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
79.70792408572485	6.0006905201198295	85.7086146058

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

2025-11-23 04:17:38 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058, finishing jobs, finished 1 job

Git-Version

Commit: 49f363966854052274c101fbfc2cfa1309f50d21 (9092)

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
0,1763871400,2,953f8184-75d7-4cbb-851c-fe008ee9dcd0,1763871402,1763871408,6,perl -e 'print "RESULT: " . (40.10267093777656555176 + 95.98081618547439575195)',0,,runnervmg1sw1,0_0,COMPLETED,SOBOL,136.083487123299988752478384412825,40.1026709377765655517578125,95.980816185474395751953125
1,1763871413,2,953f8184-75d7-4cbb-851c-fe008ee9dcd0,1763871415,1763871421,6,perl -e 'print "RESULT: " . (69.05954950489103794098 + 29.97922805137932300568)',0,,runnervmg1sw1,1_0,COMPLETED,SOBOL,99.038777556300004789591184817255,69.05954950489103794097900390625,29.97922805137932300567626953125
2,1763871434,2,953f8184-75d7-4cbb-851c-fe008ee9dcd0,1763871436,1763871442,6,perl -e 'print "RESULT: " . (79.70792408572485499008 + 6.00069052011982950745)',0,,runnervmg1sw1,2_0,COMPLETED,BOTORCH_MODULAR,85.708614605799994023982435464859,79.707924085724854990075982641429,6.000690520119829507450504024746
3,1763871446,2,953f8184-75d7-4cbb-851c-fe008ee9dcd0,1763871448,1763871454,6,perl -e 'print "RESULT: " . (100 + 5)',0,,runnervmg1sw1,3_0,COMPLETED,BOTORCH_MODULAR,105,100,5


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

Current git-hash: 49f363966854052274c101fbfc2cfa1309f50d21 (version: 9092)
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-23 04:16:13] 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: dd978d7e-7c64-4a8e-8364-c885a2163e02
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Borges' infinite library, but eve |
| ry book is a different model configuration.       |
 \                                                 /
  =================================================
                                                         \
                                                          \
                                                           \
                                                            \
                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
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=122 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        ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
│ 79.70792408572485 │ 6.0006905201198295 │ 85.7086146058 │
└───────────────────┴────────────────────┴───────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-23 04:16:40 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, Started OmniOpt2 run...
2025-11-23 04:16:40 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, getting new HP set (no sbatch)
2025-11-23 04:16:40 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-23 04:16:40 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, eval #1/1 start                    
2025-11-23 04:16:40 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, starting new job                   
2025-11-23 04:16:40 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, started new job                    
2025-11-23 04:16:49 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, new result: RESULT: 136.083487     
2025-11-23 04:16:53 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, best RESULT: 136.083487123251, finishing jobs, finished 1 job
2025-11-23 04:16:53 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, best RESULT: 136.083487123251, getting new HP set (no sbatch)
2025-11-23 04:16:53 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, best RESULT: 136.083487123251, requested 1 jobs, got 1, 0.06 s/job
2025-11-23 04:16:53 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, best RESULT: 136.083487123251, eval #1/1 start                    
2025-11-23 04:16:53 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, best RESULT: 136.083487123251, starting new job                   
2025-11-23 04:16:53 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, best RESULT: 136.083487123251, started new job                    
2025-11-23 04:17:02 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, best RESULT: 136.083487123251, new result: RESULT: 99.038778      
2025-11-23 04:17:13 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): SOBOL, best RESULT: 99.0387775562704, finishing jobs, finished 1 job     
2025-11-23 04:17:14 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 99.0387775562704, getting new HP set (no sbatch)
2025-11-23 04:17:14 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 99.0387775562704, requested 1 jobs, got 1, 0.94 s/job
2025-11-23 04:17:14 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 99.0387775562704, eval #1/1 start                    
2025-11-23 04:17:14 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 99.0387775562704, starting new job                   
2025-11-23 04:17:14 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 99.0387775562704, started new job                    
2025-11-23 04:17:23 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 99.0387775562704, new result: RESULT: 85.708615      
2025-11-23 04:17:26 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058447, finishing jobs, finished 1 job     
2025-11-23 04:17:26 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058447, getting new HP set (no sbatch)     
2025-11-23 04:17:26 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058447, requested 1 jobs, got 1, 0.46 s/job
2025-11-23 04:17:26 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058447, eval #1/1 start                    
2025-11-23 04:17:26 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058447, starting new job                   
2025-11-23 04:17:26 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058447, started new job                    
2025-11-23 04:17:35 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058447, new result: RESULT: 105.000000     
2025-11-23 04:17:38 (953f8184-75d7-4cbb-851c-fe008ee9dcd0): BOTORCH_MODULAR, best RESULT: 85.7086146058, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.227 │    1 │        0.227 │
│       2 │   0.081 │    1 │        0.081 │
│       3 │   0.081 │    1 │        0.081 │
│       4 │   0.081 │    1 │        0.081 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.118 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.470 │      │              │
│     Max │   0.227 │      │              │
│     Min │   0.081 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.013 │    1 │        0.013 │
│         2 │   0.057 │    1 │        0.057 │
│         3 │   0.940 │    1 │        0.940 │
│         4 │   0.461 │    1 │        0.461 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.368 │      │              │
│    Median │   0.259 │      │              │
│     Total │   1.472 │      │              │
│       Max │   0.940 │      │              │
│       Min │   0.013 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1763871374,777.90234375,27.1
1763871443,810.375,5.9

`RESULT` (goal: minimize)

Best value: 85.7086146058
Achieved at:
- run_time = 6
- a = 79.707924085725
- b = 6.0006905201198

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	85.7086	136.0835	106.4577	18.4755	4
a	40.1027	100	72.2175	21.6178	4
b	5	95.9808	34.2402	37.022	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 (2025-11-23 04:16:40,778) - Starting with JobEnvironment(job_id=156955, hostname=runnervmg1sw1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-23 04:16:40,778) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/156955/156955_submitted.pkl
Trial-Index: 0

Parameters: {"a": 40.102670937776566, "b": 95.9808161854744}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (40.10267093777656555176 + 95.98081618547439575195)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1763871362.6493514
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1763871365.8333664
Last modification: 1763871362.6493514
Hostname: runnervmg1sw1
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (40.10267093777656555176 + 95.98081618547439575195)'
stdout:
 RESULT: 136.083487123251
stderr was empty
Result: {'RESULT': 136.083487123251}
Final-results: {'RESULT': 136.083487123251}
EXIT_CODE: 0
submitit INFO (2025-11-23 04:16:48,330) - Job completed successfully
submitit INFO (2025-11-23 04:16:48,331) - Exiting after successful completion