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	choice_param	RESULT
-80	-78	-66.5869089961052	hallo	-80	-66.5869089961052	-78	hallo	-192246.975396166

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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-01-04 14:03:15 (c5550313-005c-48d8-a280-1a96149d49a9): BOTORCH_MODULAR, best RESULT: -192246.975396166, finishing jobs, finished 1 job

Git-Version

Commit: 0b4ade6a71a0cdb8e1cbd17c4714905a9220d325 (9226-1-g0b4ade6a7)

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,choice_param
0,1767535373,2,c5550313-005c-48d8-a280-1a96149d49a9,1767535375,1767535381,6,./.tests/optimization_example  --int_param='-80' --float_param='-66.5869089961051940918' --choice_param='hallo' --int_param_two='-78' --nr_results=1,0,,runnervmdwttx,-80,-78,-66.586908996105194091796875,hallo,0_0,COMPLETED,SOBOL,-192246.975396166002610698342323303223,-80,-66.586908996105194091796875,-78,hallo
1,1767535384,2,c5550313-005c-48d8-a280-1a96149d49a9,1767535386,1767535392,6,./.tests/optimization_example  --int_param='2' --float_param='-55.8141082031913029482' --choice_param='1' --int_param_two='-4' --nr_results=1,0,,runnervmdwttx,2,-4,-55.814108203191295842771069146693,1,1_0,COMPLETED,BOTORCH_MODULAR,-38191.677565494603186380118131637573,2,-55.814108203191302948198426747695,-4,1


