OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	4

Best RESULT, min (total: 4)

a	b	RESULT
30.325187926182114	11.703779418070178	42.0289673442523

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-12-28 15:22:06 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 42.0289673442523, finishing jobs, finished 1 job

Git-Version

Commit: 0883c8507733c008c2c87295564d8f77117d8562 (9176-10-g0883c8507)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,a,b
0,1766935281,2,00bec18f-3c92-40a8-bdf5-f6f873ed5bcd,1766935283,1766935289,6,perl -e 'print "RESULT: " . (57.45459645986557006836 + 15.762728080153465271)',0,,runnervmdwttx,0_0,COMPLETED,SOBOL,73.217324540000007004891813267022,57.454596459865570068359375,15.76272808015346527099609375
1,1766935293,1,00bec18f-3c92-40a8-bdf5-f6f873ed5bcd,1766935294,1766935300,6,perl -e 'print "RESULT: " . (30.85161091294139623642 + 84.59818898700177669525)',0,,runnervmdwttx,1_0,COMPLETED,SOBOL,115.449799899900000355046358890831,30.851610912941396236419677734375,84.59818898700177669525146484375
2,1766935304,1,00bec18f-3c92-40a8-bdf5-f6f873ed5bcd,1766935305,1766935311,6,perl -e 'print "RESULT: " . (84.12255905766964758641 + 5)',0,,runnervmdwttx,2_0,COMPLETED,BOTORCH_MODULAR,89.122559057700001972079917322844,84.122559057669647586408245842904,5
3,1766935315,2,00bec18f-3c92-40a8-bdf5-f6f873ed5bcd,1766935317,1766935323,6,perl -e 'print "RESULT: " . (30.32518792618211378453 + 11.70377941807017840858)',0,,runnervmdwttx,3_0,COMPLETED,BOTORCH_MODULAR,42.028967344252301074902788968757,30.325187926182113784534521983005,11.703779418070178408584069984499


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

Current git-hash: 0883c8507733c008c2c87295564d8f77117d8562 (last fully tested stable version 10 commits ago [615815d7faceb30fd81f992ecff2c39b1a8872ef, 9176])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 15:21:07] 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: cc9a2480-de88-4222-a255-4ca330dcd45d
  _________________________________________________
 /                                                 \
| OmniOpt2 - Finds minima faster than a squirrel on |
|  espresso.                                        |
 \                                                 /
  =================================================
                                                  \
                                                   \
                                                    \
                                                     |\_/|,,_____,~~`
                                                     (.".)~~     )`~}}
                                                      \o/\ /---~\\ ~}}
                                                        _//    _// ~}
omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multiplication_constraint&run_nr=212 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
                      Experiment parameters                      
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a    │ range │ 5           │ 100         │ float │ No         │
│ b    │ range │ 5           │ 100         │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10                 │
└─────────────────────────────┘
        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: 4)                  
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ a                  ┃ b                  ┃ RESULT           ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 30.325187926182114 │ 11.703779418070178 │ 42.0289673442523 │
└────────────────────┴────────────────────┴──────────────────┘
Not printing sixel graphics in CI
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           4           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 15:21:21 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, Started OmniOpt2 run...
2025-12-28 15:21:21 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, getting new HP set (no sbatch)
2025-12-28 15:21:21 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-12-28 15:21:21 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, eval #1/1 start                    
2025-12-28 15:21:21 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, starting new job                   
2025-12-28 15:21:21 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, started new job                    
2025-12-28 15:21:30 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, new result: RESULT: 73.217325      
2025-12-28 15:21:32 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, best RESULT: 73.217324540019, finishing jobs, finished 1 job
2025-12-28 15:21:32 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, best RESULT: 73.217324540019, getting new HP set (no sbatch)
2025-12-28 15:21:32 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, best RESULT: 73.217324540019, requested 1 jobs, got 1, 0.05 s/job
2025-12-28 15:21:33 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, best RESULT: 73.217324540019, eval #1/1 start                    
2025-12-28 15:21:33 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, best RESULT: 73.217324540019, starting new job                   
2025-12-28 15:21:33 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, best RESULT: 73.217324540019, started new job                    
2025-12-28 15:21:42 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, best RESULT: 73.217324540019, new result: RESULT: 115.449800     
2025-12-28 15:21:43 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): SOBOL, best RESULT: 73.21732454, finishing jobs, finished 1 job         
2025-12-28 15:21:44 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, getting new HP set (no sbatch)
2025-12-28 15:21:44 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, requested 1 jobs, got 1, 0.43 s/job
2025-12-28 15:21:44 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, eval #1/1 start                    
2025-12-28 15:21:44 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, starting new job                   
2025-12-28 15:21:44 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, started new job                    
2025-12-28 15:21:53 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, new result: RESULT: 89.122559      
2025-12-28 15:21:55 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, finishing jobs, finished 1 job     
2025-12-28 15:21:55 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, getting new HP set (no sbatch)     
2025-12-28 15:21:55 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, requested 1 jobs, got 1, 0.37 s/job
2025-12-28 15:21:55 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, eval #1/1 start                    
2025-12-28 15:21:55 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, starting new job                   
2025-12-28 15:21:55 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, started new job                    
2025-12-28 15:22:04 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 73.21732454, new result: RESULT: 42.028967      
2025-12-28 15:22:06 (00bec18f-3c92-40a8-bdf5-f6f873ed5bcd): BOTORCH_MODULAR, best RESULT: 42.0289673442523, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.103 │    1 │        0.103 │
│       2 │   0.064 │    1 │        0.064 │
│       3 │   0.065 │    1 │        0.065 │
│       4 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.074 │      │              │
│  Median │   0.065 │      │              │
│   Total │   0.297 │      │              │
│     Max │   0.103 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.021 │    1 │        0.021 │
│         2 │   0.045 │    1 │        0.045 │
│         3 │   0.425 │    1 │        0.425 │
│         4 │   0.371 │    1 │        0.371 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.216 │      │              │
│    Median │   0.208 │      │              │
│     Total │   0.862 │      │              │
│       Max │   0.425 │      │              │
│       Min │   0.021 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']]
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
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	50
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	True
revert_to_random_when_seemingly_exhausted	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	0
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	4
worker_timeout	60
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	False
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
1766935268,756.5234375,28.8

`RESULT` (goal: minimize)

Best value: 42.028967344252
Achieved at:
- run_time = 6
- a = 30.325187926182
- b = 11.70377941807

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	42.029	115.4498	79.9547	26.5881	4
a	30.3252	84.1226	50.6885	22.2024	4
b	5	84.5982	29.2662	32.1763	4

submitit INFO (2025-12-28 15:21:22,030) - Starting with JobEnvironment(job_id=126767, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 15:21:22,031) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/126767/126767_submitted.pkl
Trial-Index: 0

Parameters: {"a": 57.45459645986557, "b": 15.762728080153465}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (57.45459645986557006836 + 15.762728080153465271)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1766935259.733502
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1766935263.196495
Last modification: 1766935259.733502
Hostname: runnervmdwttx
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (57.45459645986557006836 + 15.762728080153465271)'
stdout:
 RESULT: 73.217324540019
stderr was empty
Result: {'RESULT': 73.217324540019}
Final-results: {'RESULT': 73.217324540019}
EXIT_CODE: 0
submitit INFO (2025-12-28 15:21:29,534) - Job completed successfully
submitit INFO (2025-12-28 15:21:29,534) - Exiting after successful completion