OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Nr. imported jobs	2

Best RESULT1, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-36.0	-47.0	-57.729600546771564	4.0	2.9414409083	-36	-57.729600546771564	-47	4	1.0829457229

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	3	3

Experiment parameters

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

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2026-01-04 04:51:13 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 941829b5ef8c208e9de98b3eb85bb46f0d23e169 (9213)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.603787428500000000752834239393,2.93555744470000012924515431223,-3,-82.02728569507598876953125,-43,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.450789361300000024357359507121,2.855312742599999786818898428464,7,8.171326484950412805119412951171,-15,2
2,1767502249,2,f79e7512-043e-40cf-a4f1-0fdf8347e561,1767502251,1767502257,6,./.tests/optimization_example --int_param='-36' --float_param='-57.72960054677156449543' --choice_param='4'  --int_param_two='-47' --nr_results=2,0,,runnervmdwttx,-36,-47,-57.729600546771564495429629459977,4,2_0,COMPLETED,UNIFORM,1.082945722899999907440360402688,2.94144090830000015657219591958,-36,-57.729600546771564495429629459977,-47,4
3,1767502262,1,f79e7512-043e-40cf-a4f1-0fdf8347e561,1767502263,1767502269,6,./.tests/optimization_example --int_param='-80' --float_param='-68.65931816531319498154' --choice_param='2'  --int_param_two='-19' --nr_results=2,0,,runnervmdwttx,-80,-19,-68.65931816531319498153607128188,2,3_0,COMPLETED,UNIFORM,1.514884213059310091864517744398,2.670593402671760152600199944573,-80,-68.65931816531319498153607128188,-19,2


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

Current git-hash: 941829b5ef8c208e9de98b3eb85bb46f0d23e169 (version: 9213)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 04:50:46] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: c52991d1-796b-406b-bc91-99ae0abd1608
 _____                           _____           __       ___     
/\  __`\                      __/\  __`\        /\ \__  /'___`\   
\ \ \/\ \    ___ ___     ___ /\_\ \ \/\ \  _____\ \ ,_\/\_\ /\ \  
 \ \ \ \ \ /' __` __`\ /' _ `\/\ \ \ \ \ \/\ '__`\ \ \/\/_/// /__ 
  \ \ \_\ \/\ \/\ \/\ \/\ \/\ \ \ \ \ \_\ \ \ \L\ \ \ \_  // /_\ \
   \ \_____\ \_\ \_\ \_\ \_\ \_\ \_\ \_____\ \ ,__/\ \__\/\______/
    \/_____/\/_/\/_/\/_/\/_/\/_/\/_/\/_____/\ \ \/  \/__/\/_____/ 
                                             \ \_\                
                                              \/_/                

omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/0
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_UNIFORM&run_nr=513 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM for 4 steps.
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     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │     7     │  8.171326484950413  │      -15      │      2       │   1.4507893613   │   2.8553127426   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │    -36    │ -57.729600546771564 │      -47      │      4       │   1.0829457229   │   2.9414409083   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -80    │  -68.6593181653132  │      -19      │      2       │ 1.51488421305931 │ 2.67059340267176 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 04:50:49 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, Started OmniOpt2 run...
2026-01-04 04:50:49 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, getting new HP set (no sbatch)
2026-01-04 04:50:49 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 04:50:49 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, eval #1/1 start                    
2026-01-04 04:50:49 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, starting new job                   
2026-01-04 04:50:49 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, started new job                    
2026-01-04 04:50:58 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, new result: RESULT1: 1.082946, RESULT2: 2.941441
2026-01-04 04:51:02 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 3 done, finishing jobs, finished 1 job          
2026-01-04 04:51:02 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 3 done, getting new HP set (no sbatch)          
2026-01-04 04:51:02 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 3 done, requested 1 jobs, got 1, 0.08 s/job     
2026-01-04 04:51:02 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 3 done, eval #1/1 start                         
2026-01-04 04:51:02 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 3 done, starting new job                        
2026-01-04 04:51:02 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 3 done, started new job                         
2026-01-04 04:51:10 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 3 done, new result: RESULT1: 1.514884, RESULT2: 2.670593
2026-01-04 04:51:13 (f79e7512-043e-40cf-a4f1-0fdf8347e561): UNIFORM, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.105 │    1 │        0.105 │
│       2 │   0.090 │    1 │        0.090 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.097 │      │              │
│  Median │   0.097 │      │              │
│   Total │   0.195 │      │              │
│     Max │   0.105 │      │              │
│     Min │   0.090 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.076 │    1 │        0.076 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.053 │      │              │
│    Median │   0.053 │      │              │
│     Total │   0.106 │      │              │
│       Max │   0.076 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	1
parameter	None
continue_previous_job	runs/multi_results_2_results_UNIFORM/0
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	False
send_anonymized_usage_stats	False
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	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	False
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	False
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
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	20
worker_timeout	30
slurm_use_srun	False
time
partition
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	False
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
1767502246,759.546875,28.7

`RESULT1` (goal: minimize)

Best value: 1.0829457229
Achieved at:
- RESULT2 = 2.9414409083
- int_param = -36
- float_param = -57.729600546772
- int_param_two = -47
- choice_param = 4

`RESULT2` (goal: minimize)

Best value: 2.6705934026718
Achieved at:
- RESULT1 = 1.5148842130593
- int_param = -80
- float_param = -68.659318165313
- int_param_two = -19
- choice_param = 2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-80	-36	-58	22	2
OO_Info_int_param_two	-47	-19	-33	14	2
OO_Info_float_param	-68.6593	-57.7296	-63.1945	5.4649	2
OO_Info_choice_param	2	4	3	1	2
RESULT1	1.0829	1.6038	1.4131	0.1982	4
RESULT2	2.6706	2.9414	2.8507	0.1094	4
int_param	-80	7	-28	33.9779	4
float_param	-82.0273	8.1713	-50.0612	34.7043	4
int_param_two	-47	-15	-31	14.1421	4
choice_param	2	4	3	1	4

submitit INFO (2026-01-04 04:50:49,987) - Starting with JobEnvironment(job_id=156300, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 04:50:49,987) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/156300/156300_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -36, "float_param": -57.729600546771564, "int_param_two": -47, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-36' --float_param='-57.72960054677156449543' --choice_param='4'  --int_param_two='-47' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1767498660.0271895
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767499499.3379335
Last modification: 1767498660.0271895
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-36' --float_param='-57.72960054677156449543' --choice_param='4'  --int_param_two='-47' --nr_results=2 
stdout:
 OO-Info: int_param: -36
OO-Info: int_param_two: -47
OO-Info: float_param: -57.72960054677156449543
OO-Info: choice_param: 4
RESULT1: 1.08294572292744
RESULT2: 2.94144090832876

stderr was empty
Result: {'RESULT1': 1.08294572292744, 'RESULT2': 2.94144090832876}
Final-results: {'RESULT1': 1.08294572292744, 'RESULT2': 2.94144090832876}
EXIT_CODE: 0
submitit INFO (2026-01-04 04:50:57,526) - Job completed successfully
submitit INFO (2026-01-04 04:50:57,527) - Exiting after successful completion