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	2.5014485224	-52	-1.8208056688308716	-30	hallo	1.2814308003

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

2026-05-17 07:18:25 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 4 done, █▁▃▅, finishing jobs, finished 1 job

Git-Version

Commit: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (9335)

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,1.281430800299999894775737629971,2.501448522400000040732948036748,-52,-1.82080566883087158203125,-30,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.437042686899999921479320619255,2.544594152000000164548509928863,-6,-98.449568868636589513698709197342,-62,1
2,1779002280,2,c9b115e8-0f5f-4edd-87eb-99033efd6047,1779002282,1779002288,6,./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2,0,,runnervmrw5os,-100,10,10,hallo,2_0,COMPLETED,BOTORCH_MODULAR,1.389079619999999959389924697462,2.636735419799999924350686342223,-100,10,10,hallo
3,1779002293,2,c9b115e8-0f5f-4edd-87eb-99033efd6047,1779002295,1779002301,6,./.tests/optimization_example --int_param='-34' --float_param='3.96842813962910145875' --choice_param='hallo'  --int_param_two='-52' --nr_results=2,0,,runnervmrw5os,-34,-52,3.968428139629101014662637680885,hallo,3_0,COMPLETED,BOTORCH_MODULAR,1.34045941552995007128856741474,2.225735869349109830039878943353,-34,3.968428139629101458751847530948,-52,hallo


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

Current git-hash: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (version: 9335)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-17 07:17:55] ax.storage.sqa_store.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: 7fa9091a-3bed-4d28-9121-4ecb6cf51e1c
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ________________________________
| OmniOpt2 - better than OmniOpt1! |
  ================================
                                      \
                                       \
                                        \
                                         \
                                                            .       .
                                                           / `.   .' \
                                                   .---.  <    > <    >  .---.
                                                   |    \  \ - ~ ~ - /  /    |
                                       _____        ~-..-~             ~-..-~
                                      |     |   \~~~\.'                    `./~~~/
                                     ---------   \__/                        \__/
                                    .'  O    \     /               /       \  "
                                   (_____,    `._.'               |         }  \/~~~/
                                    `----.          /       }     |        /    \__/
                                          `-.      |       /      |       /      `. ,~~|
                                              ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                   |     /        |     /     ~-.     `-. _|| _||_
                                                   |_____|        |_____|         ~ - . _ _ _ _ __>
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=7 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      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      0      │    -52    │ -1.8208056688308716 │      -30      │    hallo     │   1.2814308003   │   2.5014485224   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -34    │ 3.9684281396291015  │      -52      │    hallo     │ 1.34045941552995 │ 2.22573586934911 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭──────────────────────────────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ────────────────────────────────────────────────────────────────────────────────────────╮
│                                                                                                                                                                                                      │
│  ✅  Optimization complete!                                                                                                                                                                          │
│                                                                                                                                                                                                      │
│    📊 Trials: 2 succeeded / 0 failed / 4 done / 4 submitted                                                                                                                                          │
│    ⏱️  Duration: 41s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.2814308003                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.22573586934911                                                                                                                                                                 │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                                                                          │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-17 07:17:59 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-17 07:18:00 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-17 07:18:00 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.08 s/job
2026-05-17 07:18:00 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-17 07:18:00 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, starting new job                   
2026-05-17 07:18:00 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, started new job                    
2026-05-17 07:18:09 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, new result: RESULT1: 1.389080, RESULT2: 2.636735
2026-05-17 07:18:12 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 3 done, █▁▃, finishing jobs, finished 1 job     
2026-05-17 07:18:13 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 3 done, █▁▃, getting new HP set (no sbatch)     
2026-05-17 07:18:13 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 3 done, █▁▃, requested 1 jobs, got 1, 1.01 s/job
2026-05-17 07:18:13 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 3 done, █▁▃, eval #1/1 start                    
2026-05-17 07:18:13 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 3 done, █▁▃, starting new job                   
2026-05-17 07:18:13 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 3 done, █▁▃, started new job                    
2026-05-17 07:18:22 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 3 done, █▁▃, new result: RESULT1: 1.340459, RESULT2: 2.225736
2026-05-17 07:18:25 (c9b115e8-0f5f-4edd-87eb-99033efd6047): BOTORCH_MODULAR, 4 done, █▁▃▅, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.253 │    1 │        0.253 │
│       2 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.182 │      │              │
│  Median │   0.182 │      │              │
│   Total │   0.364 │      │              │
│     Max │   0.253 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.084 │    1 │        1.084 │
│         2 │   1.012 │    1 │        1.012 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.048 │      │              │
│    Median │   1.048 │      │              │
│     Total │   2.096 │      │              │
│       Max │   1.084 │      │              │
│       Min │   1.012 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
nr_evals_per_arm	1
disable_notifications	False
dump_config	None
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
1779002277,783.39453125,26.8

`RESULT1` (goal: minimize)

Best value: 1.2814308003
Achieved at:
- RESULT2 = 2.5014485224
- int_param = -52
- float_param = -1.8208056688309
- int_param_two = -30

`RESULT2` (goal: minimize)

Best value: 2.2257358693491
Achieved at:
- RESULT1 = 1.34045941553
- int_param = -34
- float_param = 3.9684281396291
- int_param_two = -52

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-34	-67	33	2
OO_Info_int_param_two	-52	10	-21	31	2
OO_Info_float_param	3.9684	10	6.9842	3.0158	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.2814	1.437	1.362	0.0577	4
RESULT2	2.2257	2.6367	2.4771	0.1531	4
int_param	-100	-6	-48	34.2053	4
float_param	-98.4496	10	-21.5755	44.5796	4
int_param_two	-62	10	-33.5	27.6541	4
choice_param	No numerical statistics available

submitit INFO (2026-05-17 07:18:00,706) - Starting with JobEnvironment(job_id=151767, hostname=runnervmrw5os, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-17 07:18:00,707) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/151767/151767_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": 10, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778998508.2910392
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778999203.9000614
Last modification: 1778998508.2910392
Hostname: runnervmrw5os
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='10' --choice_param='hallo'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: hallo
RESULT1: 1.3890796199712
RESULT2: 2.63673541983323

stderr was empty
Result: {'RESULT1': 1.3890796199712, 'RESULT2': 2.63673541983323}
Final-results: {'RESULT1': 1.3890796199712, 'RESULT2': 2.63673541983323}
EXIT_CODE: 0
submitit INFO (2026-05-17 07:18:08,252) - Job completed successfully
submitit INFO (2026-05-17 07:18:08,252) - Exiting after successful completion