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
-99.0	-100.0	-100.0	8.0	-99	-100.0	8	-100	-328138.92

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

2026-02-01 05:16:25 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, finishing jobs, finished 1 job

Git-Version

Commit: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (9230)

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,-35563.995849493301648180931806564331,5,-51.9672501087188720703125,8,-12
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-200868.473878309014253318309783935547,-60,-65.064794211007978219640790484846,4,-100
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-217374.126173533994005993008613586426,-65,-98.088508658111095428466796875,8,-74
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-7195.646267814699967857450246810913,-21,3.414873260123516551800548768369,2,3
4,1769922963,1,8d3b4d94-9d4c-40d8-a6cc-f9a410fba754,1769922964,1769922970,6,./.tests/optimization_example --int_param='-99' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervmd7ynf,-99,-100,-100,8,4_0,COMPLETED,BOTORCH_MODULAR,-328138.919999999983701854944229125977,-99,-100,8,-100
5,1769922974,2,8d3b4d94-9d4c-40d8-a6cc-f9a410fba754,1769922976,1769922982,6,./.tests/optimization_example --int_param='-100' --float_param='-1.12539744439501765427' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervmd7ynf,-100,-100,-1.12539744439501765427280588483,8,5_0,COMPLETED,BOTORCH_MODULAR,-220356.124938518012640997767448425293,-100,-1.12539744439501765427280588483,8,-100


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

Current git-hash: 1431d695e1d9911d740a43d6b86abbd58f76a3b1 (version: 9230)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 02-01 05:15:59] 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: 958e93e8-8936-43d2-8f22-d890a8a4687b
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                                       .       .
                                                                      / `.   .' \
                                                              .---.  <    > <    >  .---.
                                                              |    \  \ - ~ ~ - /  /    |
                                                  _____        ~-..-~             ~-..-~
                                                 |     |   \~~~\.'                    `./~~~/
                                                ---------   \__/                        \__/
                                               .'  O    \     /               /       \  "
                                              (_____,    `._.'               |         }  \/~~~/
                                               `----.          /       }     |        /    \__/
                                                     `-.      |       /      |       /      `. ,~~|
                                                         ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                              |     /        |     /     ~-.     `-. _|| _||_
                                                              |_____|        |_____|         ~ - . _ _ _ _ __>
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=938 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     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -99.0             │ -100.0                │ -100.0              │ 8.0                  │ -99       │ -100.0      │ 8            │ -100          │ -328138.92 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴──────────────┴───────────────┴────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-02-01 05:16:02 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): SOBOL, best RESULT: -217374.126173534, Started OmniOpt2 run...
2026-02-01 05:16:02 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -217374.126173534, getting new HP set (no sbatch)
2026-02-01 05:16:02 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -217374.126173534, requested 1 jobs, got 1, 0.77 s/job
2026-02-01 05:16:02 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -217374.126173534, eval #1/1 start                    
2026-02-01 05:16:03 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -217374.126173534, starting new job                   
2026-02-01 05:16:03 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -217374.126173534, started new job                    
2026-02-01 05:16:12 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -217374.126173534, new result: RESULT: -328138.920000 
2026-02-01 05:16:13 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, finishing jobs, finished 1 job            
2026-02-01 05:16:14 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, getting new HP set (no sbatch)            
2026-02-01 05:16:14 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, requested 1 jobs, got 1, 0.86 s/job       
2026-02-01 05:16:14 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, eval #1/1 start                           
2026-02-01 05:16:14 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, starting new job                          
2026-02-01 05:16:14 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, started new job                           
2026-02-01 05:16:24 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, new result: RESULT: -220356.124939        
2026-02-01 05:16:25 (8d3b4d94-9d4c-40d8-a6cc-f9a410fba754): BOTORCH_MODULAR, best RESULT: -328138.92, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.136 │    1 │        0.136 │
│       2 │   0.070 │    1 │        0.070 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.103 │      │              │
│  Median │   0.103 │      │              │
│   Total │   0.207 │      │              │
│     Max │   0.136 │      │              │
│     Min │   0.070 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.767 │    1 │        0.767 │
│         2 │   0.860 │    1 │        0.860 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.813 │      │              │
│    Median │   0.813 │      │              │
│     Total │   1.626 │      │              │
│       Max │   0.860 │      │              │
│       Min │   0.767 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1769922959,766.29296875,28.4

`RESULT` (goal: minimize)

Best value: -328138.92
Achieved at:
- int_param = -99
- float_param = -100
- choice_param = 8
- int_param_two = -100

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-99	-99.5	0.5	2
OO_Info_int_param_two	-100	-100	-100	0	2
OO_Info_float_param	-100	-1.1254	-50.5627	49.4373	2
OO_Info_choice_param	8	8	8	0	2
RESULT	-328138.92	-7195.6463	-168249.5479	112027.3331	6
int_param	-100	5	-56.6667	38.3522	6
float_param	-100	3.4149	-52.1385	41.3476	6
choice_param	2	8	6.3333	2.4267	6
int_param_two	-100	3	-63.8333	43.168	6

submitit INFO (2026-02-01 05:16:03,330) - Starting with JobEnvironment(job_id=77804, hostname=runnervmd7ynf, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-02-01 05:16:03,330) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/77804/77804_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -99, "float_param": -100.0, "int_param_two": -100, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-99' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1769921950.121044
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1769922611.0335968
Last modification: 1769921950.121044
Hostname: runnervmd7ynf
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-99' --float_param='-100' --choice_param='8'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -99
OO-Info: int_param_two: -100
OO-Info: float_param: -100
OO-Info: choice_param: 8
RESULT: -328138.92

stderr was empty
Result: {'RESULT': -328138.92}
Final-results: {'RESULT': -328138.92}
EXIT_CODE: 0
submitit INFO (2026-02-01 05:16:10,893) - Job completed successfully
submitit INFO (2026-02-01 05:16:10,893) - Exiting after successful completion