999) - Job completed successfully
submitit INFO (2026-05-09 10:45:33,000) - Exiting after successful completion