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
-93.0	-20.0	-55.560829788247275	2.0	2.61255720965298	-93	-55.56082978824727	-20	2	1.10168184650047

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

2025-12-27 21:45:31 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 7df9cc742d72dd218d8e828d99d3902f6eff6df0 (9166-3-g7df9cc742)

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,1.713181501600000045115734792489,2.240953712300000066903749029734,2,-25.6064832210540771484375,-28,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.730548303900000028932026907569,2.082369041299999778971141495276,-90,-98.878124886787972513957356568426,-4,4
2,1766871905,2,7c986735-c91c-4ec6-bba7-c295b5eccaac,1766871907,1766871913,6,./.tests/optimization_example --int_param='-89' --float_param='-37.27321123857802120938' --choice_param='2'  --int_param_two='-24' --nr_results=2,0,,runnervmdwttx,-89,-24,-37.273211238578014103950408753008,2,2_0,COMPLETED,BOTORCH_MODULAR,1.563298310700000026685074772104,2.720311383599999910387623458519,-89,-37.27321123857802120937776635401,-24,2
3,1766871919,1,7c986735-c91c-4ec6-bba7-c295b5eccaac,1766871920,1766871926,6,./.tests/optimization_example --int_param='-93' --float_param='-55.5608297882472683682' --choice_param='2'  --int_param_two='-20' --nr_results=2,0,,runnervmdwttx,-93,-20,-55.560829788247275473622721619904,2,3_0,COMPLETED,BOTORCH_MODULAR,1.101681846500470074445843238209,2.612557209652980105829556123354,-93,-55.560829788247268368195364018902,-20,2


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

Current git-hash: 7df9cc742d72dd218d8e828d99d3902f6eff6df0 (last fully tested stable version 3 commits ago [dbbd7ab45b9033e1031e76f20727f7b6dd3fe616, 9166])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-27 21:45:02] 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: d2cf941d-d008-451c-b980-56646d359e7f
  _______________________________________________
| OmniOpt2 - Taking parameters to the next level. |
  ===============================================
                                                 \
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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=381 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      │     2     │ -25.606483221054077 │      -28      │      16      │   1.7131815016   │   2.2409537123   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │    -90    │ -98.87812488678797  │      -4       │      4       │   1.7305483039   │   2.0823690413   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -93    │ -55.56082978824727  │      -20      │      2       │ 1.10168184650047 │ 2.61255720965298 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-27 21:45:05 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-12-27 21:45:05 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-12-27 21:45:05 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.70 s/job
2025-12-27 21:45:05 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, eval #1/1 start                    
2025-12-27 21:45:05 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, starting new job                   
2025-12-27 21:45:05 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, started new job                    
2025-12-27 21:45:14 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, new result: RESULT1: 1.563298, RESULT2: 2.720311
2025-12-27 21:45:17 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 3 done, finishing jobs, finished 1 job          
2025-12-27 21:45:18 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 3 done, getting new HP set (no sbatch)          
2025-12-27 21:45:18 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 3 done, requested 1 jobs, got 1, 1.33 s/job     
2025-12-27 21:45:19 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 3 done, eval #1/1 start                         
2025-12-27 21:45:19 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 3 done, starting new job                        
2025-12-27 21:45:19 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 3 done, started new job                         
2025-12-27 21:45:28 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 3 done, new result: RESULT1: 1.101682, RESULT2: 2.612557
2025-12-27 21:45:31 (7c986735-c91c-4ec6-bba7-c295b5eccaac): BOTORCH_MODULAR, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.107 │    1 │        0.107 │
│       2 │   0.095 │    1 │        0.095 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.101 │      │              │
│  Median │   0.101 │      │              │
│   Total │   0.202 │      │              │
│     Max │   0.107 │      │              │
│     Min │   0.095 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.705 │    1 │        0.705 │
│         2 │   1.333 │    1 │        1.333 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.019 │      │              │
│    Median │   1.019 │      │              │
│     Total │   2.038 │      │              │
│       Max │   1.333 │      │              │
│       Min │   0.705 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766871902,759.0390625,28.6

`RESULT1` (goal: minimize)

Best value: 1.1016818465005
Achieved at:
- RESULT2 = 2.612557209653
- int_param = -93
- float_param = -55.560829788247
- int_param_two = -20
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.0823690413
Achieved at:
- RESULT1 = 1.7305483039
- int_param = -90
- float_param = -98.878124886788
- int_param_two = -4
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-93	-89	-91	2	2
OO_Info_int_param_two	-24	-20	-22	2	2
OO_Info_float_param	-55.5608	-37.2732	-46.417	9.1438	2
OO_Info_choice_param	2	2	2	0	2
RESULT1	1.1017	1.7305	1.5272	0.2541	4
RESULT2	2.0824	2.7203	2.414	0.2613	4
int_param	-93	2	-67.5	40.1528	4
float_param	-98.8781	-25.6065	-54.3297	27.8479	4
int_param_two	-28	-4	-19	9.1104	4
choice_param	2	16	6	5.831	4

submitit INFO (2025-12-27 21:45:06,184) - Starting with JobEnvironment(job_id=139344, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-27 21:45:06,184) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/139344/139344_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -89, "float_param": -37.27321123857802, "int_param_two": -24, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-89' --float_param='-37.27321123857802120938' --choice_param='2'  --int_param_two='-24' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766868957.552311
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766869335.422159
Last modification: 1766868957.552311
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-89' --float_param='-37.27321123857802120938' --choice_param='2'  --int_param_two='-24' --nr_results=2 
stdout:
 OO-Info: int_param: -89
OO-Info: int_param_two: -24
OO-Info: float_param: -37.27321123857802120938
OO-Info: choice_param: 2
RESULT1: 1.56329831069252
RESULT2: 2.7203113835744

stderr was empty
Result: {'RESULT1': 1.56329831069252, 'RESULT2': 2.7203113835744}
Final-results: {'RESULT1': 1.56329831069252, 'RESULT2': 2.7203113835744}
EXIT_CODE: 0
submitit INFO (2025-12-27 21:45:13,724) - Job completed successfully
submitit INFO (2025-12-27 21:45:13,724) - Exiting after successful completion