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

Current git-hash: 0b4ade6a71a0cdb8e1cbd17c4714905a9220d325 (last fully tested stable version 1 commit ago [3bb4fe033a6a03e62be268ba0b4f542c23d2c237, 9226])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 14:02:48] 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: 4cd732bb-fa7a-4490-ad70-2e11958fb42b
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                       /- _  `-/  '
                                                      (/\/ \ \   /\
                                                      / /   | `    \
                                                      O O   ) /    |
                                                      `-^--'`<     '
                                                     (_.)  _  )   /
                                                      `.___/`    /
                                                        `-----' /
                                           <----.     __ / __   \
                                           <----|====O)))==) \) /====
                                           <----'    `--' `.__,' \
                                                        |        |
                                                         \       /
                                                   ______( (_  / \______
                                                 ,'  ,-----'   |        \
                                                 `--{__________)        \/
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 --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=2328 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 │
└─────────────┴─────────────┘
                                     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 ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -80               │ -78                   │ -66.5869089961052   │ hallo                │ -80       │ -66.5869089961052 │ -78           │ hallo        │ -192246.975396166 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴───────────────────┴───────────────┴──────────────┴───────────────────┘
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 │   0.030 │    1 │        0.030 │
│         2 │   0.329 │    1 │        0.329 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.180 │      │              │
│    Median │   0.180 │      │              │
│     Total │   0.359 │      │              │
│       Max │   0.329 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.108 │    1 │        0.108 │
│       2 │   0.071 │    1 │        0.071 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.090 │      │              │
│  Median │   0.090 │      │              │
│   Total │   0.179 │      │              │
│     Max │   0.108 │      │              │
│     Min │   0.071 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-01-04 14:02:53 (c5550313-005c-48d8-a280-1a96149d49a9): SOBOL, Started OmniOpt2 run...
2026-01-04 14:02:53 (c5550313-005c-48d8-a280-1a96149d49a9): SOBOL, getting new HP set (no sbatch)
2026-01-04 14:02:53 (c5550313-005c-48d8-a280-1a96149d49a9): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 14:02:53 (c5550313-005c-48d8-a280-1a96149d49a9): SOBOL, eval #1/1 start                    
2026-01-04 14:02:53 (c5550313-005c-48d8-a280-1a96149d49a9): SOBOL, starting new job                   
2026-01-04 14:02:53 (c5550313-005c-48d8-a280-1a96149d49a9): SOBOL, started new job                    
2026-01-04 14:03:02 (c5550313-005c-48d8-a280-1a96149d49a9): SOBOL, new result: RESULT: -192246.975396 
2026-01-04 14:03:04 (c5550313-005c-48d8-a280-1a96149d49a9): SOBOL, best RESULT: -192246.975396166, finishing jobs, finished 1 job
2026-01-04 14:03:04 (c5550313-005c-48d8-a280-1a96149d49a9): BOTORCH_MODULAR, best RESULT: -192246.975396166, getting new HP set (no sbatch)
2026-01-04 14:03:04 (c5550313-005c-48d8-a280-1a96149d49a9): BOTORCH_MODULAR, best RESULT: -192246.975396166, requested 1 jobs, got 1, 0.33 s/job
2026-01-04 14:03:04 (c5550313-005c-48d8-a280-1a96149d49a9): BOTORCH_MODULAR, best RESULT: -192246.975396166, eval #1/1 start                    
2026-01-04 14:03:04 (c5550313-005c-48d8-a280-1a96149d49a9): BOTORCH_MODULAR, best RESULT: -192246.975396166, starting new job                   
2026-01-04 14:03:04 (c5550313-005c-48d8-a280-1a96149d49a9): BOTORCH_MODULAR, best RESULT: -192246.975396166, started new job                    
2026-01-04 14:03:13 (c5550313-005c-48d8-a280-1a96149d49a9): BOTORCH_MODULAR, best RESULT: -192246.975396166, new result: RESULT: -38191.677565  
2026-01-04 14:03:15 (c5550313-005c-48d8-a280-1a96149d49a9): BOTORCH_MODULAR, best RESULT: -192246.975396166, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.108 │    1 │        0.108 │
│       2 │   0.071 │    1 │        0.071 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.090 │      │              │
│  Median │   0.090 │      │              │
│   Total │   0.179 │      │              │
│     Max │   0.108 │      │              │
│     Min │   0.071 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.030 │    1 │        0.030 │
│         2 │   0.329 │    1 │        0.329 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.180 │      │              │
│    Median │   0.180 │      │              │
│     Total │   0.359 │      │              │
│       Max │   0.329 │      │              │
│       Min │   0.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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']]
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
1767535369,756.6015625,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-80	2	-39	41	2
OO_Info_int_param_two	-78	-4	-41	37	2
OO_Info_float_param	-66.5869	-55.8141	-61.2005	5.3864	2
OO_Info_choice_param	No numerical statistics available
RESULT	-192246.9754	-38191.6776	-115219.3265	77027.6489	2
int_param	-80	2	-39	41	2
float_param	-66.5869	-55.8141	-61.2005	5.3864	2
int_param_two	-78	-4	-41	37	2
choice_param	No numerical statistics available

submitit INFO (2026-01-04 14:02:53,500) - Starting with JobEnvironment(job_id=65786, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 14:02:53,500) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/single_runs/65786/65786_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -80, "float_param": -66.5869089961052, "int_param_two": -78, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-80' --float_param='-66.5869089961051940918' --choice_param='hallo' --int_param_two='-78' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1767534704.5281594
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767535375.0549352
Last modification: 1767534704.5281594
Hostname: runnervmdwttx
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-80' --float_param='-66.5869089961051940918' --choice_param='hallo' --int_param_two='-78' --nr_results=1
stdout:
 OO-Info: int_param: -80
OO-Info: int_param_two: -78
OO-Info: float_param: -66.5869089961051940918
OO-Info: choice_param: hallo
RESULT: -192246.975396166

stderr was empty
Result: {'RESULT': -192246.975396166}
Final-results: {'RESULT': -192246.975396166}
EXIT_CODE: 0
submitit INFO (2026-01-04 14:03:01,080) - Job completed successfully
submitit INFO (2026-01-04 14:03:01,080) - Exiting after successful completion