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	RESULT
-88	1	1	1	-88	-43.27696204185486	-87352.12

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
int_param	range	-100	10	int	No
float_param	range	-100	10	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-12-09 12:13:36 (13938bfa-a683-476b-add2-a9c81cc62ed3): BOTORCH_MODULAR, best RESULT: -87352.12, finishing jobs, finished 1 job

Git-Version

Commit: d1056855add483362f2444584e98f3bdce169700 (9124-7-gd1056855a)

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
0,1765282367,1,13938bfa-a683-476b-add2-a9c81cc62ed3,1765282368,1765282374,6,./.tests/optimization_example  --int_param='-88' --float_param='1' --choice_param='1' --int_param_two='1',0,,runnervmyg876,-88,1,1,1,0_0,COMPLETED,SOBOL,-87352.119999999995343387126922607422,-88,-43.2769620418548583984375
1,1765282386,1,13938bfa-a683-476b-add2-a9c81cc62ed3,1765282387,1765282393,6,./.tests/optimization_example  --int_param='9' --float_param='1' --choice_param='1' --int_param_two='1',0,,runnervmyg876,9,1,1,1,1_0,COMPLETED,BOTORCH_MODULAR,-828.120000000000004547473508864641,9,-96.5026079118251800537109375


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

Current git-hash: d1056855add483362f2444584e98f3bdce169700 (last fully tested stable version 7 commits ago [359c0bec91c129ab01eb6a0644e046b6ae817f02, 9124])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-09 12:12:13] 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: c1ed76a3-c91c-4281-86cc-a90a7dddba00
  _________________________________________________
 /                                                 \
| OmniOpt2 - Makes grid search look like it's still |
|  on dial-up.                                      |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                             /- _  `-/  '
                                                            (/\/ \ \   /\
                                                            / /   | `    \
                                                            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 Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JzEnIC0tY2hvaWNlX3BhcmFtPScxJyAtLWludF9wYXJhbV90d289JzEn --parameter int_param range -100 10 int --parameter float_param range -100 10 float --num_random_steps 1 --model BOTORCH_MODULAR --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/5
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=1237 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='1' --choice_param='1' --int_param_two='1'
                         Experiment parameters                          
┏━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name        ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param   │ range │ -100        │ 10          │ int   │ No         │
│ float_param │ range │ -100        │ 10          │ float │ 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        ┃ RESULT    ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ -88               │ 1                     │ 1                   │ 1                    │ -88       │ -43.27696204185486 │ -87352.12 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────┘
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 │   0.023 │    1 │        0.023 │
│         2 │   0.320 │    1 │        0.320 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.171 │      │              │
│    Median │   0.171 │      │              │
│     Total │   0.343 │      │              │
│       Max │   0.320 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.098 │    1 │        0.098 │
│       2 │   0.208 │    1 │        0.208 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.153 │      │              │
│  Median │   0.153 │      │              │
│   Total │   0.306 │      │              │
│     Max │   0.208 │      │              │
│     Min │   0.098 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-12-09 12:12:47 (13938bfa-a683-476b-add2-a9c81cc62ed3): SOBOL, Started OmniOpt2 run...
2025-12-09 12:12:47 (13938bfa-a683-476b-add2-a9c81cc62ed3): SOBOL, getting new HP set (no sbatch)
2025-12-09 12:12:47 (13938bfa-a683-476b-add2-a9c81cc62ed3): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-12-09 12:12:47 (13938bfa-a683-476b-add2-a9c81cc62ed3): SOBOL, eval #1/1 start                    
2025-12-09 12:12:47 (13938bfa-a683-476b-add2-a9c81cc62ed3): SOBOL, starting new job                   
2025-12-09 12:12:47 (13938bfa-a683-476b-add2-a9c81cc62ed3): SOBOL, started new job                    
2025-12-09 12:12:56 (13938bfa-a683-476b-add2-a9c81cc62ed3): SOBOL, new result: RESULT: -87352.120000  
2025-12-09 12:13:05 (13938bfa-a683-476b-add2-a9c81cc62ed3): SOBOL, best RESULT: -87352.12, finishing jobs, finished 1 job
2025-12-09 12:13:05 (13938bfa-a683-476b-add2-a9c81cc62ed3): BOTORCH_MODULAR, best RESULT: -87352.12, getting new HP set (no sbatch)
2025-12-09 12:13:05 (13938bfa-a683-476b-add2-a9c81cc62ed3): BOTORCH_MODULAR, best RESULT: -87352.12, requested 1 jobs, got 1, 0.32 s/job
2025-12-09 12:13:06 (13938bfa-a683-476b-add2-a9c81cc62ed3): BOTORCH_MODULAR, best RESULT: -87352.12, eval #1/1 start                    
2025-12-09 12:13:06 (13938bfa-a683-476b-add2-a9c81cc62ed3): BOTORCH_MODULAR, best RESULT: -87352.12, starting new job                   
2025-12-09 12:13:06 (13938bfa-a683-476b-add2-a9c81cc62ed3): BOTORCH_MODULAR, best RESULT: -87352.12, started new job                    
2025-12-09 12:13:15 (13938bfa-a683-476b-add2-a9c81cc62ed3): BOTORCH_MODULAR, best RESULT: -87352.12, new result: RESULT: -828.120000    
2025-12-09 12:13:36 (13938bfa-a683-476b-add2-a9c81cc62ed3): BOTORCH_MODULAR, best RESULT: -87352.12, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.098 │    1 │        0.098 │
│       2 │   0.208 │    1 │        0.208 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.153 │      │              │
│  Median │   0.153 │      │              │
│   Total │   0.306 │      │              │
│     Max │   0.208 │      │              │
│     Min │   0.098 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.023 │    1 │        0.023 │
│         2 │   0.320 │    1 │        0.320 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.171 │      │              │
│    Median │   0.171 │      │              │
│     Total │   0.343 │      │              │
│       Max │   0.320 │      │              │
│       Min │   0.023 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JzEnIC0tY2hvaWNlX3BhcmFtPScxJyAtLWludF9wYXJhbV90d289…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float']]
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	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
1765282334,756.5078125,28.4
1765282416,787.3359375,3.3

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-88	9	-39.5	48.5	2
OO_Info_int_param_two	1	1	1	0	2
OO_Info_float_param	1	1	1	0	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-87352.12	-828.12	-44090.12	43262	2
int_param	-88	9	-39.5	48.5	2
float_param	-96.5026	-43.277	-69.8898	26.6128	2

submitit INFO (2025-12-09 12:12:47,540) - Starting with JobEnvironment(job_id=125232, hostname=runnervmyg876, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-09 12:12:47,541) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/5/single_runs/125232/125232_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -88, "float_param": -43.27696204185486}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-88' --float_param='1' --choice_param='1' --int_param_two='1'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1765280751.7336903
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1765281125.8017013
Last modification: 1765280751.7336903
Hostname: runnervmyg876
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-88' --float_param='1' --choice_param='1' --int_param_two='1'
stdout:
 OO-Info: int_param: -88
OO-Info: int_param_two: 1
OO-Info: float_param: 1
OO-Info: choice_param: 1
RESULT: -87352.12

stderr was empty
Result: {'RESULT': -87352.12}
Final-results: {'RESULT': -87352.12}
EXIT_CODE: 0
submitit INFO (2025-12-09 12:12:54,979) - Job completed successfully
submitit INFO (2025-12-09 12:12:54,979) - Exiting after successful completion