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
-31.0	-100.0	-100.0	16.0	2.7579351236000003	-31	-100.0	-100	16	1.1874179466

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

2025-11-20 13:42:39 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 28912008445bcb36c874f684198cee5af77206e3 (9083-3-g289120084)

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,1.871831052500000147631453728536,2.769695106799999972935211189906,-13,-19.97465670108795166015625,-11,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.505546701400000131343404063955,2.547559881199999765044594823848,-87,-55.201437377868174394279776606709,-90,16
2,1763646115,2,3596097b-f6b0-4ac3-b4ac-b80555478821,1763646117,1763646123,6,./.tests/optimization_example --int_param='-31' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervmfxdz0,-31,-100,-100,16,2_0,COMPLETED,BOTORCH_MODULAR,1.187417946600000107082450995222,2.757935123600000260069009527797,-31,-100,-100,16
3,1763646137,2,3596097b-f6b0-4ac3-b4ac-b80555478821,1763646139,1763646145,6,./.tests/optimization_example --int_param='-77' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=2,0,,runnervmfxdz0,-77,-100,-100,16,3_0,COMPLETED,BOTORCH_MODULAR,1.361418777917609901351170265116,2.992095004857649787055606793729,-77,-100,-100,16


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

Current git-hash: 28912008445bcb36c874f684198cee5af77206e3 (last fully tested stable version 3 commits ago [91fbcf2592bafca205c776a3bb503b30557d1f5d, 9083])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 13:41:45] 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: 5b939f39-efce-4d98-b5c0-0d3bdb8889cd
  _______________________________________
| OmniOpt2 - Turning knobs since day one! |
  =======================================
                                         \
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                                                   /0  0  \\__  /    //  | \\ \\
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                                                  \@_^_\@'/   \\/_   //    |   \\   \\
                                                  //_^_/     \\/_ //     |    \\    \\
                                               ( //) |        \\///      |     \\     \\
                                             ( / /) _|_ /   )  //       |      \\     _\\
                                           ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                         (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                        (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                        (( /// ))      `.   {            }                   /      \\  \\
                                         (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                    ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                      ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                         /.-~
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=221 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      │    -87    │ -55.201437377868174 │      -90      │      16      │ 1.5055467014000001 │ 2.5475598811999998 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼────────────────────┤
│      2      │    -31    │        -100         │     -100      │      16      │    1.1874179466    │ 2.7579351236000003 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴────────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-20 13:41:53 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-11-20 13:41:55 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-11-20 13:41:55 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, requested 1 jobs, got 1, 2.04 s/job
2025-11-20 13:41:55 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, eval #1/1 start                    
2025-11-20 13:41:55 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, starting new job                   
2025-11-20 13:41:55 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, started new job                    
2025-11-20 13:42:04 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, new result: RESULT1: 1.187418, RESULT2: 2.757935
2025-11-20 13:42:15 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-11-20 13:42:17 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-11-20 13:42:17 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.81 s/job     
2025-11-20 13:42:17 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-11-20 13:42:17 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 3 done, starting new job                        
2025-11-20 13:42:17 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 3 done, started new job                         
2025-11-20 13:42:26 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.361419, RESULT2: 2.992095
2025-11-20 13:42:39 (3596097b-f6b0-4ac3-b4ac-b80555478821): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.111 │    1 │        0.111 │
│       2 │   0.102 │    1 │        0.102 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.107 │      │              │
│  Median │   0.107 │      │              │
│   Total │   0.213 │      │              │
│     Max │   0.111 │      │              │
│     Min │   0.102 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   2.041 │    1 │        2.041 │
│         2 │   1.813 │    1 │        1.813 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.927 │      │              │
│    Median │   1.927 │      │              │
│     Total │   3.854 │      │              │
│       Max │   2.041 │      │              │
│       Min │   1.813 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1763646105,752.77734375,28.5

`RESULT1` (goal: minimize)

Best value: 1.1874179466
Achieved at:
- RESULT2 = 2.7579351236
- int_param = -31
- float_param = -100
- int_param_two = -100

`RESULT2` (goal: minimize)

Best value: 2.5475598812
Achieved at:
- RESULT1 = 1.5055467014
- int_param = -87
- float_param = -55.201437377868
- int_param_two = -90

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-77	-31	-54	23	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	16	16	16	0	2
RESULT1	1.1874	1.8718	1.4816	0.2519	4
RESULT2	2.5476	2.9921	2.7668	0.1573	4
int_param	-87	-13	-52	30.8707	4
float_param	-100	-19.9747	-68.794	33.5995	4
int_param_two	-100	-11	-75.25	37.3187	4
choice_param	No numerical statistics available

submitit INFO (2025-11-20 13:41:55,962) - Starting with JobEnvironment(job_id=174478, hostname=runnervmfxdz0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 13:41:55,962) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/174478/174478_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -31, "float_param": -100.0, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-31' --float_param='-100' --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: 1763642555.9932134
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1763642933.441899
Last modification: 1763642555.9932134
Hostname: runnervmfxdz0
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-31' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=2 
stdout:
 OO-Info: int_param: -31
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 16
RESULT1: 1.18741794659673
RESULT2: 2.75793512360858

stderr was empty
Result: {'RESULT1': 1.18741794659673, 'RESULT2': 2.75793512360858}
Final-results: {'RESULT1': 1.18741794659673, 'RESULT2': 2.75793512360858}
EXIT_CODE: 0
submitit INFO (2025-11-20 13:42:03,685) - Job completed successfully
submitit INFO (2025-11-20 13:42:03,686) - Exiting after successful completion