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
58.6451134847827	5.0	63.6451134847827

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

2025-11-27 13:48:03 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 63.6451134847827, finishing jobs, finished 1 job

Git-Version

Commit: 149338e20c0f6b4e7b249fcb8ee3d494e899b2b1 (9122-1-g149338e20)

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
0,1764251235,2,48a3964b-3ec5-4d61-aafb-9fe58d0e8745,1764251237,1764251243,6,perl -e 'print "RESULT: " . (24.14125554263591766357 + 73.02628159523010253906)',0,,runnervmg1sw1,0_0,COMPLETED,SOBOL,97.167537137899998356260766740888,24.14125554263591766357421875,73.0262815952301025390625
1,1764251247,2,48a3964b-3ec5-4d61-aafb-9fe58d0e8745,1764251249,1764251255,6,perl -e 'print "RESULT: " . (85.87226206902414560318 + 7.72842148318886756897)',0,,runnervmg1sw1,1_0,COMPLETED,SOBOL,93.60068355219999602923053316772,85.872262069024145603179931640625,7.7284214831888675689697265625
2,1764251259,2,48a3964b-3ec5-4d61-aafb-9fe58d0e8745,1764251261,1764251267,6,perl -e 'print "RESULT: " . (100 + 32.76331413838174455577)',0,,runnervmg1sw1,2_0,COMPLETED,BOTORCH_MODULAR,132.76331413840000550408149138093,100,32.763314138381744555772456806153
3,1764251271,2,48a3964b-3ec5-4d61-aafb-9fe58d0e8745,1764251273,1764251279,6,perl -e 'print "RESULT: " . (58.64511348478269781026 + 5)',0,,runnervmg1sw1,3_0,COMPLETED,BOTORCH_MODULAR,63.645113484782697810260287951678,58.645113484782697810260287951678,5


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

Current git-hash: 149338e20c0f6b4e7b249fcb8ee3d494e899b2b1 (last fully tested stable version 1 commit ago [295a941be2849d56cd13184aa0de9ffc12b8e21e, 9122])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-27 13:47:09] 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: f7189c6a-8813-4299-9e94-188d3570003c
   ____                  _ ____        __ ___ 
  / __ \____ ___  ____  (_) __ \____  / /|__ \
 / / / / __ `__ \/ __ \/ / / / / __ \/ __/_/ /
/ /_/ / / / / / / / / / / /_/ / /_/ / /_/ __/ 
\____/_/ /_/ /_/_/ /_/_/\____/ .___/\__/____/ 
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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=131 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           ┃
┡━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 58.6451134847827 │ 5.0 │ 63.6451134847827 │
└──────────────────┴─────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-27 13:47:15 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, Started OmniOpt2 run...
2025-11-27 13:47:15 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, getting new HP set (no sbatch)
2025-11-27 13:47:15 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-11-27 13:47:15 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, eval #1/1 start                    
2025-11-27 13:47:15 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, starting new job                   
2025-11-27 13:47:15 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, started new job                    
2025-11-27 13:47:24 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, new result: RESULT: 97.167537      
2025-11-27 13:47:27 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, best RESULT: 97.167537137866, finishing jobs, finished 1 job
2025-11-27 13:47:27 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, best RESULT: 97.167537137866, getting new HP set (no sbatch)
2025-11-27 13:47:27 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, best RESULT: 97.167537137866, requested 1 jobs, got 1, 0.07 s/job
2025-11-27 13:47:27 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, best RESULT: 97.167537137866, eval #1/1 start                    
2025-11-27 13:47:27 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, best RESULT: 97.167537137866, starting new job                   
2025-11-27 13:47:27 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, best RESULT: 97.167537137866, started new job                    
2025-11-27 13:47:36 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, best RESULT: 97.167537137866, new result: RESULT: 93.600684      
2025-11-27 13:47:38 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): SOBOL, best RESULT: 93.600683552213, finishing jobs, finished 1 job     
2025-11-27 13:47:39 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.600683552213, getting new HP set (no sbatch)
2025-11-27 13:47:39 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.600683552213, requested 1 jobs, got 1, 0.43 s/job
2025-11-27 13:47:39 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.600683552213, eval #1/1 start                    
2025-11-27 13:47:39 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.600683552213, starting new job                   
2025-11-27 13:47:39 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.600683552213, started new job                    
2025-11-27 13:47:48 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.600683552213, new result: RESULT: 132.763314     
2025-11-27 13:47:51 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.6006835522, finishing jobs, finished 1 job       
2025-11-27 13:47:51 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.6006835522, getting new HP set (no sbatch)       
2025-11-27 13:47:51 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.6006835522, requested 1 jobs, got 1, 0.53 s/job  
2025-11-27 13:47:51 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.6006835522, eval #1/1 start                      
2025-11-27 13:47:51 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.6006835522, starting new job                     
2025-11-27 13:47:51 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.6006835522, started new job                      
2025-11-27 13:48:00 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 93.6006835522, new result: RESULT: 63.645113        
2025-11-27 13:48:03 (48a3964b-3ec5-4d61-aafb-9fe58d0e8745): BOTORCH_MODULAR, best RESULT: 63.6451134847827, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.231 │    1 │        0.231 │
│       2 │   0.085 │    1 │        0.085 │
│       3 │   0.088 │    1 │        0.088 │
│       4 │   0.087 │    1 │        0.087 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.123 │      │              │
│  Median │   0.087 │      │              │
│   Total │   0.491 │      │              │
│     Max │   0.231 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.035 │    1 │        0.035 │
│         2 │   0.073 │    1 │        0.073 │
│         3 │   0.427 │    1 │        0.427 │
│         4 │   0.532 │    1 │        0.532 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.267 │      │              │
│    Median │   0.250 │      │              │
│     Total │   1.067 │      │              │
│       Max │   0.532 │      │              │
│       Min │   0.035 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1764251230,784.23828125,27.2

`RESULT` (goal: minimize)

Best value: 63.645113484783
Achieved at:
- run_time = 6
- a = 58.645113484783
- b = 5

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	63.6451	132.7633	96.7942	24.5101	4
a	24.1413	100	67.1647	28.9471	4
b	5	73.0263	29.6295	27.2918	4

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-11-27 13:47:15,831) - Starting with JobEnvironment(job_id=160222, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-27 13:47:15,831) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160222/160222_submitted.pkl
Trial-Index: 0

Parameters: {"a": 24.141255542635918, "b": 73.0262815952301}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (24.14125554263591766357 + 73.02628159523010253906)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1764251218.2113464
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1764251221.3583248
Last modification: 1764251218.2113464
Hostname: runnervmg1sw1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (24.14125554263591766357 + 73.02628159523010253906)'
stdout:
 RESULT: 97.167537137866
stderr was empty
Result: {'RESULT': 97.167537137866}
Final-results: {'RESULT': 97.167537137866}
EXIT_CODE: 0
submitit INFO (2025-11-27 13:47:23,521) - Job completed successfully
submitit INFO (2025-11-27 13:47:23,521) - Exiting after successful completion