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
10.0	-67.0	-100.0	4.0	2.0469298894	10	-100.0	-67	4	1.3773019266

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

2026-05-24 07:26:27 (9e2250b7-39f6-4086-9a70-bb3625010879): 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,1.672305056399999934058087092126,2.87870854220000005341262294678,-88,3.1309664249420166015625,-48,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.399237278700000031150807444646,2.246055020100000021443520381581,0,-92.09658452309668064117431640625,-2,4
2,1779607561,2,9e2250b7-39f6-4086-9a70-bb3625010879,1779607563,1779607569,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='4'  --int_param_two='-67' --nr_results=2,0,,runnervmyxb0g,10,-67,-100,4,2_0,COMPLETED,BOTORCH_MODULAR,1.37730192659999994830855030159,2.046929889399999868970780880773,10,-100,-67,4
3,1779607575,2,9e2250b7-39f6-4086-9a70-bb3625010879,1779607577,1779607583,6,./.tests/optimization_example --int_param='10' --float_param='-52.27180561111811840647' --choice_param='4'  --int_param_two='-100' --nr_results=2,0,,runnervmyxb0g,10,-100,-52.271805611118118406466237502173,4,3_0,COMPLETED,BOTORCH_MODULAR,1.79441464466890998608050722396,2.584216785474810151868041430134,10,-52.271805611118118406466237502173,-100,4


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

Current git-hash: 3d587dc4b297f4e0db9767b04ad80de912dc9888 (version: 9335)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-24 07:25:57] 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: cf946037-9c17-4e30-afd3-351fb91fa739
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/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_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ______   .___  ___. .__   __.  __    ______   .______   .___________.___   
 /  __  \  |   \/   | |  \ |  | |  |  /  __  \  |   _  \  |           |__ \  
|  |  |  | |  \  /  | |   \|  | |  | |  |  |  | |  |_)  | `---|  |----`  ) | 
|  |  |  | |  |\/|  | |  . `  | |  | |  |  |  | |   ___/      |  |      / /  
|  `--'  | |  |  |  | |  |\   | |  | |  `--'  | |  |          |  |     / /_  
 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

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=9 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      2      │    10     │    -100     │      -67      │      4       │ 1.3773019266 │ 2.0469298894 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
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: 38s                                                                                                                                                                                 │
│    🏆 Best RESULT1: 1.3773019266                                                                                                                                                                     │
│    🏆 Best RESULT2: 2.0469298894                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                                                                          │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-24 07:26:00 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-24 07:26:01 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-24 07:26:01 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.00 s/job
2026-05-24 07:26:01 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-24 07:26:01 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, starting new job                   
2026-05-24 07:26:01 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, started new job                    
2026-05-24 07:26:10 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, new result: RESULT1: 1.377302, RESULT2: 2.046930
2026-05-24 07:26:14 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, 3 done, ▁▇█, finishing jobs, finished 1 job     
2026-05-24 07:26:15 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, 3 done, ▁▇█, getting new HP set (no sbatch)     
2026-05-24 07:26:15 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, 3 done, ▁▇█, requested 1 jobs, got 1, 1.09 s/job
2026-05-24 07:26:15 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, 3 done, ▁▇█, eval #1/1 start                    
2026-05-24 07:26:15 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, 3 done, ▁▇█, starting new job                   
2026-05-24 07:26:15 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, 3 done, ▁▇█, started new job                    
2026-05-24 07:26:24 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, 3 done, ▁▇█, new result: RESULT1: 1.794415, RESULT2: 2.584217
2026-05-24 07:26:27 (9e2250b7-39f6-4086-9a70-bb3625010879): BOTORCH_MODULAR, 4 done, ▃▇█▁, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.120 │    1 │        0.120 │
│       2 │   0.099 │    1 │        0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.110 │      │              │
│  Median │   0.110 │      │              │
│   Total │   0.220 │      │              │
│     Max │   0.120 │      │              │
│     Min │   0.099 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.998 │    1 │        0.998 │
│         2 │   1.095 │    1 │        1.095 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.046 │      │              │
│    Median │   1.046 │      │              │
│     Total │   2.093 │      │              │
│       Max │   1.095 │      │              │
│       Min │   0.998 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1779607557,751.44140625,28.1

`RESULT1` (goal: minimize)

Best value: 1.3773019266
Achieved at:
- RESULT2 = 2.0469298894
- int_param = 10
- float_param = -100
- int_param_two = -67
- choice_param = 4

`RESULT2` (goal: minimize)

Best value: 2.0469298894
Achieved at:
- RESULT1 = 1.3773019266
- int_param = 10
- float_param = -100
- int_param_two = -67
- choice_param = 4

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	-100	-67	-83.5	16.5	2
OO_Info_float_param	-100	-52.2718	-76.1359	23.8641	2
OO_Info_choice_param	4	4	4	0	2
RESULT1	1.3773	1.7944	1.5608	0.178	4
RESULT2	2.0469	2.8787	2.439	0.3183	4
int_param	-88	10	-17	41.1947	4
float_param	-100	3.131	-60.3094	40.8505	4
int_param_two	-100	-2	-54.25	35.4427	4
choice_param	1	4	3.25	1.299	4

submitit INFO (2026-05-24 07:26:01,824) - Starting with JobEnvironment(job_id=154338, hostname=runnervmyxb0g, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-24 07:26:01,824) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/154338/154338_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": -100.0, "int_param_two": -67, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='4'  --int_param_two='-67' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1779604178.3616383
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1779604826.2844887
Last modification: 1779604178.3616383
Hostname: runnervmyxb0g
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='4'  --int_param_two='-67' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -67
OO-Info: float_param: -100
OO-Info: choice_param: 4
RESULT1: 1.37730192656545
RESULT2: 2.04692988944905

stderr was empty
Result: {'RESULT1': 1.37730192656545, 'RESULT2': 2.04692988944905}
Final-results: {'RESULT1': 1.37730192656545, 'RESULT2': 2.04692988944905}
EXIT_CODE: 0
submitit INFO (2026-05-24 07:26:09,378) - Job completed successfully
submitit INFO (2026-05-24 07:26:09,378) - Exiting after successful completion