OmniOpt2

Experiment overview

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

Best RESULT, min (total: 2 + inserted jobs: 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
nan	nan	nan	nan	9	-68.78418608225334	-89	2	-142277.981158206

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		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	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-01-04 10:51:11 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, finishing jobs, finished 1 job

Git-Version

Commit: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (9213-7-gfa78bbd92)

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,-111409.242208936993847601115703582764,-75,8.20503056049346923828125,-64,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-142277.981158206006512045860290527344,9,-68.784186082253341965042636729777,-89,2
2,1767523849,2,fdda7cca-f786-4992-b24f-8f6a79876b5d,1767523851,1767523857,6,./.tests/optimization_example  --int_param='10' --float_param='-100' --choice_param='2' --int_param_two='-23' --nr_results=1,0,,d197f700aeb0,10,-23,-100,2,2_0,COMPLETED,BOTORCH_MODULAR,-118367.720000000001164153218269348145,10,-100,-23,2
3,1767523861,2,fdda7cca-f786-4992-b24f-8f6a79876b5d,1767523863,1767523869,6,./.tests/optimization_example  --int_param='10' --float_param='-24.27180933636102011519' --choice_param='2' --int_param_two='-100' --nr_results=1,0,,d197f700aeb0,10,-100,-24.271809336361020115191422519274,2,3_0,COMPLETED,BOTORCH_MODULAR,-118264.508218243005103431642055511475,10,-24.271809336361020115191422519274,-100,2


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

Current git-hash: fa78bbd92e7685b0abffcc8f9e982f6189f6b477 (last fully tested stable version 7 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing dataclass...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing tqdm...
⠋ Importing beartype...
[WARNING 01-04 10:50:44] 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]`.
⠙ Importing rendering stuff...
⠋ Trying to import pyfiglet...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing socket...
⠋ Importing stat...
⠋ Importing pwd...
⠋ Importing base64...
⠋ Importing yaml...
⠋ Importing json...
⠋ Importing toml...
⠋ Importing csv...
⠋ Importing ast...
⠋ Importing platform...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing statistics...
⠋ Importing pickle...
⠋ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠋ Importing torch...
⠋ Importing numpy...
⠋ Importing ax...
⠋ Importing ax.core.generator_run...
⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
⠋ Importing ax.core.arm...
⠋ Importing ax.core.objective...
⠋ Importing ax.core.Metric...
⠋ Importing ax.exceptions.core...
⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
⠋ Importing GenerationNode from generation_node...
⠋ Importing ExternalGenerationNode...
⠋ Importing MinTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Generators from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
⠋ Importing RandomForestRegressor...
⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: ab742561-9d43-4acd-bb95-f3ebbff4757b
  _________________________________________________
 /                                                 \
| OmniOpt2 - Optimizing parameters with the flair o |
| f a magician pulling rabbits out of hats.         |
 \                                                 /
  =================================================
                                                      \
                                                       \
                                                        \
                                                         .--.
                                                        |o_o |
                                                        |:_/ |
                                                       //   \ \
                                                      (|     | )
                                                     /'\_   _/`\
                                                     \___)=(___/
⠋ Writing worker creation log...
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
⠋ Writing result names file...
⠋ Writing result min/max file...
⠋ Saving state files...
Run-folder: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠋ Writing git information
⠋ Checking max_eval...
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=179 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 5 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  │ -100        │ 10          │                       │ 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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -142277.981158206, finishing jobs, finished 1 job     : 100%|██████████| 4/4 [00:22<00:00,  5.74s/it]
                                                                Best RESULT, min (total: 2 + inserted jobs: 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ nan               │ nan                   │ nan                 │ nan                  │ 9         │ -68.78418608225334 │ -89           │ 2            │ -142277.981158206 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 10:50:49 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, Started OmniOpt2 run...
2026-01-04 10:50:49 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, getting new HP set (no sbatch)
2026-01-04 10:50:49 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, requested 1 jobs, got 1, 0.56 s/job
2026-01-04 10:50:49 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, eval #1/1 start                    
2026-01-04 10:50:49 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, starting new job                   
2026-01-04 10:50:49 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, started new job                    
2026-01-04 10:50:58 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, new result: RESULT: -118367.720000 
2026-01-04 10:51:00 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, finishing jobs, finished 1 job
2026-01-04 10:51:01 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, getting new HP set (no sbatch)
2026-01-04 10:51:01 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, requested 1 jobs, got 1, 0.76 s/job
2026-01-04 10:51:01 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, eval #1/1 start                    
2026-01-04 10:51:01 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, starting new job                   
2026-01-04 10:51:01 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, started new job                    
2026-01-04 10:51:10 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, new result: RESULT: -118264.508218 
2026-01-04 10:51:11 (fdda7cca-f786-4992-b24f-8f6a79876b5d): BOTORCH_MODULAR, best RESULT: -142277.981158206, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.191 │    1 │        0.191 │
│       2 │   0.101 │    1 │        0.101 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.146 │      │              │
│  Median │   0.146 │      │              │
│   Total │   0.292 │      │              │
│     Max │   0.191 │      │              │
│     Min │   0.101 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.558 │    1 │        0.558 │
│         2 │   0.758 │    1 │        0.758 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.658 │      │              │
│    Median │   0.658 │      │              │
│     Total │   1.317 │      │              │
│       Max │   0.758 │      │              │
│       Min │   0.558 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	None
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
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	/root
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
1767523845,813.32421875,28.7

`RESULT` (goal: minimize)

Best value: -142277.98115821
Achieved at:
- int_param = 9
- float_param = -68.784186082253
- int_param_two = -89
- choice_param = 2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	10	10	10	0	2
OO_Info_int_param_two	-100	-23	-61.5	38.5	2
OO_Info_float_param	-100	-24.2718	-62.1359	37.8641	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-142277.9812	-111409.2422	-122579.8629	11717.1142	4
int_param	-75	10	-11.5	36.664	4
float_param	-100	8.205	-46.2127	41.368	4
int_param_two	-100	-23	-69	29.5888	4
choice_param	2	4	2.5	0.866	4

submitit INFO (2026-01-04 10:50:50,017) - Starting with JobEnvironment(job_id=2651, hostname=d197f700aeb0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 10:50:50,017) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/2651/2651_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": -100.0, "int_param_two": -23, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='10' --float_param='-100' --choice_param='2' --int_param_two='-23' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1767523737.8511236
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1767523369.134949
Last modification: 1767523369.134949
Hostname: d197f700aeb0
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='10' --float_param='-100' --choice_param='2' --int_param_two='-23' --nr_results=1
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -23
OO-Info: float_param: -100
OO-Info: choice_param: 2
RESULT: -118367.72

stderr was empty
Result: {'RESULT': -118367.72}
Final-results: {'RESULT': -118367.72}
EXIT_CODE: 0
submitit INFO (2026-01-04 10:50:57,551) - Job completed successfully
submitit INFO (2026-01-04 10:50:57,551) - Exiting after successful completion