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
10.0	10.0	1000.0	2.0	10	1000.0	10	2	-9901134.12

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

2025-12-09 13:45:37 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -9901134.12, finishing jobs, finished 1 job

Git-Version

Commit: 1df658cbc6db3af3cfe0ae07dd33e1d2671b4ffc (9135-4-g1df658cbc)

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,-110254.895179707993520423769950866699,-2,2.80056416988372802734375,-100,hallo
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-171814.547931136010447517037391662598,-92,-79.66972772551942227892141090706,-19,2
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-122522.119999999995343387126922607422,-29,-100,10,2
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-182640.576514085987582802772521972656,-100,-51.188661235240061841977876611054,-59,2
4,1765287891,2,b3bc3f5f-25df-43d3-b0c3-4653af397f0b,1765287893,1765287899,6,./.tests/optimization_example  --int_param='-100' --float_param='803.75027551319703889021' --choice_param='2' --int_param_two='-100' --nr_results=1,0,,runnervmoqczp,-100,-100,803.750275513196925203374121338129,2,4_0,COMPLETED,BOTORCH_MODULAR,-6599936.146324080415070056915283203125,-100,803.750275513197038890211842954159,-100,2
5,1765287918,2,b3bc3f5f-25df-43d3-b0c3-4653af397f0b,1765287920,1765287926,6,./.tests/optimization_example  --int_param='10' --float_param='1000' --choice_param='2' --int_param_two='10' --nr_results=1,0,,runnervmoqczp,10,10,1000,2,5_0,COMPLETED,BOTORCH_MODULAR,-9901134.11999999918043613433837890625,10,1000,10,2

This call should have shown the CURL, but didnt. Stdout: Error trying to create directory ./shares//runner/__main__tests__BOTORCH_MODULAR___nogridsearch/1353. Error:

ErrorException: mkdir(): File exists in /var/oo_gui/OmniOpt/.gui/share_functions.php:2060
Stack trace:
#0 [internal function]: {closure}()
#1 /var/oo_gui/OmniOpt/.gui/share_functions.php(2060): mkdir()
#2 /var/oo_gui/OmniOpt/.gui/share_functions.php(2126): create_new_folder()
#3 /var/oo_gui/OmniOpt/.gui/share_internal.php(129): get_user_folder()
#4 {main}


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

Current git-hash: 1df658cbc6db3af3cfe0ae07dd33e1d2671b4ffc (last fully tested stable version 4 commits ago [4d102fa899c151a4079e42728a1083ab16dde631, 9135])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-09 13:44:30] 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: dd08024a-85ac-4a1e-b52b-1404d30ccf9d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |o_o |
                                                        |:_/ |
                                                       //   \ \
                                                      (|     | )
                                                     /'\_   _/`\
                                                     \___)=(___/
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
This call should have shown the CURL, but didnt. Stdout: Error trying to create directory ./shares//runner/__main__tests__BOTORCH_MODULAR___nogridsearch/1353. Error:

ErrorException: mkdir(): File exists in /var/oo_gui/OmniOpt/.gui/share_functions.php:2060
Stack trace:
#0 [internal function]: {closure}()
#1 /var/oo_gui/OmniOpt/.gui/share_functions.php(2060): mkdir()
#2 /var/oo_gui/OmniOpt/.gui/share_functions.php(2126): create_new_folder()
#3 /var/oo_gui/OmniOpt/.gui/share_internal.php(129): get_user_folder()
#4 {main}

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      ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 10.0              │ 10.0                  │ 1000.0              │ 2.0                  │ 10        │ 1000.0      │ 10            │ 2            │ -9901134.12 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴─────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-09 13:44:50 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-12-09 13:44:51 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-12-09 13:44:51 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.94 s/job
2025-12-09 13:44:51 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, eval #1/1 start                    
2025-12-09 13:44:51 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, starting new job                   
2025-12-09 13:44:51 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, started new job                    
2025-12-09 13:45:00 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, new result: RESULT: -6599936.146324
2025-12-09 13:45:17 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -6599936.14632408, finishing jobs, finished 1 job
2025-12-09 13:45:18 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -6599936.14632408, getting new HP set (no sbatch)
2025-12-09 13:45:18 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -6599936.14632408, requested 1 jobs, got 1, 0.85 s/job
2025-12-09 13:45:18 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -6599936.14632408, eval #1/1 start                    
2025-12-09 13:45:18 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -6599936.14632408, starting new job                   
2025-12-09 13:45:18 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -6599936.14632408, started new job                    
2025-12-09 13:45:27 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -6599936.14632408, new result: RESULT: -9901134.120000
2025-12-09 13:45:37 (b3bc3f5f-25df-43d3-b0c3-4653af397f0b): BOTORCH_MODULAR, best RESULT: -9901134.12, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.230 │    1 │        0.230 │
│       2 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.158 │      │              │
│  Median │   0.158 │      │              │
│   Total │   0.315 │      │              │
│     Max │   0.230 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.940 │    1 │        0.940 │
│         2 │   0.852 │    1 │        0.852 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.896 │      │              │
│    Median │   0.896 │      │              │
│     Total │   1.793 │      │              │
│       Max │   0.940 │      │              │
│       Min │   0.852 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1765287872,786.921875,27.1

`RESULT` (goal: minimize)

Best value: -9901134.12
Achieved at:
- int_param = 10
- float_param = 1000
- int_param_two = 10

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	10	-45	55	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	803.7503	1000	901.8751	98.1249	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-9901134.12	-110254.8952	-2848050.401	3937285.7213	6
int_param	-100	10	-52.1667	46.692	6
float_param	-100	1000	262.6154	456.6525	6
int_param_two	-100	10	-43	46.4543	6
choice_param	No numerical statistics available

/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 (2025-12-09 13:44:52,207) - Starting with JobEnvironment(job_id=94779, hostname=runnervmoqczp, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-09 13:44:52,207) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/94779/94779_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": 803.750275513197, "int_param_two": -100, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='803.75027551319703889021' --choice_param='2' --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1765287120.695051
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1765287732.8256154
Last modification: 1765287120.695051
Hostname: runnervmoqczp
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='803.75027551319703889021' --choice_param='2' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: 803.75027551319703889021
OO-Info: choice_param: 2
RESULT: -6599936.14632408

stderr was empty
Result: {'RESULT': -6599936.14632408}
Final-results: {'RESULT': -6599936.14632408}
EXIT_CODE: 0
submitit INFO (2025-12-09 13:44:59,747) - Job completed successfully
submitit INFO (2025-12-09 13:44:59,748) - Exiting after successful completion