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
5.0	56.424854603399744	61.4248546033997

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

2025-11-20 13:58:34 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 61.4248546033997, finishing jobs, finished 1 job

Git-Version

Commit: 2057bc1827f62f5a3792b746d4b649d8b90aeac5 (9089-2-g2057bc182)

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
0,1763647067,2,6b5ef68c-5880-4850-a96f-52ac70aacd70,1763647069,1763647075,6,perl -e 'print "RESULT: " . (99.8349285125732421875 + 31.34376615285873413086)',0,,runnervmfxdz0,0_0,COMPLETED,SOBOL,131.178694665400001895250170491636,99.8349285125732421875,31.343766152858734130859375
1,1763647078,2,6b5ef68c-5880-4850-a96f-52ac70aacd70,1763647080,1763647086,6,perl -e 'print "RESULT: " . (11.36734759435057640076 + 99.18492104392498731613)',0,,runnervmfxdz0,1_0,COMPLETED,SOBOL,110.552268638300006386998575180769,11.3673475943505764007568359375,99.184921043924987316131591796875
2,1763647091,2,6b5ef68c-5880-4850-a96f-52ac70aacd70,1763647093,1763647099,6,perl -e 'print "RESULT: " . (5 + 70.13867959942564311859)',0,,runnervmfxdz0,2_0,COMPLETED,BOTORCH_MODULAR,75.138679599400006736686918884516,5,70.138679599425643118593143299222
3,1763647103,2,6b5ef68c-5880-4850-a96f-52ac70aacd70,1763647105,1763647111,6,perl -e 'print "RESULT: " . (5 + 56.42485460339974423505)',0,,runnervmfxdz0,3_0,COMPLETED,BOTORCH_MODULAR,61.424854603399701602484128670767,5,56.424854603399744235048274276778


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

Current git-hash: 2057bc1827f62f5a3792b746d4b649d8b90aeac5 (last fully tested stable version 2 commits ago [e8b966481b7c63b3afbb5668a6b9c3f81d828fc6, 9089])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-20 13:57:41] 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: 2ad3520b-a6ae-4d90-b5be-103eeec7d587
 .d88888b.                      d8b .d88888b.         888    .d8888b.  
d88P" "Y88b                     Y8Pd88P" "Y88b        888   d88P  Y88b 
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888     88888888b.d88b. 88888b. 888888     88888888b. 888888     .d88P 
888     888888 "888 "88b888 "88b888888     888888 "88b888    .od888P"  
888     888888  888  888888  888888888     888888  888888   d88P"      
Y88b. .d88P888  888  888888  888888Y88b. .d88P888 d88PY88b. 888"       
 "Y88888P" 888  888  888888  888888 "Y88888P" 88888P"  "Y888888888888  
                                              888                      
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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=118 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           ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 5.0 │ 56.424854603399744 │ 61.4248546033997 │
└─────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-20 13:57:47 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, Started OmniOpt2 run...
2025-11-20 13:57:47 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, getting new HP set (no sbatch)
2025-11-20 13:57:47 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-20 13:57:47 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, eval #1/1 start                    
2025-11-20 13:57:47 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, starting new job                   
2025-11-20 13:57:47 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, started new job                    
2025-11-20 13:57:56 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, new result: RESULT: 131.178695     
2025-11-20 13:57:58 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, best RESULT: 131.178694665432, finishing jobs, finished 1 job
2025-11-20 13:57:58 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, best RESULT: 131.178694665432, getting new HP set (no sbatch)
2025-11-20 13:57:58 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, best RESULT: 131.178694665432, requested 1 jobs, got 1, 0.05 s/job
2025-11-20 13:57:58 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, best RESULT: 131.178694665432, eval #1/1 start                    
2025-11-20 13:57:58 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, best RESULT: 131.178694665432, starting new job                   
2025-11-20 13:57:58 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, best RESULT: 131.178694665432, started new job                    
2025-11-20 13:58:07 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, best RESULT: 131.178694665432, new result: RESULT: 110.552269     
2025-11-20 13:58:10 (6b5ef68c-5880-4850-a96f-52ac70aacd70): SOBOL, best RESULT: 110.552268638276, finishing jobs, finished 1 job     
2025-11-20 13:58:11 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 110.552268638276, getting new HP set (no sbatch)
2025-11-20 13:58:11 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 110.552268638276, requested 1 jobs, got 1, 0.70 s/job
2025-11-20 13:58:11 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 110.552268638276, eval #1/1 start                    
2025-11-20 13:58:11 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 110.552268638276, starting new job                   
2025-11-20 13:58:11 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 110.552268638276, started new job                    
2025-11-20 13:58:20 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 110.552268638276, new result: RESULT: 75.138680      
2025-11-20 13:58:22 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 75.1386795994256, finishing jobs, finished 1 job     
2025-11-20 13:58:23 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 75.1386795994256, getting new HP set (no sbatch)     
2025-11-20 13:58:23 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 75.1386795994256, requested 1 jobs, got 1, 0.81 s/job
2025-11-20 13:58:23 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 75.1386795994256, eval #1/1 start                    
2025-11-20 13:58:23 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 75.1386795994256, starting new job                   
2025-11-20 13:58:23 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 75.1386795994256, started new job                    
2025-11-20 13:58:32 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 75.1386795994256, new result: RESULT: 61.424855      
2025-11-20 13:58:34 (6b5ef68c-5880-4850-a96f-52ac70aacd70): BOTORCH_MODULAR, best RESULT: 61.4248546033997, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.112 │    1 │        0.112 │
│       2 │   0.079 │    1 │        0.079 │
│       3 │   0.077 │    1 │        0.077 │
│       4 │   0.073 │    1 │        0.073 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.085 │      │              │
│  Median │   0.078 │      │              │
│   Total │   0.341 │      │              │
│     Max │   0.112 │      │              │
│     Min │   0.073 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.009 │    1 │        0.009 │
│         2 │   0.046 │    1 │        0.046 │
│         3 │   0.702 │    1 │        0.702 │
│         4 │   0.806 │    1 │        0.806 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.391 │      │              │
│    Median │   0.374 │      │              │
│     Total │   1.563 │      │              │
│       Max │   0.806 │      │              │
│       Min │   0.009 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1763647061,749.86328125,28.4

`RESULT` (goal: minimize)

Best value: 61.4248546034
Achieved at:
- run_time = 6
- a = 5
- b = 56.4248546034

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	61.4249	131.1787	94.5736	27.7119	4
a	5	99.8349	30.3006	40.2298	4
b	31.3438	99.1849	64.2731	24.4907	4

submitit INFO (2025-11-20 13:57:47,787) - Starting with JobEnvironment(job_id=160425, hostname=runnervmfxdz0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-20 13:57:47,787) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/160425/160425_submitted.pkl
Trial-Index: 0

Parameters: {"a": 99.83492851257324, "b": 31.343766152858734}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (99.8349285125732421875 + 31.34376615285873413086)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1763647052.9647431
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1763647056.3857362
Last modification: 1763647052.9647431
Hostname: runnervmfxdz0
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (99.8349285125732421875 + 31.34376615285873413086)'
stdout:
 RESULT: 131.178694665432
stderr was empty
Result: {'RESULT': 131.178694665432}
Final-results: {'RESULT': 131.178694665432}
EXIT_CODE: 0
submitit INFO (2025-11-20 13:57:55,533) - Job completed successfully
submitit INFO (2025-11-20 13:57:55,533) - Exiting after successful completion