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
59.51404450655246	5.0	64.5140445065525

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

2026-05-06 15:17:03 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 64.5140445065525, finishing jobs, finished 1 job

Git-Version

Commit: f2198bbca0ddfa2c54bbdce11bcb585e9153edd1 (9297-1-gf2198bbca)

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
0,1778080583,2,c7df63a3-16b6-48dd-8b38-58d9e70a3276,1778080585,1778080591,6,perl -e 'print "RESULT: " . (95.22374778985977172852 + 9.07947536557912826538)',0,,runnervmeorf1,0_0,COMPLETED,SOBOL,104.303223155400004884540976490825,95.223747789859771728515625,9.079475365579128265380859375
1,1778080593,1,c7df63a3-16b6-48dd-8b38-58d9e70a3276,1778080594,1778080600,6,perl -e 'print "RESULT: " . (46.85879573225975036621 + 63.5102884192019701004)',0,,runnervmeorf1,1_0,COMPLETED,SOBOL,110.369084151500004509216523729265,46.8587957322597503662109375,63.51028841920197010040283203125
2,1778080602,2,c7df63a3-16b6-48dd-8b38-58d9e70a3276,1778080604,1778080610,6,perl -e 'print "RESULT: " . (68.99109781469397262299 + 5)',0,,runnervmeorf1,2_0,COMPLETED,BOTORCH_MODULAR,73.991097814699998025389504618943,68.991097814693972622990258969367,5
3,1778080613,1,c7df63a3-16b6-48dd-8b38-58d9e70a3276,1778080614,1778080620,6,perl -e 'print "RESULT: " . (59.51404450655245881308 + 5)',0,,runnervmeorf1,3_0,COMPLETED,BOTORCH_MODULAR,64.514044506552494340212433598936,59.514044506552458813075645593926,5


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

Current git-hash: f2198bbca0ddfa2c54bbdce11bcb585e9153edd1 (last fully tested stable version 1 commit ago [5b9cac200aabb178fc786587006924630ac64f87, 9297])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-06 15:16:20] ax.storage.sqa_store.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: 779aa62f-476c-4ac7-818d-477c3b5ea7d8
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

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=55 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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 59.51404450655246 │ 5.0 │ 64.5140445065525 │
└───────────────────┴─────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-06 15:16:23 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, Started OmniOpt2 run...
2026-05-06 15:16:23 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, getting new HP set (no sbatch)
2026-05-06 15:16:23 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-05-06 15:16:23 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, eval #1/1 start                    
2026-05-06 15:16:23 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, starting new job                   
2026-05-06 15:16:23 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, started new job                    
2026-05-06 15:16:31 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, new result: RESULT: 104.303223     
2026-05-06 15:16:33 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, best RESULT: 104.303223155439, finishing jobs, finished 1 job
2026-05-06 15:16:33 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, best RESULT: 104.303223155439, getting new HP set (no sbatch)
2026-05-06 15:16:33 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, best RESULT: 104.303223155439, requested 1 jobs, got 1, 0.07 s/job
2026-05-06 15:16:33 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, best RESULT: 104.303223155439, eval #1/1 start                    
2026-05-06 15:16:33 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, best RESULT: 104.303223155439, starting new job                   
2026-05-06 15:16:33 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, best RESULT: 104.303223155439, started new job                    
2026-05-06 15:16:41 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, best RESULT: 104.303223155439, new result: RESULT: 110.369084     
2026-05-06 15:16:42 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): SOBOL, best RESULT: 104.3032231554, finishing jobs, finished 1 job       
2026-05-06 15:16:42 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 104.3032231554, getting new HP set (no sbatch)
2026-05-06 15:16:42 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 104.3032231554, requested 1 jobs, got 1, 0.31 s/job
2026-05-06 15:16:42 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 104.3032231554, eval #1/1 start                    
2026-05-06 15:16:42 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 104.3032231554, starting new job                   
2026-05-06 15:16:43 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 104.3032231554, started new job                    
2026-05-06 15:16:51 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 104.3032231554, new result: RESULT: 73.991098      
2026-05-06 15:16:52 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 73.991097814694, finishing jobs, finished 1 job    
2026-05-06 15:16:53 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 73.991097814694, getting new HP set (no sbatch)    
2026-05-06 15:16:53 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 73.991097814694, requested 1 jobs, got 1, 0.37 s/job
2026-05-06 15:16:53 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 73.991097814694, eval #1/1 start                    
2026-05-06 15:16:53 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 73.991097814694, starting new job                   
2026-05-06 15:16:53 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 73.991097814694, started new job                    
2026-05-06 15:17:01 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 73.991097814694, new result: RESULT: 64.514045      
2026-05-06 15:17:03 (c7df63a3-16b6-48dd-8b38-58d9e70a3276): BOTORCH_MODULAR, best RESULT: 64.5140445065525, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.197 │    1 │        0.197 │
│       2 │   0.063 │    1 │        0.063 │
│       3 │   0.063 │    1 │        0.063 │
│       4 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.097 │      │              │
│  Median │   0.064 │      │              │
│   Total │   0.388 │      │              │
│     Max │   0.197 │      │              │
│     Min │   0.063 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.028 │    1 │        0.028 │
│         2 │   0.069 │    1 │        0.069 │
│         3 │   0.309 │    1 │        0.309 │
│         4 │   0.367 │    1 │        0.367 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.194 │      │              │
│    Median │   0.189 │      │              │
│     Total │   0.774 │      │              │
│       Max │   0.367 │      │              │
│       Min │   0.028 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
nr_evals_per_arm	1
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
1778080581,769.28515625,27.3

`RESULT` (goal: minimize)

Best value: 64.514044506552
Achieved at:
- run_time = 6
- a = 59.514044506552
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	64.514	110.3691	88.2944	19.4529	4
a	46.8588	95.2237	67.6469	17.7523	4
b	5	63.5103	20.6474	24.8029	4

submitit INFO (2026-05-06 15:16:23,944) - Starting with JobEnvironment(job_id=135269, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-06 15:16:23,944) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/135269/135269_submitted.pkl
Trial-Index: 0

Parameters: {"a": 95.22374778985977, "b": 9.079475365579128}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (95.22374778985977172852 + 9.07947536557912826538)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778080570.9757166
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778080574.187967
Last modification: 1778080570.9757166
Hostname: runnervmeorf1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (95.22374778985977172852 + 9.07947536557912826538)'
stdout:
 RESULT: 104.303223155439
stderr was empty
Result: {'RESULT': 104.303223155439}
Final-results: {'RESULT': 104.303223155439}
EXIT_CODE: 0
submitit INFO (2026-05-06 15:16:31,112) - Job completed successfully
submitit INFO (2026-05-06 15:16:31,112) - Exiting after successful completion