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
30.647047360752374	74.9830107650257	105.6300581258

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

2026-05-09 11:41:51 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.6300581258, finishing jobs, finished 1 job

Git-Version

Commit: 7d04f3b04cc038a14898910e7a1fde53755e73b2 (9303-1-g7d04f3b04)

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
0,1778326866,2,3ae33265-6685-4200-87e0-cf59fcdcd285,1778326868,1778326874,6,perl -e 'print "RESULT: " . (87.86200791597366333008 + 49.27866831421852111816)',0,,runnervmeorf1,0_0,COMPLETED,SOBOL,137.140676230200000418335548602045,87.862007915973663330078125,49.2786683142185211181640625
1,1778326877,2,3ae33265-6685-4200-87e0-cf59fcdcd285,1778326879,1778326885,6,perl -e 'print "RESULT: " . (48.06263419333845376968 + 67.15952910948544740677)',0,,runnervmeorf1,1_0,COMPLETED,SOBOL,115.222163302799998518821666948497,48.062634193338453769683837890625,67.159529109485447406768798828125
2,1778326888,2,3ae33265-6685-4200-87e0-cf59fcdcd285,1778326890,1778326896,6,perl -e 'print "RESULT: " . (30.64704736075237434534 + 74.98301076502569628701)',0,,runnervmeorf1,2_0,COMPLETED,BOTORCH_MODULAR,105.630058125800005086603050585836,30.647047360752374345338466810063,74.983010765025696287011669483036
3,1778326900,1,3ae33265-6685-4200-87e0-cf59fcdcd285,1778326901,1778326907,6,perl -e 'print "RESULT: " . (12.07150744768802574924 + 96.00785464028717797191)',0,,runnervmeorf1,3_0,COMPLETED,BOTORCH_MODULAR,108.079362087974999440120882354677,12.071507447688025749243934114929,96.007854640287177971913479268551


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

Current git-hash: 7d04f3b04cc038a14898910e7a1fde53755e73b2 (last fully tested stable version 1 commit ago [c99ea5b5d1c5a159c42b89b699933c2aaf9a748f, 9303])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-09 11:41:02] 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: 1f1e612c-bb66-41ef-9fa5-6e29c383ec22
  _____________________________________
| OmniOpt2 - Maximizing the model mojo! |
  =====================================
                                      \
                                       \
                                        \
                                         |\_/|,,_____,~~`
                                         (.".)~~     )`~}}
                                          \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=65 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         ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ 30.647047360752374 │ 74.9830107650257 │ 105.6300581258 │
└────────────────────┴──────────────────┴────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-05-09 11:41:06 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, Started OmniOpt2 run...
2026-05-09 11:41:06 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, getting new HP set (no sbatch)
2026-05-09 11:41:06 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-09 11:41:06 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, eval #1/1 start                    
2026-05-09 11:41:06 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, starting new job                   
2026-05-09 11:41:06 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, started new job                    
2026-05-09 11:41:15 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, new result: RESULT: 137.140676     
2026-05-09 11:41:17 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, best RESULT: 137.140676230192, finishing jobs, finished 1 job
2026-05-09 11:41:17 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, best RESULT: 137.140676230192, getting new HP set (no sbatch)
2026-05-09 11:41:17 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, best RESULT: 137.140676230192, requested 1 jobs, got 1, 0.09 s/job
2026-05-09 11:41:17 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, best RESULT: 137.140676230192, eval #1/1 start                    
2026-05-09 11:41:17 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, best RESULT: 137.140676230192, starting new job                   
2026-05-09 11:41:17 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, best RESULT: 137.140676230192, started new job                    
2026-05-09 11:41:26 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, best RESULT: 137.140676230192, new result: RESULT: 115.222163     
2026-05-09 11:41:27 (3ae33265-6685-4200-87e0-cf59fcdcd285): SOBOL, best RESULT: 115.222163302824, finishing jobs, finished 1 job     
2026-05-09 11:41:28 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 115.222163302824, getting new HP set (no sbatch)
2026-05-09 11:41:28 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 115.222163302824, requested 1 jobs, got 1, 0.53 s/job
2026-05-09 11:41:28 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 115.222163302824, eval #1/1 start                    
2026-05-09 11:41:28 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 115.222163302824, starting new job                   
2026-05-09 11:41:28 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 115.222163302824, started new job                    
2026-05-09 11:41:37 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 115.222163302824, new result: RESULT: 105.630058     
2026-05-09 11:41:39 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.630058125778, finishing jobs, finished 1 job     
2026-05-09 11:41:40 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.630058125778, getting new HP set (no sbatch)     
2026-05-09 11:41:40 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.630058125778, requested 1 jobs, got 1, 0.52 s/job
2026-05-09 11:41:40 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.630058125778, eval #1/1 start                    
2026-05-09 11:41:40 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.630058125778, starting new job                   
2026-05-09 11:41:40 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.630058125778, started new job                    
2026-05-09 11:41:49 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.630058125778, new result: RESULT: 108.079362     
2026-05-09 11:41:51 (3ae33265-6685-4200-87e0-cf59fcdcd285): BOTORCH_MODULAR, best RESULT: 105.6300581258, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.254 │    1 │        0.254 │
│       2 │   0.081 │    1 │        0.081 │
│       3 │   0.081 │    1 │        0.081 │
│       4 │   0.082 │    1 │        0.082 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.124 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.497 │      │              │
│     Max │   0.254 │      │              │
│     Min │   0.081 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.036 │    1 │        0.036 │
│         2 │   0.086 │    1 │        0.086 │
│         3 │   0.528 │    1 │        0.528 │
│         4 │   0.515 │    1 │        0.515 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.291 │      │              │
│    Median │   0.300 │      │              │
│     Total │   1.165 │      │              │
│       Max │   0.528 │      │              │
│       Min │   0.036 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1778326864,771.23828125,26.8

`RESULT` (goal: minimize)

Best value: 105.6300581258
Achieved at:
- run_time = 6
- a = 30.647047360752
- b = 74.983010765026

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	105.6301	137.1407	116.5181	12.417	4
a	12.0715	87.862	44.6608	28.0016	4
b	49.2787	96.0079	71.8573	16.7696	4

submitit INFO (2026-05-09 11:41:06,888) - Starting with JobEnvironment(job_id=135712, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-09 11:41:06,888) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/135712/135712_submitted.pkl
Trial-Index: 0

Parameters: {"a": 87.86200791597366, "b": 49.27866831421852}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (87.86200791597366333008 + 49.27866831421852111816)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1778326851.8074965
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1778326854.895508
Last modification: 1778326851.8074965
Hostname: runnervmeorf1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (87.86200791597366333008 + 49.27866831421852111816)'
stdout:
 RESULT: 137.140676230192
stderr was empty
Result: {'RESULT': 137.140676230192}
Final-results: {'RESULT': 137.140676230192}
EXIT_CODE: 0
submitit INFO (2026-05-09 11:41:14,343) - Job completed successfully
submitit INFO (2026-05-09 11:41:14,344) - Exiting after successful completion