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	51.265370296815604	56.2653702968156

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

2025-12-28 16:34:54 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 56.2653702968156, finishing jobs, finished 1 job

Git-Version

Commit: 9cf7afc9f7659177ae628758d3cc50076a2e8673 (9193-1-g9cf7afc9f)

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
0,1766939649,2,22aa331f-c931-48d3-9580-aa81c4cd9191,1766939651,1766939657,6,perl -e 'print "RESULT: " . (90.40260940790176391602 + 25.36824285984039306641)',0,,runnervmh13bl,0_0,COMPLETED,SOBOL,115.77085226769999337648187065497,90.402609407901763916015625,25.36824285984039306640625
1,1766939660,2,22aa331f-c931-48d3-9580-aa81c4cd9191,1766939662,1766939668,6,perl -e 'print "RESULT: " . (13.50492164492607116699 + 90.59962617699056863785)',0,,runnervmh13bl,1_0,COMPLETED,SOBOL,104.104547821899998893968586344272,13.5049216449260711669921875,90.599626176990568637847900390625
2,1766939672,1,22aa331f-c931-48d3-9580-aa81c4cd9191,1766939673,1766939679,6,perl -e 'print "RESULT: " . (5 + 62.49111763248568962581)',0,,runnervmh13bl,2_0,COMPLETED,BOTORCH_MODULAR,67.49111763250000706193532096222,5,62.491117632485689625809754943475
3,1766939683,2,22aa331f-c931-48d3-9580-aa81c4cd9191,1766939685,1766939691,6,perl -e 'print "RESULT: " . (5 + 51.26537029681560397876)',0,,runnervmh13bl,3_0,COMPLETED,BOTORCH_MODULAR,56.265370296815596873329923255369,5,51.265370296815603978757280856371


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

Current git-hash: 9cf7afc9f7659177ae628758d3cc50076a2e8673 (last fully tested stable version 1 commit ago [1caf8cebfd6257e0c8784a73c3a511fe4c953f90, 9193])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 16:34:04] 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: f26cc6da-6a57-4653-a75c-036000c2f93c
  ______________________________________
| OmniOpt2 - Hyperparameters? Nailed it! |
  ======================================
                                           \
                                            \
                                             \
                                              .--.
                                             |o_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=227 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 │ 51.265370296815604 │ 56.2653702968156 │
└─────┴────────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 16:34:09 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, Started OmniOpt2 run...
2025-12-28 16:34:09 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, getting new HP set (no sbatch)
2025-12-28 16:34:09 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-28 16:34:09 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, eval #1/1 start                    
2025-12-28 16:34:09 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, starting new job                   
2025-12-28 16:34:09 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, started new job                    
2025-12-28 16:34:18 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, new result: RESULT: 115.770852     
2025-12-28 16:34:20 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, best RESULT: 115.770852267742, finishing jobs, finished 1 job
2025-12-28 16:34:20 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, best RESULT: 115.770852267742, getting new HP set (no sbatch)
2025-12-28 16:34:20 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, best RESULT: 115.770852267742, requested 1 jobs, got 1, 0.08 s/job
2025-12-28 16:34:20 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, best RESULT: 115.770852267742, eval #1/1 start                    
2025-12-28 16:34:20 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, best RESULT: 115.770852267742, starting new job                   
2025-12-28 16:34:20 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, best RESULT: 115.770852267742, started new job                    
2025-12-28 16:34:29 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, best RESULT: 115.770852267742, new result: RESULT: 104.104548     
2025-12-28 16:34:31 (22aa331f-c931-48d3-9580-aa81c4cd9191): SOBOL, best RESULT: 104.104547821917, finishing jobs, finished 1 job     
2025-12-28 16:34:32 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 104.104547821917, getting new HP set (no sbatch)
2025-12-28 16:34:32 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 104.104547821917, requested 1 jobs, got 1, 0.44 s/job
2025-12-28 16:34:32 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 104.104547821917, eval #1/1 start                    
2025-12-28 16:34:32 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 104.104547821917, starting new job                   
2025-12-28 16:34:32 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 104.104547821917, started new job                    
2025-12-28 16:34:41 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 104.104547821917, new result: RESULT: 67.491118      
2025-12-28 16:34:43 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 67.4911176324857, finishing jobs, finished 1 job     
2025-12-28 16:34:43 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 67.4911176324857, getting new HP set (no sbatch)     
2025-12-28 16:34:43 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 67.4911176324857, requested 1 jobs, got 1, 0.41 s/job
2025-12-28 16:34:43 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 67.4911176324857, eval #1/1 start                    
2025-12-28 16:34:43 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 67.4911176324857, starting new job                   
2025-12-28 16:34:43 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 67.4911176324857, started new job                    
2025-12-28 16:34:52 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 67.4911176324857, new result: RESULT: 56.265370      
2025-12-28 16:34:54 (22aa331f-c931-48d3-9580-aa81c4cd9191): BOTORCH_MODULAR, best RESULT: 56.2653702968156, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.233 │    1 │        0.233 │
│       2 │   0.087 │    1 │        0.087 │
│       3 │   0.084 │    1 │        0.084 │
│       4 │   0.083 │    1 │        0.083 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.122 │      │              │
│  Median │   0.085 │      │              │
│   Total │   0.487 │      │              │
│     Max │   0.233 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.034 │    1 │        0.034 │
│         2 │   0.075 │    1 │        0.075 │
│         3 │   0.440 │    1 │        0.440 │
│         4 │   0.414 │    1 │        0.414 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.241 │      │              │
│    Median │   0.245 │      │              │
│     Total │   0.964 │      │              │
│       Max │   0.440 │      │              │
│       Min │   0.034 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1766939646,784.02734375,27.1

`RESULT` (goal: minimize)

Best value: 56.265370296816
Achieved at:
- run_time = 6
- a = 5
- b = 51.265370296816

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	56.2654	115.7709	85.908	24.7021	4
a	5	90.4026	28.4769	35.921	4
b	25.3682	90.5996	57.4311	23.4083	4

submitit INFO (2025-12-28 16:34:09,866) - Starting with JobEnvironment(job_id=133920, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 16:34:09,866) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/133920/133920_submitted.pkl
Trial-Index: 0

Parameters: {"a": 90.40260940790176, "b": 25.368242859840393}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (90.40260940790176391602 + 25.36824285984039306641)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1766939633.493676
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1766939637.1486876
Last modification: 1766939633.493676
Hostname: runnervmh13bl
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (90.40260940790176391602 + 25.36824285984039306641)'
stdout:
 RESULT: 115.770852267742
stderr was empty
Result: {'RESULT': 115.770852267742}
Final-results: {'RESULT': 115.770852267742}
EXIT_CODE: 0
submitit INFO (2025-12-28 16:34:17,519) - Job completed successfully
submitit INFO (2025-12-28 16:34:17,519) - Exiting after successful completion