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)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	fail_or_not	choice_param	RESULT
-55	-35	-59.720504581928246	4	-55	-59.72050458192825	-35	1	4	-93857.157133394

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	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
fail_or_not	choice			0, 1

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-04 10:42:42 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): BOTORCH_MODULAR, best RESULT: -93857.157133394, finishing jobs, finished 1 job

Git-Version

Commit: 20f6df6d9aecd78512b3c02786d590f620879088 (9043-2-g20f6df6d9)

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,int_param_two,fail_or_not,choice_param
0,1762252939,2,53af618a-97c8-4f1d-9607-6a2c5bcd57be,1762252941,1762252947,6,./.tests/optimization_example  --int_param='-55' --float_param='-59.72050458192825317383' --choice_param='4' --int_param_two='-35' --nr_results=1,0,,runnervmf2e7y,-55,-35,-59.720504581928246068400767398998,4,0_0,COMPLETED,SOBOL,-93857.157133393993717618286609649658,-55,-59.720504581928253173828125,-35,1,4
1,1762252951,2,53af618a-97c8-4f1d-9607-6a2c5bcd57be,1762252953,1762252959,6,./.tests/optimization_example  --int_param='3' --float_param='-4.44515884427403484835' --choice_param='8' --int_param_two='-78' --nr_results=1,0,,runnervmf2e7y,3,-78,-4.445158844274033960175529500702,8,1_0,COMPLETED,BOTORCH_MODULAR,-69334.630255935699096880853176116943,3,-4.445158844274034848353949200828,-78,0,8


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

Current git-hash: 20f6df6d9aecd78512b3c02786d590f620879088 (last fully tested stable version 2 commits ago [f39359d3a3db0d7c140699e6c342fe0570361142, 9043])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 10:42:15] 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: 1c25a90d-e994-4508-ab13-db4e67245e1d
 .88888.                      oo  .88888.             dP   d8888b. 
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88     88 88'`88'`88 88'  `88 88 88     88 88'  `88   88   88'     
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --parameter fail_or_not choice 0,1 --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/4
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=225 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         │
│ fail_or_not   │ choice │             │             │ 0, 1                  │       │            │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
                                     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)                                                                                
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ int_param_two ┃ fail_or_not ┃ choice_param ┃ RESULT           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ -55               │ -35                   │ -59.720504581928246 │ 4                    │ -55       │ -59.72050458192825 │ -35           │ 1           │ 4            │ -93857.157133394 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴─────────────┴──────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   1.178 │    1 │        1.178 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.596 │      │              │
│    Median │   0.596 │      │              │
│     Total │   1.193 │      │              │
│       Max │   1.178 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.223 │    1 │        0.223 │
│       2 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.153 │      │              │
│  Median │   0.153 │      │              │
│   Total │   0.307 │      │              │
│     Max │   0.223 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 10:42:19 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): SOBOL, Started OmniOpt2 run...
2025-11-04 10:42:19 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): SOBOL, getting new HP set (no sbatch)
2025-11-04 10:42:19 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-11-04 10:42:19 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): SOBOL, eval #1/1 start                    
2025-11-04 10:42:19 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): SOBOL, starting new job                   
2025-11-04 10:42:19 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): SOBOL, started new job                    
2025-11-04 10:42:28 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): SOBOL, new result: RESULT: -93857.157133  
2025-11-04 10:42:30 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): SOBOL, best RESULT: -93857.157133394, finishing jobs, finished 1 job
2025-11-04 10:42:31 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): BOTORCH_MODULAR, best RESULT: -93857.157133394, getting new HP set (no sbatch)
2025-11-04 10:42:31 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): BOTORCH_MODULAR, best RESULT: -93857.157133394, requested 1 jobs, got 1, 1.18 s/job
2025-11-04 10:42:31 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): BOTORCH_MODULAR, best RESULT: -93857.157133394, eval #1/1 start                    
2025-11-04 10:42:31 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): BOTORCH_MODULAR, best RESULT: -93857.157133394, starting new job                   
2025-11-04 10:42:31 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): BOTORCH_MODULAR, best RESULT: -93857.157133394, started new job                    
2025-11-04 10:42:40 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): BOTORCH_MODULAR, best RESULT: -93857.157133394, new result: RESULT: -69334.630256  
2025-11-04 10:42:42 (53af618a-97c8-4f1d-9607-6a2c5bcd57be): BOTORCH_MODULAR, best RESULT: -93857.157133394, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.223 │    1 │        0.223 │
│       2 │   0.084 │    1 │        0.084 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.153 │      │              │
│  Median │   0.153 │      │              │
│   Total │   0.307 │      │              │
│     Max │   0.223 │      │              │
│     Min │   0.084 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   1.178 │    1 │        1.178 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.596 │      │              │
│    Median │   0.596 │      │              │
│     Total │   1.193 │      │              │
│       Max │   1.178 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
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'], ['fail_or_not', 'choice', '0,1']]
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	True
revert_to_random_when_seemingly_exhausted	False
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	True
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
1762252936,775.86328125,27.1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-55	3	-26	29	2
OO_Info_int_param_two	-78	-35	-56.5	21.5	2
OO_Info_float_param	-59.7205	-4.4452	-32.0828	27.6377	2
OO_Info_choice_param	4	8	6	2	2
RESULT	-93857.1571	-69334.6303	-81595.8937	12261.2634	2
int_param	-55	3	-26	29	2
float_param	-59.7205	-4.4452	-32.0828	27.6377	2
int_param_two	-78	-35	-56.5	21.5	2
fail_or_not	0	1	0.5	0.5	2
choice_param	4	8	6	2	2

/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 (2025-11-04 10:42:19,795) - Starting with JobEnvironment(job_id=114101, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 10:42:19,795) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/4/single_runs/114101/114101_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -55, "float_param": -59.72050458192825, "int_param_two": -35, "fail_or_not": 1, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-55' --float_param='-59.72050458192825317383' --choice_param='4' --int_param_two='-35' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762251717.3918326
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762252076.953425
Last modification: 1762251717.3918326
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-55' --float_param='-59.72050458192825317383' --choice_param='4' --int_param_two='-35' --nr_results=1
stdout:
 OO-Info: int_param: -55
OO-Info: int_param_two: -35
OO-Info: float_param: -59.72050458192825317383
OO-Info: choice_param: 4
RESULT: -93857.157133394

stderr was empty
Result: {'RESULT': -93857.157133394}
Final-results: {'RESULT': -93857.157133394}
EXIT_CODE: 0
submitit INFO (2025-11-04 10:42:27,409) - Job completed successfully
submitit INFO (2025-11-04 10:42:27,409) - Exiting after successful completion