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
-13.0	-13.0	-53.46423916078	2.0	2.49770962851787	-13	-53.464239160780004	-13	2	1.21866184759802

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

2026-05-10 10:36:20 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 4 done, ▄▅▁█, finishing jobs, finished 1 job

Git-Version

Commit: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (9325-1-ga02171f59)

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,1.532321227100000182730354936211,2.043803000400000069447514761123,-11,-78.0105982720851898193359375,2,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,1.433884889700000053736062000098,2.804203129500000279961113847094,-44,-12.743290640201774266415668535046,-96,16
2,1778409354,2,d59a9437-72e6-4cff-8c54-2e8b93be0871,1778409356,1778409362,6,./.tests/optimization_example --int_param='-70' --float_param='-81.81260307509246842983' --choice_param='8'  --int_param_two='-65' --nr_results=2,0,,runnervmrc6n4,-70,-65,-81.812603075092482640684465877712,8,2_0,COMPLETED,BOTORCH_MODULAR,1.862371250400000066704819801089,2.666871923600000027221312848269,-70,-81.812603075092468429829750675708,-65,8
3,1778409368,2,d59a9437-72e6-4cff-8c54-2e8b93be0871,1778409370,1778409376,6,./.tests/optimization_example --int_param='-13' --float_param='-53.4642391607800036013' --choice_param='2'  --int_param_two='-13' --nr_results=2,0,,runnervmrc6n4,-13,-13,-53.464239160779996495875820983201,2,3_0,COMPLETED,BOTORCH_MODULAR,1.218661847598019987160000709991,2.497709628517870150687940622447,-13,-53.464239160780003601303178584203,-13,2


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

Current git-hash: a02171f59354fb13fcc8acfdf78a1dc6d14fb32a (last fully tested stable version 1 commit ago [10e58f176a57b3e4bbd0e9c189c2a9f555e68d1e, 9325])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-10 10:35:50] 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: b5b3bbb4-aa4f-48c8-b528-b462154adb4d
  ______   .___  ___. .__   __.  __    ______   .______   .___________.___   
 /  __  \  |   \/   | |  \ |  | |  |  /  __  \  |   _  \  |           |__ \  
|  |  |  | |  \  /  | |   \|  | |  | |  |  |  | |  |_)  | `---|  |----`  ) | 
|  |  |  | |  |\/|  | |  . `  | |  | |  |  |  | |   ___/      |  |      / /  
|  `--'  | |  |  |  | |  |\   | |  | |  `--'  | |  |          |  |     / /_  
 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

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=142 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      │    -11    │ -78.01059827208519  │       2       │      2       │ 1.5323212271000002 │   2.0438030004   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼────────────────────┼──────────────────┤
│      3      │    -13    │ -53.464239160780004 │      -13      │      2       │  1.21866184759802  │ 2.49770962851787 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴────────────────────┴──────────────────┘
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: 1.21866184759802                                                                                                                                                                 │
│    🏆 Best RESULT2: 2.0438030004                                                                                                                                                                     │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/results.csv                                                                                          │
│    🧠 Model: BOTORCH_MODULAR                                                                                                                                                                         │
│                                                                                                                                                                                                      │
╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-05-10 10:35:53 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-05-10 10:35:54 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-05-10 10:35:54 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.79 s/job
2026-05-10 10:35:54 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, eval #1/1 start                    
2026-05-10 10:35:54 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, starting new job                   
2026-05-10 10:35:54 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, started new job                    
2026-05-10 10:36:03 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, new result: RESULT1: 1.862371, RESULT2: 2.666872
2026-05-10 10:36:06 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 3 done, ▆█▁, finishing jobs, finished 1 job     
2026-05-10 10:36:08 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 3 done, ▆█▁, getting new HP set (no sbatch)     
2026-05-10 10:36:08 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 3 done, ▆█▁, requested 1 jobs, got 1, 1.42 s/job
2026-05-10 10:36:08 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 3 done, ▆█▁, eval #1/1 start                    
2026-05-10 10:36:08 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 3 done, ▆█▁, starting new job                   
2026-05-10 10:36:08 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 3 done, ▆█▁, started new job                    
2026-05-10 10:36:17 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 3 done, ▆█▁, new result: RESULT1: 1.218662, RESULT2: 2.497710
2026-05-10 10:36:20 (d59a9437-72e6-4cff-8c54-2e8b93be0871): BOTORCH_MODULAR, 4 done, ▄▅▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.276 │    1 │        0.276 │
│       2 │   0.099 │    1 │        0.099 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.187 │      │              │
│  Median │   0.187 │      │              │
│   Total │   0.375 │      │              │
│     Max │   0.276 │      │              │
│     Min │   0.099 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.786 │    1 │        0.786 │
│         2 │   1.424 │    1 │        1.424 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.105 │      │              │
│    Median │   1.105 │      │              │
│     Total │   2.211 │      │              │
│       Max │   1.424 │      │              │
│       Min │   0.786 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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
1778409351,744.27734375,28.3

`RESULT1` (goal: minimize)

Best value: 1.218661847598
Achieved at:
- RESULT2 = 2.4977096285179
- int_param = -13
- float_param = -53.46423916078
- int_param_two = -13
- choice_param = 2

`RESULT2` (goal: minimize)

Best value: 2.0438030004
Achieved at:
- RESULT1 = 1.5323212271
- int_param = -11
- float_param = -78.010598272085
- int_param_two = 2
- choice_param = 2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-70	-13	-41.5	28.5	2
OO_Info_int_param_two	-65	-13	-39	26	2
OO_Info_float_param	-81.8126	-53.4642	-67.6384	14.1742	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.2187	1.8624	1.5118	0.232	4
RESULT2	2.0438	2.8042	2.5031	0.2866	4
int_param	-70	-11	-34.5	24.3156	4
float_param	-81.8126	-12.7433	-56.5077	27.5104	4
int_param_two	-96	2	-43	39.4271	4
choice_param	2	16	7	5.7446	4

submitit INFO (2026-05-10 10:35:54,930) - Starting with JobEnvironment(job_id=154875, hostname=runnervmrc6n4, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-10 10:35:54,930) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/1/single_runs/154875/154875_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -70, "float_param": -81.81260307509247, "int_param_two": -65, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-70' --float_param='-81.81260307509246842983' --choice_param='8'  --int_param_two='-65' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1778406039.296941
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1778406671.9422488
Last modification: 1778406039.296941
Hostname: runnervmrc6n4
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-70' --float_param='-81.81260307509246842983' --choice_param='8'  --int_param_two='-65' --nr_results=2 
stdout:
 OO-Info: int_param: -70
OO-Info: int_param_two: -65
OO-Info: float_param: -81.81260307509246842983
OO-Info: choice_param: 8
RESULT1: 1.86237125036223
RESULT2: 2.6668719235781

stderr was empty
Result: {'RESULT1': 1.86237125036223, 'RESULT2': 2.6668719235781}
Final-results: {'RESULT1': 1.86237125036223, 'RESULT2': 2.6668719235781}
EXIT_CODE: 0
submitit INFO (2026-05-10 10:36:02,431) - Job completed successfully
submitit INFO (2026-05-10 10:36:02,431) - Exiting after successful completion