OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	1
Nr. of workers (parameter)	4
Seed	1234

Best RESULT, min (total: 4)

name	RESULT
simple_ok	0.123

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

Name	Type	Values
name	choice	simple_ok, storage_error, timeout_failure, gpu_disconnected

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-08-10 06:15:33 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 0.123, ▅▁▆█, finishing jobs, finished 1 job

Git-Version

Commit: a8b8249cb96b9a463ce0aacb00c08f5e88f4a047 (9428-2-ga8b8249cb)


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


Current git-hash: a8b8249cb96b9a463ce0aacb00c08f5e88f4a047 (last fully tested stable version 2 commits ago [13e20a46d71ea5effca97db9d226887fc1438f91, 9428])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 08-10 06:14:31] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: dfedc50a-fd1f-443a-8a00-c799ae76e14c
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  ____                  _  ____        _   ___  
 / __ \                (_)/ __ \      | | |__ \ 
| |  | |_ __ ___  _ __  _| |  | |_ __ | |_   ) |
| |  | | '_ ` _ \| '_ \| | |  | | '_ \| __| / / 
| |__| | | | | | | | | | | |__| | |_) | |_ / /_ 
 \____/|_| |_| |_|_| |_|_|\____/| .__/ \__|____|
                                | |             
                                |_|             

omniopt --live_share --send_anonymized_usage_stats --partition=alpha --experiment_name=test_orchestrator --mem_gb=5 --time=60 --worker_timeout=5 --max_eval=4 --num_parallel_jobs=4 --gpus=0 --run_program=Li8udGVzdHMvb3JjaGVzdHJhdG9yX3Rlc3RzLmJpbi8lKG5hbWUp --parameter name choice simple_ok,storage_error,timeout_failure,gpu_disconnected --num_random_steps=1 --model=BOTORCH_MODULAR --auto_exclude_defective_hosts --orchestrator_file .tests/example_orchestrator_config.yaml --seed 1234 --follow
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/test_orchestrator/0
--orchestrator_file will be ignored on non-sbatch-systems.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=test_orchestrator&run_nr=29 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 3 steps.
Run-Program: ./.tests/orchestrator_tests.bin/%(name)
Experiment parameters
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Name ┃ Type   ┃ Values                                                      ┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ name │ choice │ simple_ok, storage_error, timeout_failure, gpu_disconnected │
└──────┴────────┴─────────────────────────────────────────────────────────────┘
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)
┏━━━━━━━━━━━┳━━━━━━━━┓
┃ name      ┃ RESULT ┃
┡━━━━━━━━━━━╇━━━━━━━━┩
│ simple_ok │ 0.123  │
└───────────┴────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 4 succeeded / 0 failed / 4 done / 4 submitted                                                                                        │
│    ⏱️  Duration: 73s (1m13s)                                                                                                                       │
│    🏆 Best RESULT: 0.123                                                                                                                           │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/test_orchestrator/0/results.csv                                                              │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-08-10 06:14:34 (f7b173fa-abe3-4339-b099-40cb0349f968): SOBOL, Started OmniOpt2 run...
2026-08-10 06:14:35 (f7b173fa-abe3-4339-b099-40cb0349f968): SOBOL, getting new HP set (no sbatch)
2026-08-10 06:14:35 (f7b173fa-abe3-4339-b099-40cb0349f968): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-08-10 06:14:35 (f7b173fa-abe3-4339-b099-40cb0349f968): SOBOL, eval #1/1 start                    
2026-08-10 06:14:35 (f7b173fa-abe3-4339-b099-40cb0349f968): SOBOL, starting new job                   
2026-08-10 06:14:35 (f7b173fa-abe3-4339-b099-40cb0349f968): SOBOL, started new job                    
2026-08-10 06:14:44 (f7b173fa-abe3-4339-b099-40cb0349f968): SOBOL, new result: RESULT: 7795.000000    
2026-08-10 06:14:46 (f7b173fa-abe3-4339-b099-40cb0349f968): SOBOL, best RESULT: 7795, finishing jobs, finished 1 job
2026-08-10 06:14:46 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, getting new HP set (no sbatch)
2026-08-10 06:14:46 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, requested 1 jobs, got 1, 0.65 s/job
2026-08-10 06:14:46 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, eval #1/1 start                    
2026-08-10 06:14:46 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, starting new job                   
2026-08-10 06:14:47 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, started new job                    
2026-08-10 06:14:56 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, new result: RESULT: 19267.000000   
2026-08-10 06:14:57 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, █▁, finishing jobs, finished 1 job 
2026-08-10 06:15:03 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, █▁, getting new HP set (no sbatch) 
2026-08-10 06:15:03 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, █▁, requested 1 jobs, got 1, 5.18 s/job
2026-08-10 06:15:03 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, █▁, eval #1/1 start                    
2026-08-10 06:15:03 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, █▁, starting new job                   
2026-08-10 06:15:03 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, █▁, started new job                    
2026-08-10 06:15:12 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 7795, █▁, new result: RESULT: 3607.000000    
2026-08-10 06:15:14 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 3607, ▆▁█, finishing jobs, finished 1 job    
2026-08-10 06:15:21 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 3607, ▆▁█, getting new HP set (no sbatch)    
2026-08-10 06:15:21 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 3607, ▆▁█, requested 1 jobs, got 1, 7.04 s/job
2026-08-10 06:15:21 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 3607, ▆▁█, eval #1/1 start                    
2026-08-10 06:15:21 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 3607, ▆▁█, starting new job                   
2026-08-10 06:15:21 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 3607, ▆▁█, started new job                    
2026-08-10 06:15:30 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 3607, ▆▁█, new result: RESULT: 0.123000       
2026-08-10 06:15:33 (f7b173fa-abe3-4339-b099-40cb0349f968): BOTORCH_MODULAR, best RESULT: 0.123, ▅▁▆█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.299 │    1 │        0.299 │
│       2 │   0.105 │    1 │        0.105 │
│       3 │   0.104 │    1 │        0.104 │
│       4 │   0.105 │    1 │        0.105 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.153 │      │              │
│  Median │   0.105 │      │              │
│   Total │   0.613 │      │              │
│     Max │   0.299 │      │              │
│     Min │   0.104 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.044 │    1 │        0.044 │
│         2 │   0.647 │    1 │        0.647 │
│         3 │   5.185 │    1 │        5.185 │
│         4 │   7.043 │    1 │        7.043 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.230 │      │              │
│    Median │   2.916 │      │              │
│     Total │  12.919 │      │              │
│       Max │   7.043 │      │              │
│       Min │   0.044 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	4
run_program	[['Li8udGVzdHMvb3JjaGVzdHJhdG9yX3Rlc3RzLmJpbi8lKG5hbWUp']]
experiment_name	test_orchestrator
mem_gb	5
parameter	[['name', 'choice', 'simple_ok,storage_error,timeout_failure,gpu_disconnected']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	1234
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	10
abbreviate_job_names	False
orchestrator_file	.tests/example_orchestrator_config.yaml
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	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	None
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
nr_evals_per_arm	1
disable_notifications	False
dump_config	None
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	5
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	True
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
1786342472,882.57421875,26.8
1786342533,914.62109375,18.3

`RESULT` (goal: minimize)

Best value: 0.123
Achieved at:
- run_time = 6 (r=0, weak negative correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	4
RESULT	0.123	19267	7667.2808	7242.9446	4
name	No numerical statistics available