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
nan	nan	nan	nan	2.0040296126	10	10.0	10	8	1.1359418401

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
SAASBO	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 11:39:52 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (9213-7-gfa78bbd92)

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,1.927136446200000019501885617501,2.633845531500000003433115125517,-97,-98.1798994541168212890625,-71,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.135941840100000099766930361511,2.004029612600000120892218546942,10,10,10,8
2,1767526701,2,2335c920-b116-435d-90ca-e1c663f3044b,1767526703,1767526709,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2,0,,runnervmdwttx,10,10,10,2,2_0,COMPLETED,SAASBO,1.170653870400000018392461242911,2.274137008299999873628394198022,10,10,10,2
3,1767526780,2,2335c920-b116-435d-90ca-e1c663f3044b,1767526782,1767526788,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='16'  --int_param_two='10' --nr_results=2,0,,runnervmdwttx,10,10,10,16,3_0,COMPLETED,SAASBO,1.217885494771510090927790770365,2.571672003573870046722049664822,10,10,10,16


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

Current git-hash: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (last fully tested stable version 7 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:37:11] 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: 9d46ec39-ad50-4475-806b-88886aa95a4d
                                                                             
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omniopt --continue runs/multi_results_2_results_SAASBO/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1
Continuation from runs/multi_results_2_results_SAASBO/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_SAASBO&run_nr=541 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SAASBO 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      │    10     │     10      │      10       │      8       │ 1.1359418401 │ 2.0040296126 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                     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 11:37:16 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, Started OmniOpt2 run...
2026-01-04 11:38:21 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, getting new HP set (no sbatch)
2026-01-04 11:38:21 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, requested 1 jobs, got 1, 65.27 s/job
2026-01-04 11:38:21 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, eval #1/1 start                     
2026-01-04 11:38:21 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, starting new job                    
2026-01-04 11:38:21 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, started new job                     
2026-01-04 11:38:30 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, new result: RESULT1: 1.170654, RESULT2: 2.274137
2026-01-04 11:38:33 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 3 done, finishing jobs, finished 1 job          
2026-01-04 11:39:40 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 3 done, getting new HP set (no sbatch)          
2026-01-04 11:39:40 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 3 done, requested 1 jobs, got 1, 66.50 s/job    
2026-01-04 11:39:40 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 3 done, eval #1/1 start                         
2026-01-04 11:39:40 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 3 done, starting new job                        
2026-01-04 11:39:40 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 3 done, started new job                         
2026-01-04 11:39:49 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 3 done, new result: RESULT1: 1.217885, RESULT2: 2.571672
2026-01-04 11:39:52 (2335c920-b116-435d-90ca-e1c663f3044b): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.109 │    1 │        0.109 │
│       2 │   0.094 │    1 │        0.094 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.102 │      │              │
│  Median │   0.102 │      │              │
│   Total │   0.204 │      │              │
│     Max │   0.109 │      │              │
│     Min │   0.094 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  65.275 │    1 │       65.275 │
│         2 │  66.503 │    1 │       66.503 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  65.889 │      │              │
│    Median │  65.889 │      │              │
│     Total │ 131.778 │      │              │
│       Max │  66.503 │      │              │
│       Min │  65.275 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_SAASBO/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
1767526632,759.56640625,28.5
1767526701,840.76953125,47.7
1767526780,853.7578125,43.6

`RESULT1` (goal: minimize)

Best value: 1.1359418401
Achieved at:
- RESULT2 = 2.0040296126
- int_param = 10
- float_param = 10
- int_param_two = 10
- choice_param = 8

`RESULT2` (goal: minimize)

Best value: 2.0040296126
Achieved at:
- RESULT1 = 1.1359418401
- int_param = 10
- float_param = 10
- int_param_two = 10
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	10	10	10	0	2
OO_Info_int_param_two	10	10	10	0	2
OO_Info_float_param	10	10	10	0	2
OO_Info_choice_param	2	16	9	7	2
RESULT1	1.1359	1.9271	1.3629	0.3271	4
RESULT2	2.004	2.6338	2.3709	0.2517	4
int_param	-97	10	-16.75	46.3324	4
float_param	-98.1799	10	-17.045	46.8433	4
int_param_two	-71	10	-10.25	35.074	4
choice_param	2	16	7.5	5.3619	4

submitit INFO (2026-01-04 11:38:21,682) - Starting with JobEnvironment(job_id=145774, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:38:21,682) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/145774/145774_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": 10, "int_param_two": 10, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1767523421.4225047
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767524127.7926717
Last modification: 1767523421.4225047
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='2'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT1: 1.17065387040293
RESULT2: 2.27413700832719

stderr was empty
Result: {'RESULT1': 1.17065387040293, 'RESULT2': 2.27413700832719}
Final-results: {'RESULT1': 1.17065387040293, 'RESULT2': 2.27413700832719}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:38:29,298) - Job completed successfully
submitit INFO (2026-01-04 11:38:29,298) - Exiting after successful completion