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)

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
-40	-83	-0.2021408081054687	hallo	-40	-0.20214080810546875	-83	hallo	-97686.7426898736

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-04 13:04:47 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): BOTORCH_MODULAR, best RESULT: -97686.7426898736, finishing jobs, finished 1 job

Git-Version

Commit: 4234251da23ca4c1533f0765399f244bdc2000bc (9051-5-g4234251da)

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
0,1762261464,2,795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8,1762261466,1762261472,6,./.tests/optimization_example --int_param='-40' --float_param='-0.20214080810546875' --choice_param='hallo'  --int_param_two='-83' --nr_results=1,0,,runnervmxu1zt,-40,-83,-0.202140808105468694488848768742,hallo,0_0,COMPLETED,SOBOL,-97686.742689873601193539798259735107,-40,-0.20214080810546875,-83,hallo
1,1762261476,2,795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8,1762261478,1762261484,6,./.tests/optimization_example --int_param='9' --float_param='-77.41582521893410273606' --choice_param='4'  --int_param_two='-19' --nr_results=1,0,,runnervmxu1zt,9,-19,-77.415825218934102736056956928223,4,1_0,COMPLETED,BOTORCH_MODULAR,-73858.202465178997954353690147399902,9,-77.415825218934102736056956928223,-19,4


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

Current git-hash: 4234251da23ca4c1533f0765399f244bdc2000bc (last fully tested stable version 5 commits ago [76ba8978a9c5650bee9986b6a83b16f50a628239, 9051])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 13:04:20] 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: b2fa56cc-5352-462f-a4e0-5a9dd2a1d738
  _________________________________________________
 /                                                 \
| OmniOpt2 - Walking the fine line between overfit  |
| and underfit like a tightrope artist.             |
 \                                                 /
  =================================================
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                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/1
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=adding_old_jobs_to_new_jobs&run_nr=145 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 │
└─────────────┴─────────────┘
                                     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)                                                                           
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ 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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -40               │ -83                   │ -0.2021408081054687 │ hallo                │ -40       │ -0.20214080810546875 │ -83           │ hallo        │ -97686.7426898736 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴──────────────────────┴───────────────┴──────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 13:04:24 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): SOBOL, Started OmniOpt2 run...
2025-11-04 13:04:24 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): SOBOL, getting new HP set (no sbatch)
2025-11-04 13:04:24 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 13:04:24 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): SOBOL, eval #1/1 start                    
2025-11-04 13:04:24 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): SOBOL, starting new job                   
2025-11-04 13:04:25 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): SOBOL, started new job                    
2025-11-04 13:04:34 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): SOBOL, new result: RESULT: -97686.742690  
2025-11-04 13:04:35 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): SOBOL, best RESULT: -97686.7426898736, finishing jobs, finished 1 job
2025-11-04 13:04:36 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): BOTORCH_MODULAR, best RESULT: -97686.7426898736, getting new HP set (no sbatch)
2025-11-04 13:04:36 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): BOTORCH_MODULAR, best RESULT: -97686.7426898736, requested 1 jobs, got 1, 0.51 s/job
2025-11-04 13:04:36 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): BOTORCH_MODULAR, best RESULT: -97686.7426898736, eval #1/1 start                    
2025-11-04 13:04:36 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): BOTORCH_MODULAR, best RESULT: -97686.7426898736, starting new job                   
2025-11-04 13:04:36 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): BOTORCH_MODULAR, best RESULT: -97686.7426898736, started new job                    
2025-11-04 13:04:45 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): BOTORCH_MODULAR, best RESULT: -97686.7426898736, new result: RESULT: -73858.202465  
2025-11-04 13:04:47 (795362f0-c0b8-4df4-b3d9-eff6a6d2ecf8): BOTORCH_MODULAR, best RESULT: -97686.7426898736, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.096 │    1 │        0.096 │
│       2 │   0.065 │    1 │        0.065 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.081 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.162 │      │              │
│     Max │   0.096 │      │              │
│     Min │   0.065 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.010 │    1 │        0.010 │
│         2 │   0.511 │    1 │        0.511 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.261 │      │              │
│    Median │   0.261 │      │              │
│     Total │   0.521 │      │              │
│       Max │   0.511 │      │              │
│       Min │   0.010 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	[]
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
1762261461,749.73046875,28.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-40	9	-15.5	24.5	2
OO_Info_int_param_two	-83	-19	-51	32	2
OO_Info_float_param	-77.4158	-0.2021	-38.809	38.6068	2
OO_Info_choice_param	No numerical statistics available
RESULT	-97686.7427	-73858.2025	-85772.4726	11914.2701	2
int_param	-40	9	-15.5	24.5	2
float_param	-77.4158	-0.2021	-38.809	38.6068	2
int_param_two	-83	-19	-51	32	2
choice_param	No numerical statistics available

submitit INFO (2025-11-04 13:04:25,331) - Starting with JobEnvironment(job_id=99196, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 13:04:25,331) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/1/single_runs/99196/99196_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -40, "float_param": -0.20214080810546875, "int_param_two": -83, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-40' --float_param='-0.20214080810546875' --choice_param='hallo'  --int_param_two='-83' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762260856.0595458
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762261231.7134664
Last modification: 1762260856.0595458
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-40' --float_param='-0.20214080810546875' --choice_param='hallo'  --int_param_two='-83' --nr_results=1
stdout:
 OO-Info: int_param: -40
OO-Info: int_param_two: -83
OO-Info: float_param: -0.20214080810546875
OO-Info: choice_param: hallo
RESULT: -97686.7426898736

stderr was empty
Result: {'RESULT': -97686.7426898736}
Final-results: {'RESULT': -97686.7426898736}
EXIT_CODE: 0
submitit INFO (2025-11-04 13:04:32,928) - Job completed successfully
submitit INFO (2025-11-04 13:04:32,929) - Exiting after successful completion