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
74.52832152598866	18.373400258514085	92.9017217845

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

2025-11-04 19:11:27 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845, finishing jobs, finished 1 job

Git-Version

Commit: 2e5c172cbac14454096b68e170be6f9a7efa7a5a (9069-2-g2e5c172cb)

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
0,1762283434,2,046194dc-4ce0-474d-b39a-f115bebda337,1762283436,1762283442,6,perl -e 'print "RESULT: " . (64.84672665596008300781 + 30.56376770138740539551)',0,,runnervmxu1zt,0_0,COMPLETED,SOBOL,95.410494357299995726862107403576,64.8467266559600830078125,30.5637677013874053955078125
1,1762283445,2,046194dc-4ce0-474d-b39a-f115bebda337,1762283447,1762283453,6,perl -e 'print "RESULT: " . (45.33457386773079633713 + 55.13597204349935054779)',0,,runnervmxu1zt,1_0,COMPLETED,SOBOL,100.47054591120000566206726944074,45.334573867730796337127685546875,55.13597204349935054779052734375
2,1762283463,2,046194dc-4ce0-474d-b39a-f115bebda337,1762283465,1762283471,6,perl -e 'print "RESULT: " . (74.52832152598865889104 + 18.3734002585140849817)',0,,runnervmxu1zt,2_0,COMPLETED,BOTORCH_MODULAR,92.901721784499997625061951112002,74.528321525988658891037630382925,18.373400258514084981698033516295
3,1762283476,2,046194dc-4ce0-474d-b39a-f115bebda337,1762283478,1762283484,6,perl -e 'print "RESULT: " . (94.11897720885558271675 + 5.72178101736561828261)',0,,runnervmxu1zt,3_0,COMPLETED,BOTORCH_MODULAR,99.840758226221197446648147888482,94.11897720885558271675108699128,5.721781017365618282610739697702


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

Current git-hash: 2e5c172cbac14454096b68e170be6f9a7efa7a5a (last fully tested stable version 2 commits ago [7a7a36b0d71c0f21242cd3e193c84e6375482517, 9069])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 19:10:30] 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: 9ed60653-8346-4ec6-8071-7e211564464b
  _________________________________________________
 /                                                 \
| OmniOpt2 - Inception-level optimization: going de |
| eper with every layer.                            |
 \                                                 /
  =================================================
                                                 \
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                                                              |_\  |--^.  /
                                                             /_]'|_| /_)_/
                                                                 /_]'  /_]'
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=78 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        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 74.52832152598866 │ 18.373400258514085 │ 92.9017217845 │
└───────────────────┴────────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-04 19:10:34 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, Started OmniOpt2 run...
2025-11-04 19:10:34 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, getting new HP set (no sbatch)
2025-11-04 19:10:34 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 19:10:34 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, eval #1/1 start                    
2025-11-04 19:10:34 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, starting new job                   
2025-11-04 19:10:34 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, started new job                    
2025-11-04 19:10:43 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, new result: RESULT: 95.410494      
2025-11-04 19:10:45 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, best RESULT: 95.4104943573475, finishing jobs, finished 1 job
2025-11-04 19:10:45 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, best RESULT: 95.4104943573475, getting new HP set (no sbatch)
2025-11-04 19:10:45 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, best RESULT: 95.4104943573475, requested 1 jobs, got 1, 0.04 s/job
2025-11-04 19:10:45 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, best RESULT: 95.4104943573475, eval #1/1 start                    
2025-11-04 19:10:45 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, best RESULT: 95.4104943573475, starting new job                   
2025-11-04 19:10:45 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, best RESULT: 95.4104943573475, started new job                    
2025-11-04 19:10:54 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, best RESULT: 95.4104943573475, new result: RESULT: 100.470546     
2025-11-04 19:11:02 (046194dc-4ce0-474d-b39a-f115bebda337): SOBOL, best RESULT: 95.4104943573, finishing jobs, finished 1 job        
2025-11-04 19:11:03 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 95.4104943573, getting new HP set (no sbatch)
2025-11-04 19:11:03 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 95.4104943573, requested 1 jobs, got 1, 0.61 s/job
2025-11-04 19:11:03 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 95.4104943573, eval #1/1 start                    
2025-11-04 19:11:03 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 95.4104943573, starting new job                   
2025-11-04 19:11:03 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 95.4104943573, started new job                    
2025-11-04 19:11:12 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 95.4104943573, new result: RESULT: 92.901722      
2025-11-04 19:11:15 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845027, finishing jobs, finished 1 job  
2025-11-04 19:11:16 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845027, getting new HP set (no sbatch)  
2025-11-04 19:11:16 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845027, requested 1 jobs, got 1, 0.59 s/job
2025-11-04 19:11:16 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845027, eval #1/1 start                    
2025-11-04 19:11:16 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845027, starting new job                   
2025-11-04 19:11:16 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845027, started new job                    
2025-11-04 19:11:25 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845027, new result: RESULT: 99.840758      
2025-11-04 19:11:27 (046194dc-4ce0-474d-b39a-f115bebda337): BOTORCH_MODULAR, best RESULT: 92.9017217845, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.095 │    1 │        0.095 │
│       2 │   0.062 │    1 │        0.062 │
│       3 │   0.063 │    1 │        0.063 │
│       4 │   0.063 │    1 │        0.063 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.071 │      │              │
│  Median │   0.063 │      │              │
│   Total │   0.283 │      │              │
│     Max │   0.095 │      │              │
│     Min │   0.062 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.008 │    1 │        0.008 │
│         2 │   0.035 │    1 │        0.035 │
│         3 │   0.613 │    1 │        0.613 │
│         4 │   0.592 │    1 │        0.592 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.312 │      │              │
│    Median │   0.314 │      │              │
│     Total │   1.248 │      │              │
│       Max │   0.613 │      │              │
│       Min │   0.008 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762283430,749.8515625,28.9

`RESULT` (goal: minimize)

Best value: 92.9017217845
Achieved at:
- run_time = 6
- a = 74.528321525989
- b = 18.373400258514

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	92.9017	100.4705	97.1559	3.1361	4
a	45.3346	94.119	69.7071	17.5843	4
b	5.7218	55.136	27.4487	18.2394	4

submitit INFO (2025-11-04 19:10:34,694) - Starting with JobEnvironment(job_id=160475, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 19:10:34,694) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160475/160475_submitted.pkl
Trial-Index: 0

Parameters: {"a": 64.84672665596008, "b": 30.563767701387405}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (64.84672665596008300781 + 30.56376770138740539551)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762283422.36469
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762283425.6237173
Last modification: 1762283422.36469
Hostname: runnervmxu1zt
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (64.84672665596008300781 + 30.56376770138740539551)'
stdout:
 RESULT: 95.4104943573475
stderr was empty
Result: {'RESULT': 95.4104943573475}
Final-results: {'RESULT': 95.4104943573475}
EXIT_CODE: 0
submitit INFO (2025-11-04 19:10:42,231) - Job completed successfully
submitit INFO (2025-11-04 19:10:42,231) - Exiting after successful completion