OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	6
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	4

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	int_param_two	choice_param	RESULT
0.0	-81.0	-817.5229933755115	1.0	0	-817.5229933755115	-81	1	-6839131.26631412

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	5	5

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-1000	1000		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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-12-28 16:24:01 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -6839131.26631412, finishing jobs, finished 1 job

Git-Version

Commit: 15163add0bec0ec64b3085211fe86ce262805e32 (9193-5-g15163add0)

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,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-110958.113335707996156997978687286377,-99,-3.847560882568359375,0,16
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-163518.130187369999475777149200439453,4,-98.037667960494019325778936035931,-71,1
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-123517.585371580993523821234703063965,10,-32.097527372564172765123657882214,-100,1
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-117170.119999999995343387126922607422,-5,-100,-19,1
4,1766939018,2,ab5231c5-5731-4723-9bbb-d213a6885740,1766939020,1766939026,6,./.tests/optimization_example  --int_param='-5' --float_param='-616.26184419470473585534' --choice_param='1' --int_param_two='-63' --nr_results=1,0,,runnervmh13bl,-5,-63,-616.261844194704735855339094996452,1,4_0,COMPLETED,BOTORCH_MODULAR,-3906587.710522059816867113113403320312,-5,-616.261844194704735855339094996452,-63,1
5,1766939030,2,ab5231c5-5731-4723-9bbb-d213a6885740,1766939032,1766939038,6,./.tests/optimization_example  --int_param='0' --float_param='-817.52299337551153257664' --choice_param='1' --int_param_two='-81' --nr_results=1,0,,runnervmh13bl,0,-81,-817.522993375511532576638273894787,1,5_0,COMPLETED,BOTORCH_MODULAR,-6839131.266314120031893253326416015625,0,-817.522993375511532576638273894787,-81,1


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

Current git-hash: 15163add0bec0ec64b3085211fe86ce262805e32 (last fully tested stable version 5 commits ago [1caf8cebfd6257e0c8784a73c3a511fe4c953f90, 9193])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 16:23:32] 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
Run-UUID: f9c71510-d1f7-4cbb-9839-eca813eb91c5
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
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  =================================================
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                                                      | | (____) | ||
                                                      \/\___/\__/  //
                                                      (_/         ||
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                                                       |          ||\
                                                        \        //_/
                                                         \______//
                                                        __ || __||
                                                       (____(____)
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --parameter float_param range -1000 1000 float --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=1943 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 9 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=1
                                           Experiment parameters                                            
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type            ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -1000       │ 1000        │                       │ 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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 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 + inserted jobs: 4)                                                                
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 0.0               │ -81.0                 │ -817.5229933755115  │ 1.0                  │ 0         │ -817.5229933755115 │ -81           │ 1            │ -6839131.26631412 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 16:23:37 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-12-28 16:23:38 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-12-28 16:23:38 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.81 s/job
2025-12-28 16:23:38 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, eval #1/1 start                    
2025-12-28 16:23:38 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, starting new job                   
2025-12-28 16:23:38 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, started new job                    
2025-12-28 16:23:47 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, new result: RESULT: -3906587.710522
2025-12-28 16:23:49 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -3906587.71052206, finishing jobs, finished 1 job
2025-12-28 16:23:50 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -3906587.71052206, getting new HP set (no sbatch)
2025-12-28 16:23:50 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -3906587.71052206, requested 1 jobs, got 1, 0.84 s/job
2025-12-28 16:23:50 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -3906587.71052206, eval #1/1 start                    
2025-12-28 16:23:50 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -3906587.71052206, starting new job                   
2025-12-28 16:23:50 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -3906587.71052206, started new job                    
2025-12-28 16:24:00 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -3906587.71052206, new result: RESULT: -6839131.266314
2025-12-28 16:24:01 (ab5231c5-5731-4723-9bbb-d213a6885740): BOTORCH_MODULAR, best RESULT: -6839131.26631412, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.237 │    1 │        0.237 │
│       2 │   0.088 │    1 │        0.088 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.162 │      │              │
│  Median │   0.162 │      │              │
│   Total │   0.325 │      │              │
│     Max │   0.237 │      │              │
│     Min │   0.088 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.815 │    1 │        0.815 │
│         2 │   0.844 │    1 │        0.844 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.829 │      │              │
│    Median │   0.829 │      │              │
│     Total │   1.659 │      │              │
│       Max │   0.844 │      │              │
│       Min │   0.815 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	None
experiment_name	None
mem_gb	4
parameter	[['float_param', 'range', '-1000', '1000', 'float']]
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
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	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	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
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	10
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
1766939014,786.44140625,27

`RESULT` (goal: minimize)

Best value: -6839131.2663141
Achieved at:
- int_param = 0
- float_param = -817.52299337551
- int_param_two = -81
- choice_param = 1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-5	0	-2.5	2.5	2
OO_Info_int_param_two	-81	-63	-72	9	2
OO_Info_float_param	-817.523	-616.2618	-716.8924	100.6306	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-6839131.2663	-110958.1133	-1876813.821	2613063.2924	6
int_param	-99	10	-15.8333	37.5563	6
float_param	-817.523	-3.8476	-277.9613	317.5962	6
int_param_two	-100	0	-55.6667	34.9746	6
choice_param	1	16	3.5	5.5902	6

submitit INFO (2025-12-28 16:23:38,963) - Starting with JobEnvironment(job_id=66784, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 16:23:38,964) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/66784/66784_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -5, "float_param": -616.2618441947047, "int_param_two": -63, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-5' --float_param='-616.26184419470473585534' --choice_param='1' --int_param_two='-63' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766938266.9030342
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766938926.715429
Last modification: 1766938266.9030342
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-5' --float_param='-616.26184419470473585534' --choice_param='1' --int_param_two='-63' --nr_results=1
stdout:
 OO-Info: int_param: -5
OO-Info: int_param_two: -63
OO-Info: float_param: -616.26184419470473585534
OO-Info: choice_param: 1
RESULT: -3906587.71052206

stderr was empty
Result: {'RESULT': -3906587.71052206}
Final-results: {'RESULT': -3906587.71052206}
EXIT_CODE: 0
submitit INFO (2025-12-28 16:23:46,576) - Job completed successfully
submitit INFO (2025-12-28 16:23:46,576) - Exiting after successful completion