OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 2 + inserted jobs: 4)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	choice_param	int_param_two	RESULT
-92.0	-82.0	-100.0	16.0	-92	-100.0	16	-82	-280895.72

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	4	4

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-03 11:27:15 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, finishing jobs, finished 1 job

Git-Version

Commit: d4b347d0143cfe361305b4af605a7649277b523e (9034-5-gd4b347d01)

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,RESULT,int_param,float_param,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-35347.356679311997140757739543914795,-32,-26.70242369174957275390625,2,-29
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-214852.925908998993691056966781616211,-99,-83.541067256386241979271289892495,16,-47
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-16314.410320027400302933529019355774,-34,-0.63462793827056884765625,hallo,8
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-211592.348275580996414646506309509277,-45,-87.286634067767963074402359779924,8,-96
4,1762169211,2,96702957-07f3-4f39-b62b-a30d6ca88f10,1762169213,1762169219,6,./.tests/optimization_example --int_param='-92' --float_param='-100' --choice_param='16'  --int_param_two='-82' --nr_results=1,0,,runnervmf2e7y,-92,-82,-100,16,4_0,COMPLETED,BOTORCH_MODULAR,-280895.719999999972060322761535644531,-92,-100,16,-82
5,1762169224,2,96702957-07f3-4f39-b62b-a30d6ca88f10,1762169226,1762169232,6,./.tests/optimization_example --int_param='-24' --float_param='-100' --choice_param='16'  --int_param_two='-100' --nr_results=1,0,,runnervmf2e7y,-24,-100,-100,16,5_0,COMPLETED,BOTORCH_MODULAR,-229445.320000000006984919309616088867,-24,-100,16,-100


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

Current git-hash: d4b347d0143cfe361305b4af605a7649277b523e (last fully tested stable version 5 commits ago [88d7195d45aaf79ed7f44a981cd9b32c7da2adbc, 9034])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 11:26:45] 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]`.
Run-UUID: 3ac77268-2af1-43ec-9e28-fa698a00fc9a
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
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  =================================================
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                                                        / / \/ \  \
                                                       /__|O||O|__ \
                                                      |/_ \_/\_/ _\ |
                                                      | | (____) | ||
                                                      \/\___/\__/  //
                                                      (_/         ||
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                                                       |          ||\
                                                        \        //_/
                                                         \______//
                                                        __ || __||
                                                       (____(____)
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=adding_old_jobs_to_new_jobs --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --load_data_from_existing_jobs runs/adding_old_jobs_to_new_jobs//0 runs/adding_old_jobs_to_new_jobs//1
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=adding_old_jobs_to_new_jobs&run_nr=47 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
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=1
                                       Experiment parameters                                       
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/0/results.csv
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/1/results.csv
                                     Failed Jobs parameters                                     
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
                                                         Best RESULT, min (total: 2 + inserted jobs: 4)                                                         
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param ┃ choice_param ┃ int_param_two ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -92.0             │ -82.0                 │ -100.0              │ 16.0                 │ -92       │ -100.0      │ 16           │ -82           │ -280895.72 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴──────────────┴───────────────┴────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 11:26:49 (96702957-07f3-4f39-b62b-a30d6ca88f10): SOBOL, best RESULT: -214852.925908999, Started OmniOpt2 run...
2025-11-03 11:26:51 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -214852.925908999, getting new HP set (no sbatch)
2025-11-03 11:26:51 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -214852.925908999, requested 1 jobs, got 1, 1.99 s/job
2025-11-03 11:26:51 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -214852.925908999, eval #1/1 start                    
2025-11-03 11:26:51 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -214852.925908999, starting new job                   
2025-11-03 11:26:51 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -214852.925908999, started new job                    
2025-11-03 11:27:00 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -214852.925908999, new result: RESULT: -280895.720000 
2025-11-03 11:27:02 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, finishing jobs, finished 1 job            
2025-11-03 11:27:04 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, getting new HP set (no sbatch)            
2025-11-03 11:27:04 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, requested 1 jobs, got 1, 1.80 s/job       
2025-11-03 11:27:04 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, eval #1/1 start                           
2025-11-03 11:27:04 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, starting new job                          
2025-11-03 11:27:04 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, started new job                           
2025-11-03 11:27:13 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, new result: RESULT: -229445.320000        
2025-11-03 11:27:15 (96702957-07f3-4f39-b62b-a30d6ca88f10): BOTORCH_MODULAR, best RESULT: -280895.72, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.245 │    1 │        0.245 │
│       2 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.165 │      │              │
│  Median │   0.165 │      │              │
│   Total │   0.331 │      │              │
│     Max │   0.245 │      │              │
│     Min │   0.086 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.986 │    1 │        1.986 │
│         2 │   1.798 │    1 │        1.798 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.892 │      │              │
│    Median │   1.892 │      │              │
│     Total │   3.784 │      │              │
│       Max │   1.986 │      │              │
│       Min │   1.798 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	adding_old_jobs_to_new_jobs
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
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	False
load_data_from_existing_jobs	['runs/adding_old_jobs_to_new_jobs//0', 'runs/adding_old_jobs_to_new_jobs//1']
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	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
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	True
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
1762169206,775.66015625,27

`RESULT` (goal: minimize)

Best value: -280895.72
Achieved at:
- int_param = -92
- float_param = -100
- choice_param = 16
- int_param_two = -82

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-92	-24	-58	34	2
OO_Info_int_param_two	-100	-82	-91	9	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-280895.72	-16314.4103	-164741.3469	100960.3795	6
int_param	-99	-24	-54.3333	29.8142	6
float_param	-100	-0.6346	-66.3608	38.4902	6
choice_param	No numerical statistics available
int_param_two	-100	8	-57.6667	38.9473	6

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-03 11:26:51,916) - Starting with JobEnvironment(job_id=98070, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 11:26:51,917) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/98070/98070_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -92, "float_param": -100.0, "int_param_two": -82, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-92' --float_param='-100' --choice_param='16'  --int_param_two='-82' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762168590.518297
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762168918.7636619
Last modification: 1762168590.518297
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-92' --float_param='-100' --choice_param='16'  --int_param_two='-82' --nr_results=1
stdout:
 OO-Info: int_param: -92
OO-Info: int_param_two: -82
OO-Info: float_param: -100
OO-Info: choice_param: 16
RESULT: -280895.72

stderr was empty
Result: {'RESULT': -280895.72}
Final-results: {'RESULT': -280895.72}
EXIT_CODE: 0
submitit INFO (2025-11-03 11:26:59,397) - Job completed successfully
submitit INFO (2025-11-03 11:26:59,397) - Exiting after successful completion