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
-100.0	-58.0	-100.0	16.0	-100	-100.0	16	-58	-261330.92

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

2025-12-29 11:27:19 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, finishing jobs, finished 1 job

Git-Version

Commit: b36728209aab302ca054134fba7039e9499bcb51 (9210-2-gb36728209)

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,-127226.472492375993169844150543212891,8,-40.3360259532928466796875,16,-98
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-106793.893631022001500241458415985107,-98,7.024194432903722251637645968003,1,2
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-241981.125583290006034076213836669922,-64,-98.5066208429634571075439453125,16,-88
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-7092.327986268000131531152874231339,10,-2.295258640157728624586752630421,2,-20
4,1767007616,2,504b3f2a-42fb-49c0-8a69-67cdc5e7d53f,1767007618,1767007624,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='-58' --nr_results=1,0,,runnervmh13bl,-100,-58,-100,16,4_0,COMPLETED,BOTORCH_MODULAR,-261330.92000000001280568540096282959,-100,-100,16,-58
5,1767007628,2,504b3f2a-42fb-49c0-8a69-67cdc5e7d53f,1767007630,1767007636,6,./.tests/optimization_example --int_param='-79' --float_param='-100' --choice_param='16'  --int_param_two='10' --nr_results=1,0,,runnervmh13bl,-79,10,-100,16,5_0,COMPLETED,BOTORCH_MODULAR,-182893.320000000006984919309616088867,-79,-100,16,10


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

Current git-hash: b36728209aab302ca054134fba7039e9499bcb51 (last fully tested stable version 2 commits ago [815910076e3b15c9f886789a2fc0797945e4f03f, 9210])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-29 11:26:50] 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: 31c8e544-7a18-4b1c-ac13-16c9bedb2465
  _______________________________________
| OmniOpt2 - Hyper-sanity check complete! |
  =======================================
                                         \
                                          \
                                           \
                                            \
                                                                  / \\  //\\
                                                   |\\___/|      /   \\//  \\\\
                                                   /0  0  \\__  /    //  | \\ \\
                                                  /     /  \\/_/    //   |  \\  \\
                                                  \@_^_\@'/   \\/_   //    |   \\   \\
                                                  //_^_/     \\/_ //     |    \\    \\
                                               ( //) |        \\///      |     \\     \\
                                             ( / /) _|_ /   )  //       |      \\     _\\
                                           ( // /) '/,_ _ _/  ( ; -.    |    _ _\\.-~        .-~~~^-.
                                         (( / / )) ,-{        _      `-.|.-~-.           .~         `.
                                        (( // / ))  '/\\      /                 ~-. _ .-~      .-~^-.  \\
                                        (( /// ))      `.   {            }                   /      \\  \\
                                         (( / ))     .----~-.\\        \\-'                 .~         \\  `. \\^-.
                                                    ///.----..>        \\             _ -~             `.  ^-`  ^-_
                                                      ///-._ _ _ _ _ _ _}^ - - - - ~                     ~-- ,.-~
                                                                                                         /.-~
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=825 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     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -100.0            │ -58.0                 │ -100.0              │ 16.0                 │ -100      │ -100.0      │ 16           │ -58           │ -261330.92 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴──────────────┴───────────────┴────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-29 11:26:55 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): SOBOL, best RESULT: -241981.12558329, Started OmniOpt2 run...
2025-12-29 11:26:56 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -241981.12558329, getting new HP set (no sbatch)
2025-12-29 11:26:56 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -241981.12558329, requested 1 jobs, got 1, 0.70 s/job
2025-12-29 11:26:56 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -241981.12558329, eval #1/1 start                    
2025-12-29 11:26:56 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -241981.12558329, starting new job                   
2025-12-29 11:26:56 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -241981.12558329, started new job                    
2025-12-29 11:27:05 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -241981.12558329, new result: RESULT: -261330.920000 
2025-12-29 11:27:07 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, finishing jobs, finished 1 job           
2025-12-29 11:27:08 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, getting new HP set (no sbatch)           
2025-12-29 11:27:08 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, requested 1 jobs, got 1, 0.74 s/job      
2025-12-29 11:27:08 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, eval #1/1 start                          
2025-12-29 11:27:08 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, starting new job                         
2025-12-29 11:27:08 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, started new job                          
2025-12-29 11:27:17 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, new result: RESULT: -182893.320000       
2025-12-29 11:27:19 (504b3f2a-42fb-49c0-8a69-67cdc5e7d53f): BOTORCH_MODULAR, best RESULT: -261330.92, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.273 │    1 │        0.273 │
│       2 │   0.094 │    1 │        0.094 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.183 │      │              │
│  Median │   0.183 │      │              │
│   Total │   0.367 │      │              │
│     Max │   0.273 │      │              │
│     Min │   0.094 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.703 │    1 │        0.703 │
│         2 │   0.743 │    1 │        0.743 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.723 │      │              │
│    Median │   0.723 │      │              │
│     Total │   1.446 │      │              │
│       Max │   0.743 │      │              │
│       Min │   0.703 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767007612,783.9140625,27.1

`RESULT` (goal: minimize)

Best value: -261330.92
Achieved at:
- int_param = -100
- float_param = -100
- choice_param = 16
- int_param_two = -58

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-79	-89.5	10.5	2
OO_Info_int_param_two	-58	10	-24	34	2
OO_Info_float_param	-100	-100	-100	0	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-261330.92	-7092.328	-154553.0099	86236.7828	6
int_param	-100	10	-53.8333	46.0377	6
float_param	-100	7.0242	-55.6856	46.1516	6
choice_param	1	16	11.1667	6.8415	6
int_param_two	-98	10	-42	42.0951	6

submitit INFO (2025-12-29 11:26:56,632) - Starting with JobEnvironment(job_id=75151, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 11:26:56,632) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/75151/75151_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -100.0, "int_param_two": -58, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='-58' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1767006543.5613132
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1767007226.6428943
Last modification: 1767006543.5613132
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='16'  --int_param_two='-58' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -58
OO-Info: float_param: -100
OO-Info: choice_param: 16
RESULT: -261330.92

stderr was empty
Result: {'RESULT': -261330.92}
Final-results: {'RESULT': -261330.92}
EXIT_CODE: 0
submitit INFO (2025-12-29 11:27:04,293) - Job completed successfully
submitit INFO (2025-12-29 11:27:04,294) - Exiting after successful completion