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
-92.0	-95.0	-60.77817554861412	16.0	2.59557732948767	-92	-60.77817554861412	-95	16	1.06693205035208

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	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

2025-11-04 11:16:59 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 20f6df6d9aecd78512b3c02786d590f620879088 (9044-1-g20f6df6d9)

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,1.851961642100000027255646273261,2.817310659999999966629502523574,-5,-9.9778068065643310546875,-9,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.72559796350000005382696599554,2.256560198099999858811770536704,-94,-96.146748449723602902849961537868,-96,16
2,1762254993,2,b8e22577-fee4-4643-8933-3bc33372841d,1762254995,1762255001,6,./.tests/optimization_example --int_param='-100' --float_param='-31.59161927030953620488' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervmxu1zt,-100,-100,-31.591619270309536204877076670527,16,2_0,COMPLETED,BOTORCH_MODULAR,1.377109170300000018372088561591,2.490027204700000051929009714513,-100,-31.591619270309536204877076670527,-100,16
3,1762255007,2,b8e22577-fee4-4643-8933-3bc33372841d,1762255009,1762255015,6,./.tests/optimization_example --int_param='-92' --float_param='-60.77817554861412219225' --choice_param='16'  --int_param_two='-95' --nr_results=2,0,,runnervmxu1zt,-92,-95,-60.778175548614122192248032661155,16,3_0,COMPLETED,BOTORCH_MODULAR,1.066932050352080052491032802209,2.595577329487670059648962705978,-92,-60.778175548614122192248032661155,-95,16


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

Current git-hash: 20f6df6d9aecd78512b3c02786d590f620879088 (last fully tested stable version 1 commit ago [9507608b1bca7a77f5bba2d88ca9534148ebc9b9, 9044])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 11:16:28] 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: 1ed535e3-7667-4e91-8d01-ba795321e96d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like an alchemist searching for the Ph |
| ilosopher’s Stone.                                |
 \                                                 /
  =================================================
                                                 \
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                                                   \
                                                    \
                                                        ____________
                                                        |__________|
                                                       /           /\
                                                      /           /  \
                                                     /___________/___/|
                                                     |          |     |
                                                     |  ==\ /== |     |
                                                     |   O   O  | \ \ |
                                                     |     <    |  \ \|
                                                    /|          |   \ \
                                                   / |  \_____/ |   / /
                                                  / /|          |  / /|
                                                 /||\|          | /||\/
                                                     -------------|
                                                         | |    | |
                                                        <__/    \__>
omniopt --continue runs/multi_results_2_results_BOTORCH_MODULAR/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1
Continuation from runs/multi_results_2_results_BOTORCH_MODULAR/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_BOTORCH_MODULAR&run_nr=58 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR 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      │    -94    │  -96.1467484497236  │      -96      │      16      │   1.7255979635   │   2.2565601981   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │   -100    │ -31.591619270309536 │     -100      │      16      │   1.3771091703   │   2.4900272047   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -92    │ -60.77817554861412  │      -95      │      16      │ 1.06693205035208 │ 2.59557732948767 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 11:16:31 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-04 11:16:33 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-04 11:16:33 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.61 s/job
2025-11-04 11:16:33 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-04 11:16:33 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, starting new job                   
2025-11-04 11:16:33 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, started new job                    
2025-11-04 11:16:42 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, new result: RESULT1: 1.377109, RESULT2: 2.490027
2025-11-04 11:16:45 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-11-04 11:16:47 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-11-04 11:16:47 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.85 s/job     
2025-11-04 11:16:47 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-11-04 11:16:47 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 3 done, starting new job                        
2025-11-04 11:16:47 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 3 done, started new job                         
2025-11-04 11:16:56 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.066932, RESULT2: 2.595577
2025-11-04 11:16:59 (b8e22577-fee4-4643-8933-3bc33372841d): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.089 │    1 │        0.089 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.093 │      │              │
│  Median │   0.093 │      │              │
│   Total │   0.185 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.089 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.606 │    1 │        1.606 │
│         2 │   1.852 │    1 │        1.852 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.729 │      │              │
│    Median │   1.729 │      │              │
│     Total │   3.458 │      │              │
│       Max │   1.852 │      │              │
│       Min │   1.606 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_BOTORCH_MODULAR/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
1762254989,752.578125,28.8

`RESULT1` (goal: minimize)

Best value: 1.0669320503521
Achieved at:
- RESULT2 = 2.5955773294877
- int_param = -92
- float_param = -60.778175548614
- int_param_two = -95
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.2565601981
Achieved at:
- RESULT1 = 1.7255979635
- int_param = -94
- float_param = -96.146748449724
- int_param_two = -96
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-92	-96	4	2
OO_Info_int_param_two	-100	-95	-97.5	2.5	2
OO_Info_float_param	-60.7782	-31.5916	-46.1849	14.5933	2
OO_Info_choice_param	16	16	16	0	2
RESULT1	1.0669	1.852	1.5054	0.3071	4
RESULT2	2.2566	2.8173	2.5399	0.2018	4
int_param	-100	-5	-72.75	39.2261	4
float_param	-96.1467	-9.9778	-49.6236	32.3488	4
int_param_two	-100	-9	-75	38.151	4
choice_param	2	16	12.5	6.0622	4

submitit INFO (2025-11-04 11:16:33,882) - Starting with JobEnvironment(job_id=174202, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 11:16:33,882) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/174202/174202_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": -31.591619270309536, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-31.59161927030953620488' --choice_param='16'  --int_param_two='-100' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762251717.2212045
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762252234.4100196
Last modification: 1762251717.2212045
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-31.59161927030953620488' --choice_param='16'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -31.59161927030953620488
OO-Info: choice_param: 16
RESULT1: 1.37710917026653
RESULT2: 2.49002720471205

stderr was empty
Result: {'RESULT1': 1.37710917026653, 'RESULT2': 2.49002720471205}
Final-results: {'RESULT1': 1.37710917026653, 'RESULT2': 2.49002720471205}
EXIT_CODE: 0
submitit INFO (2025-11-04 11:16:41,441) - Job completed successfully
submitit INFO (2025-11-04 11:16:41,441) - Exiting after successful completion