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 + inserted jobs: 4)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	choice_param	int_param_two	RESULT
nan	nan	nan	nan	-98	-92.00797209641333	8	-88	-286291.986502585

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	4	4

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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-12-28 11:21:44 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, finishing jobs, finished 1 job

Git-Version

Commit: fc5f874e040c3428525103bd1726ad0d0a279a6a (9169-1-gfc5f874e0)

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,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-91342.272950288897845894098281860352,-35,8.270366191864013671875,8,-82
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-193895.953954786993563175201416015625,-99,-87.16411121189594268798828125,hallo,4
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-24393.97101188529995852150022983551,-7,2.3875105381011962890625,2,-43
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-286291.986502585001289844512939453125,-98,-92.007972096413325857611198443919,8,-88
4,1766920882,2,67f30da9-6294-4355-b511-5a4e0a6af505,1766920884,1766920890,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-16' --nr_results=1,0,,runnervmh13bl,-100,-16,-100,8,4_0,COMPLETED,BOTORCH_MODULAR,-225298.119999999995343387126922607422,-100,-100,8,-16
5,1766920894,2,67f30da9-6294-4355-b511-5a4e0a6af505,1766920896,1766920902,6,./.tests/optimization_example --int_param='-65' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervmh13bl,-65,-100,-100,8,5_0,COMPLETED,BOTORCH_MODULAR,-268910.919999999983701854944229125977,-65,-100,8,-100


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

Current git-hash: fc5f874e040c3428525103bd1726ad0d0a279a6a (last fully tested stable version 1 commit ago [7df9cc742d72dd218d8e828d99d3902f6eff6df0, 9169])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 11:21:17] 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: 7190bb21-72dd-471e-bde3-9d89761b0f08
  _________________________________________________
 /                                                 \
| OmniOpt2 - Optimizing parameters with the flair o |
| f a magician pulling rabbits out of hats.         |
 \                                                 /
  =================================================
                                                   \
                                                    \
                                                     \
                                                      \
                                                                                 ___-------___
                                                                             _-~~             ~~-_
                                                                          _-~                    /~-_
                                                        /^\__/^\         /~  \                   /    \
                                                      /|  O|| O|        /      \_______________/        \
                                                     | |___||__|      /       /                \          \
                                                     |          \    /      /                    \          \
                                                     |   (_______) /______/                        \_________ \
                                                     |         / /         \                      /            \
                                                      \         \^\\         \                  /               \     /
                                                        \         ||           \______________/      _-_       //\__//
                                                          \       ||------_-~~-_ ------------- \ --/~   ~\    || __/
                                                            ~-----||====/~     |==================|       |/~~~~~
                                                             (_(__/  ./     /                    \_\      \.
                                                                    (_(___/                         \_____)_)
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=adding_old_jobs_to_new_jobs --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --load_data_from_existing_jobs runs/adding_old_jobs_to_new_jobs//0 runs/adding_old_jobs_to_new_jobs//1
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=adding_old_jobs_to_new_jobs&run_nr=618 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 │
└─────────────┴─────────────┘
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/0/results.csv
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/1/results.csv
                                     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        ┃ choice_param ┃ int_param_two ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ nan               │ nan                   │ nan                 │ nan                  │ -98       │ -92.00797209641333 │ 8            │ -88           │ -286291.986502585 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴──────────────┴───────────────┴───────────────────┘
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 11:21:21 (67f30da9-6294-4355-b511-5a4e0a6af505): SOBOL, best RESULT: -286291.986502585, Started OmniOpt2 run...
2025-12-28 11:21:22 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, getting new HP set (no sbatch)
2025-12-28 11:21:22 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, requested 1 jobs, got 1, 0.90 s/job
2025-12-28 11:21:22 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, eval #1/1 start                    
2025-12-28 11:21:22 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, starting new job                   
2025-12-28 11:21:22 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, started new job                    
2025-12-28 11:21:32 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, new result: RESULT: -225298.120000 
2025-12-28 11:21:33 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, finishing jobs, finished 1 job     
2025-12-28 11:21:34 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, getting new HP set (no sbatch)     
2025-12-28 11:21:34 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, requested 1 jobs, got 1, 0.91 s/job
2025-12-28 11:21:34 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, eval #1/1 start                    
2025-12-28 11:21:34 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, starting new job                   
2025-12-28 11:21:34 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, started new job                    
2025-12-28 11:21:43 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, new result: RESULT: -268910.920000 
2025-12-28 11:21:44 (67f30da9-6294-4355-b511-5a4e0a6af505): BOTORCH_MODULAR, best RESULT: -286291.986502585, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.273 │    1 │        0.273 │
│       2 │   0.089 │    1 │        0.089 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.181 │      │              │
│  Median │   0.181 │      │              │
│   Total │   0.362 │      │              │
│     Max │   0.273 │      │              │
│     Min │   0.089 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.905 │    1 │        0.905 │
│         2 │   0.913 │    1 │        0.913 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.909 │      │              │
│    Median │   0.909 │      │              │
│     Total │   1.818 │      │              │
│       Max │   0.913 │      │              │
│       Min │   0.905 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	adding_old_jobs_to_new_jobs
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	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	['runs/adding_old_jobs_to_new_jobs//0', 'runs/adding_old_jobs_to_new_jobs//1']
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	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
1766920879,784.62890625,27.3

`RESULT` (goal: minimize)

Best value: -286291.98650259
Achieved at:
- int_param = -98
- float_param = -92.007972096413
- choice_param = 8
- int_param_two = -88

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-65	-82.5	17.5	2
OO_Info_int_param_two	-100	-16	-58	42	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-286291.9865	-24393.971	-181688.8707	94432.0482	6
int_param	-100	-7	-67.3333	35.8267	6
float_param	-100	8.2704	-61.419	47.4401	6
choice_param	No numerical statistics available
int_param_two	-100	4	-54.1667	38.6972	6

submitit INFO (2025-12-28 11:21:23,217) - Starting with JobEnvironment(job_id=64314, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 11:21:23,217) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/64314/64314_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -16, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-16' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766920159.4563587
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766920507.83008
Last modification: 1766920159.4563587
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='8'  --int_param_two='-16' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -16
OO-Info: float_param: -100
OO-Info: choice_param: 8
RESULT: -225298.12

stderr was empty
Result: {'RESULT': -225298.12}
Final-results: {'RESULT': -225298.12}
EXIT_CODE: 0
submitit INFO (2025-12-28 11:21:30,891) - Job completed successfully
submitit INFO (2025-12-28 11:21:30,891) - Exiting after successful completion