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	-96	-2.47980773421393	2	-92	-196153.995237408

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

2025-11-26 11:29:59 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, finishing jobs, finished 1 job

Git-Version

Commit: 84b39d4c09d0e72144f1f3b9fe40e806c179d437 (9092-11-g84b39d4c0)

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,-80531.855418457198538817465305328369,-4,-4.3195247650146484375,hallo,-84
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-181258.874535153998294845223426818848,-82,-92.188659078697995141737919766456,8,-28
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-21116.238169995900534559041261672974,5,-31.3033306598663330078125,1,-23
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-196153.995237408002140000462532043457,-96,-2.479807734213930192623820403242,2,-92
4,1764156575,2,6a7c6873-89c4-412e-b57f-7b6a59008d88,1764156577,1764156583,6,./.tests/optimization_example --int_param='-100' --float_param='-43.48515095117203799191' --choice_param='2'  --int_param_two='-68' --nr_results=1,0,,runnervmfxdz0,-100,-68,-43.485150951172037991909746779129,2,4_0,COMPLETED,BOTORCH_MODULAR,-186809.818627578992163762450218200684,-100,-43.485150951172037991909746779129,2,-68
5,1764156588,2,6a7c6873-89c4-412e-b57f-7b6a59008d88,1764156590,1764156596,6,./.tests/optimization_example --int_param='-83' --float_param='10' --choice_param='8'  --int_param_two='-100' --nr_results=1,0,,runnervmfxdz0,-83,-100,10,8,5_0,COMPLETED,BOTORCH_MODULAR,-187386.92000000001280568540096282959,-83,10,8,-100


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

Current git-hash: 84b39d4c09d0e72144f1f3b9fe40e806c179d437 (last fully tested stable version 11 commits ago [49f363966854052274c101fbfc2cfa1309f50d21, 9092])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-26 11:29:25] 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: ec239ad9-5a4d-46f4-81c8-3a7d7ff5c12a
   ____                  _ ____        __ ___ 
  / __ \____ ___  ____  (_) __ \____  / /|__ \
 / / / / __ `__ \/ __ \/ / / / / __ \/ __/_/ /
/ /_/ / / / / / / / / / / /_/ / /_/ / /_/ __/ 
\____/_/ /_/ /_/_/ /_/_/\____/ .___/\__/____/ 
                            /_/               

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=376 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                  │ -96       │ -2.47980773421393 │ 2            │ -92           │ -196153.995237408 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴───────────────────┴──────────────┴───────────────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-26 11:29:35 (6a7c6873-89c4-412e-b57f-7b6a59008d88): SOBOL, best RESULT: -196153.995237408, Started OmniOpt2 run...
2025-11-26 11:29:35 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, getting new HP set (no sbatch)
2025-11-26 11:29:35 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, requested 1 jobs, got 1, 0.77 s/job
2025-11-26 11:29:35 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, eval #1/1 start                    
2025-11-26 11:29:35 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, starting new job                   
2025-11-26 11:29:36 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, started new job                    
2025-11-26 11:29:45 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, new result: RESULT: -186809.818628 
2025-11-26 11:29:47 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, finishing jobs, finished 1 job     
2025-11-26 11:29:48 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, getting new HP set (no sbatch)     
2025-11-26 11:29:48 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, requested 1 jobs, got 1, 0.96 s/job
2025-11-26 11:29:48 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, eval #1/1 start                    
2025-11-26 11:29:48 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, starting new job                   
2025-11-26 11:29:48 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, started new job                    
2025-11-26 11:29:57 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, new result: RESULT: -187386.920000 
2025-11-26 11:29:59 (6a7c6873-89c4-412e-b57f-7b6a59008d88): BOTORCH_MODULAR, best RESULT: -196153.995237408, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.133 │    1 │        0.133 │
│       2 │   0.068 │    1 │        0.068 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.101 │      │              │
│  Median │   0.101 │      │              │
│   Total │   0.202 │      │              │
│     Max │   0.133 │      │              │
│     Min │   0.068 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.769 │    1 │        0.769 │
│         2 │   0.961 │    1 │        0.961 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.865 │      │              │
│    Median │   0.865 │      │              │
│     Total │   1.730 │      │              │
│       Max │   0.961 │      │              │
│       Min │   0.769 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1764156566,754.62890625,28.8

`RESULT` (goal: minimize)

Best value: -196153.99523741
Achieved at:
- int_param = -96
- float_param = -2.4798077342139
- int_param_two = -92

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-83	-91.5	8.5	2
OO_Info_int_param_two	-100	-68	-84	16	2
OO_Info_float_param	-43.4852	10	-16.7426	26.7426	2
OO_Info_choice_param	2	8	5	3	2
RESULT	-196153.9952	-21116.2382	-142209.617	66998.4575	6
int_param	-100	5	-60	43.3397	6
float_param	-92.1887	10	-27.2961	34.2149	6
choice_param	No numerical statistics available
int_param_two	-100	-23	-65.8333	30.1464	6

submitit INFO (2025-11-26 11:29:36,268) - Starting with JobEnvironment(job_id=101751, hostname=runnervmfxdz0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-26 11:29:36,269) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/101751/101751_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -43.48515095117204, "int_param_two": -68, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-43.48515095117203799191' --choice_param='2'  --int_param_two='-68' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1764155929.5635433
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1764156291.7375853
Last modification: 1764155929.5635433
Hostname: runnervmfxdz0
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-43.48515095117203799191' --choice_param='2'  --int_param_two='-68' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -68
OO-Info: float_param: -43.48515095117203799191
OO-Info: choice_param: 2
RESULT: -186809.818627579

stderr was empty
Result: {'RESULT': -186809.818627579}
Final-results: {'RESULT': -186809.818627579}
EXIT_CODE: 0
submitit INFO (2025-11-26 11:29:43,751) - Job completed successfully
submitit INFO (2025-11-26 11:29:43,751) - Exiting after successful completion