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	79.96057787912851	84.9605778791285

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

2025-11-03 13:27:06 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 84.9605778791285, finishing jobs, finished 1 job

Git-Version

Commit: 3f5cdd50b5fda72ab3c7b20ed20aab824a3f8427 (9040-1-g3f5cdd50b)

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
0,1762176379,3,eb795b01-2227-4124-9f9a-2227689ba172,1762176382,1762176388,6,perl -e 'print "RESULT: " . (81.7946624755859375 + 45.7974192500114440918)',0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,127.592081725599996389064472168684,81.7946624755859375,45.797419250011444091796875
1,1762176391,2,eb795b01-2227-4124-9f9a-2227689ba172,1762176393,1762176399,6,perl -e 'print "RESULT: " . (42.00285342056304216385 + 57.93029983062297105789)',0,,runnervmf2e7y,1_0,COMPLETED,SOBOL,99.933153251199996702780481427908,42.002853420563042163848876953125,57.930299830622971057891845703125
2,1762176402,2,eb795b01-2227-4124-9f9a-2227689ba172,1762176404,1762176410,6,perl -e 'print "RESULT: " . (24.58450470618880601137 + 63.22572576362797747151)',0,,runnervmf2e7y,2_0,COMPLETED,BOTORCH_MODULAR,87.810230469800004016178718302399,24.58450470618880601136879704427,63.225725763627977471514896024019
3,1762176415,2,eb795b01-2227-4124-9f9a-2227689ba172,1762176417,1762176423,6,perl -e 'print "RESULT: " . (5 + 79.96057787912850756129)',0,,runnervmf2e7y,3_0,COMPLETED,BOTORCH_MODULAR,84.960577879128493350435746833682,5,79.960577879128507561290462035686


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

Current git-hash: 3f5cdd50b5fda72ab3c7b20ed20aab824a3f8427 (last fully tested stable version 1 commit ago [ad3c4a024259e2dddd453b72bdb2d22633c3eada, 9040])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 13:26:16] 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: c49334ae-e3f6-4e1e-a429-2235c93dae05
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
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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=19 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 │ 79.96057787912851 │ 84.9605778791285 │
└─────┴───────────────────┴──────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 13:26:19 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, Started OmniOpt2 run...
2025-11-03 13:26:19 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, getting new HP set (no sbatch)
2025-11-03 13:26:19 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-03 13:26:19 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, eval #1/1 start                    
2025-11-03 13:26:19 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, starting new job                   
2025-11-03 13:26:20 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, started new job                    
2025-11-03 13:26:29 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, new result: RESULT: 127.592082     
2025-11-03 13:26:30 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, best RESULT: 127.592081725597, finishing jobs, finished 1 job
2025-11-03 13:26:31 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, best RESULT: 127.592081725597, getting new HP set (no sbatch)
2025-11-03 13:26:31 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, best RESULT: 127.592081725597, requested 1 jobs, got 1, 0.06 s/job
2025-11-03 13:26:31 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, best RESULT: 127.592081725597, eval #1/1 start                    
2025-11-03 13:26:31 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, best RESULT: 127.592081725597, starting new job                   
2025-11-03 13:26:31 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, best RESULT: 127.592081725597, started new job                    
2025-11-03 13:26:40 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, best RESULT: 127.592081725597, new result: RESULT: 99.933153      
2025-11-03 13:26:41 (eb795b01-2227-4124-9f9a-2227689ba172): SOBOL, best RESULT: 99.933153251186, finishing jobs, finished 1 job      
2025-11-03 13:26:42 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 99.933153251186, getting new HP set (no sbatch)
2025-11-03 13:26:42 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 99.933153251186, requested 1 jobs, got 1, 0.81 s/job
2025-11-03 13:26:42 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 99.933153251186, eval #1/1 start                    
2025-11-03 13:26:42 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 99.933153251186, starting new job                   
2025-11-03 13:26:42 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 99.933153251186, started new job                    
2025-11-03 13:26:51 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 99.933153251186, new result: RESULT: 87.810230      
2025-11-03 13:26:54 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 87.8102304698168, finishing jobs, finished 1 job    
2025-11-03 13:26:55 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 87.8102304698168, getting new HP set (no sbatch)    
2025-11-03 13:26:55 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 87.8102304698168, requested 1 jobs, got 1, 0.67 s/job
2025-11-03 13:26:55 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 87.8102304698168, eval #1/1 start                    
2025-11-03 13:26:55 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 87.8102304698168, starting new job                   
2025-11-03 13:26:55 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 87.8102304698168, started new job                    
2025-11-03 13:27:04 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 87.8102304698168, new result: RESULT: 84.960578      
2025-11-03 13:27:06 (eb795b01-2227-4124-9f9a-2227689ba172): BOTORCH_MODULAR, best RESULT: 84.9605778791285, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.225 │    1 │        0.225 │
│       2 │   0.083 │    1 │        0.083 │
│       3 │   0.083 │    1 │        0.083 │
│       4 │   0.090 │    1 │        0.090 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.120 │      │              │
│  Median │   0.086 │      │              │
│   Total │   0.480 │      │              │
│     Max │   0.225 │      │              │
│     Min │   0.083 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.014 │    1 │        0.014 │
│         2 │   0.061 │    1 │        0.061 │
│         3 │   0.810 │    1 │        0.810 │
│         4 │   0.675 │    1 │        0.675 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.390 │      │              │
│    Median │   0.368 │      │              │
│     Total │   1.560 │      │              │
│       Max │   0.810 │      │              │
│       Min │   0.014 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1762176376,775.6328125,27

`RESULT` (goal: minimize)

Best value: 84.960577879128
Achieved at:
- run_time = 6
- a = 5
- b = 79.960577879129

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	84.9606	127.5921	100.074	16.8529	4
a	5	81.7947	38.3455	28.2953	4
b	45.7974	79.9606	61.7285	12.2768	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 (2025-11-03 13:26:20,439) - Starting with JobEnvironment(job_id=157305, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 13:26:20,440) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multiplication_constraint/0/single_runs/157305/157305_submitted.pkl
Trial-Index: 0

Parameters: {"a": 81.79466247558594, "b": 45.797419250011444}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (81.7946624755859375 + 45.7974192500114440918)'
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .
UID: 1001
GID: 1001
Status-Change-Time: 1762176364.4538143
Size: 12288 Bytes
Permissions: drwxr-xr-x
Owner: runner
Last access: 1762176367.895854
Last modification: 1762176364.4538143
Hostname: runnervmf2e7y
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (81.7946624755859375 + 45.7974192500114440918)'
stdout:
 RESULT: 127.592081725597
stderr was empty
Result: {'RESULT': 127.592081725597}
Final-results: {'RESULT': 127.592081725597}
EXIT_CODE: 0
submitit INFO (2025-11-03 13:26:28,083) - Job completed successfully
submitit INFO (2025-11-03 13:26:28,083) - Exiting after successful completion