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	2.7455864124	-73	-55.31546026468277	-26	16	1.3479140858

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

2025-12-28 13:05:05 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 615815d7faceb30fd81f992ecff2c39b1a8872ef (9175-1-g615815d7f)

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,1.347914085800000050241465032741,2.745586412399999787226079206448,-73,-55.315460264682769775390625,-26,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,SAASBO,1.630376609300000056990143093572,2.253987322199999976390927258763,10,10,-100,8
2,1766927015,2,03509faf-302c-4575-b6ca-875ae9cec7a8,1766927017,1766927023,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='1'  --int_param_two='10' --nr_results=2,0,,runnervmdwttx,10,10,10,1,2_0,COMPLETED,SAASBO,1.855828786800000074208583100699,2.77053767240000015092959984031,10,10,10,1
3,1766927093,2,03509faf-302c-4575-b6ca-875ae9cec7a8,1766927095,1766927101,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='4'  --int_param_two='-100' --nr_results=2,0,,runnervmdwttx,-100,-100,-100,4,3_0,COMPLETED,SAASBO,1.832527210776790038693206952303,2.024823747665749795743295180728,-100,-100,-100,4


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

Current git-hash: 615815d7faceb30fd81f992ecff2c39b1a8872ef (last fully tested stable version 1 commit ago [309680f3409e7c692dbb1796c4da73093ba2b9e7, 9175])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 13:02:29] 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: 7ef532f3-499d-45f0-ba7a-3eca2221a6aa
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                  __---__
                                                               _-       /--______
                                                          __--( /     \ )XXXXXXXXXXX\v.
                                                        .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                       /XXX(       U     )        XXXXXXX\
                                                     /XXXXX(              )--_  XXXXXXXXXXX\
                                                    /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                    XXXXX/   /            XXXXXX   \__ \XXXXX
                                                    XXXXXX__/          XXXXXX         \__---->
                                            ---___  XXX__/          XXXXXX      \__         /
                                              \-  --__/   ___/\  XXXXXX            /  ___--/=
                                               \-\    ___/    XXXXXX              '--- XXXXXX
                                                  \-\/XXX\ XXXXXX                      /XXXXX
                                                    \XXXXXXXXX   \                    /XXXXX/
                                                     \XXXXXX      >                 _/XXXXX/
                                                       \XXXXX--__/              __-- XXXX/
                                                        -XXXXXXXX---------------  XXXXXX-
                                                           \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                             ""VXXXXXXXXXXXXXXXXXXV""
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=405 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -73    │ -55.31546026468277 │      -26      │      16      │   1.3479140858   │   2.7455864124   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │    10     │         10         │     -100      │      8       │   1.6303766093   │   2.2539873222   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │   -100    │        -100        │     -100      │      4       │ 1.83252721077679 │ 2.02482374766575 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 13:02:32 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, Started OmniOpt2 run...
2025-12-28 13:03:35 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, getting new HP set (no sbatch)
2025-12-28 13:03:35 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, requested 1 jobs, got 1, 63.81 s/job
2025-12-28 13:03:35 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, eval #1/1 start                     
2025-12-28 13:03:35 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, starting new job                    
2025-12-28 13:03:36 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, started new job                     
2025-12-28 13:03:45 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, new result: RESULT1: 1.855829, RESULT2: 2.770538
2025-12-28 13:03:48 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 3 done, finishing jobs, finished 1 job          
2025-12-28 13:04:53 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 3 done, getting new HP set (no sbatch)          
2025-12-28 13:04:53 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 3 done, requested 1 jobs, got 1, 65.00 s/job    
2025-12-28 13:04:53 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 3 done, eval #1/1 start                         
2025-12-28 13:04:53 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 3 done, starting new job                        
2025-12-28 13:04:53 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 3 done, started new job                         
2025-12-28 13:05:02 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 3 done, new result: RESULT1: 1.832527, RESULT2: 2.024824
2025-12-28 13:05:05 (03509faf-302c-4575-b6ca-875ae9cec7a8): SAASBO, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.092 │    1 │        0.092 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.100 │      │              │
│  Median │   0.100 │      │              │
│   Total │   0.199 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.092 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  63.807 │    1 │       63.807 │
│         2 │  65.003 │    1 │       65.003 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  64.405 │      │              │
│    Median │  64.405 │      │              │
│     Total │ 128.810 │      │              │
│       Max │  65.003 │      │              │
│       Min │  63.807 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766926949,759.30859375,28.7
1766927015,846.5546875,48.6
1766927093,857.13671875,43.4

`RESULT1` (goal: minimize)

Best value: 1.3479140858
Achieved at:
- RESULT2 = 2.7455864124
- int_param = -73
- float_param = -55.315460264683
- int_param_two = -26
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.0248237476657
Achieved at:
- RESULT1 = 1.8325272107768
- int_param = -100
- float_param = -100
- int_param_two = -100
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	-100	10	-45	55	2
OO_Info_choice_param	1	4	2.5	1.5	2
RESULT1	1.3479	1.8558	1.6667	0.2038	4
RESULT2	2.0248	2.7705	2.4487	0.3199	4
int_param	-100	10	-38.25	49.1852	4
float_param	-100	10	-33.8289	46.5892	4
int_param_two	-100	10	-54	47.7284	4
choice_param	1	16	7.25	5.6292	4

submitit INFO (2025-12-28 13:03:36,262) - Starting with JobEnvironment(job_id=134758, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 13:03:36,262) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_SAASBO/1/single_runs/134758/134758_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": 10, "int_param_two": 10, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='1'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766924251.9844565
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766924612.731176
Last modification: 1766924251.9844565
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='1'  --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: 1
RESULT1: 1.85582878680816
RESULT2: 2.77053767242202

stderr was empty
Result: {'RESULT1': 1.85582878680816, 'RESULT2': 2.77053767242202}
Final-results: {'RESULT1': 1.85582878680816, 'RESULT2': 2.77053767242202}
EXIT_CODE: 0
submitit INFO (2025-12-28 13:03:43,780) - Job completed successfully
submitit INFO (2025-12-28 13:03:43,781) - Exiting after successful completion