OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	EXTERNAL_GENERATOR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, max (total: 2)

x	y	z	RESULT
651	1234	111	6511234.0

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
x	range	123	1000		int	No
y	choice			5431, 1234
z	fixed			111

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	max

Last progressbar status

2026-07-20 20:21:50 (b7ee6666-4168-4983-af41-ef533d8ac5d2): EXTERNAL_GENERATOR, best RESULT: 6511234, ▁█, finishing jobs, finished 1 job

Git-Version

Commit: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (9412-6-gb54799bbb)

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,x,y,z
0,1784578888,2,b7ee6666-4168-4983-af41-ef533d8ac5d2,1784578890,1784578896,6,echo "RESULT: 5035431" && echo "RESULT2: 111",0,,runnervm76tkm,0_0,COMPLETED,SOBOL,5035431,503,5431,111
1,1784578899,2,b7ee6666-4168-4983-af41-ef533d8ac5d2,1784578901,1784578907,6,echo "RESULT: 6511234" && echo "RESULT2: 111",0,,runnervm76tkm,1_0,COMPLETED,EXTERNAL_GENERATOR,6511234,651,1234,111


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

Current git-hash: b54799bbb6092ee7a47e6c8cafaff1661ff693b6 (last fully tested stable version 6 commits ago [1d8438942b0dad3870060c63f9266acf9bdf359b, 9412])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 07-20 20:21:26] 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: cb1e92af-44b1-4c44-8ef5-2d10a41ee61f
/home/runner/.omniax_venvs/Python_3.10.12/x86_64/lib/python3.10/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_3.10.12/x86_64/lib/python3.10/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
  _______________________________________
| OmniOpt2 - Turning knobs since day one! |
  =======================================
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                                                           _-       /--______
                                                      __--( /     \ )XXXXXXXXXXX\v.
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                                                 /XXXXX(              )--_  XXXXXXXXXXX\
                                                /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                XXXXX/   /            XXXXXX   \__ \XXXXX
                                                XXXXXX__/          XXXXXX         \__---->
                                        ---___  XXX__/          XXXXXX      \__         /
                                          \-  --__/   ___/\  XXXXXX            /  ___--/=
                                           \-\    ___/    XXXXXX              '--- XXXXXX
                                              \-\/XXX\ XXXXXX                      /XXXXX
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                                                 \XXXXXX      >                 _/XXXXX/
                                                   \XXXXX--__/              __-- XXXX/
                                                    -XXXXXXXX---------------  XXXXXX-
                                                       \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                         ""VXXXXXXXXXXXXXXXXXXV""
omniopt --partition=alpha --experiment_name=EXTERNAL_GENERATOR_test --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=2 --num_parallel_jobs=1 --gpus=1 --num_random_steps=1 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=max --run_program=ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSIgJiYgZWNobyAiUkVTVUxUMjogJXoi --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=EXTERNAL_GENERATOR --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=1 --slurm_signal_delay_s=0 --n_estimators_randomforest=100 --parameter x range 123 1000 int false --parameter y choice 5431,1234 --parameter z fixed 111 --external_generator=cHl0aG9uMyAvaG9tZS9ydW5uZXIvd29yay9PbW5pT3B0L09tbmlPcHQvLnRlc3RzL2V4YW1wbGVfZXh0ZXJuYWwucHkK
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/EXTERNAL_GENERATOR_test/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=EXTERNAL_GENERATOR_test&run_nr=113 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then EXTERNAL_GENERATOR for 1 step.
Run-Program: echo "RESULT: %(x)%(y)" && echo "RESULT2: %z"
External-Generator: python3 /home/runner/work/OmniOpt/OmniOpt/.tests/example_external.py

Experiment parameters
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values     ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range  │ 123         │ 1000        │            │ int  │ No         │
│ y    │ choice │             │             │ 5431, 1234 │      │            │
│ z    │ fixed  │             │             │ 111        │      │            │
└──────┴────────┴─────────────┴─────────────┴────────────┴──────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         max │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, max (total: 2)
┏━━━━━┳━━━━━━┳━━━━━┳━━━━━━━━━━━┓
┃ x   ┃ y    ┃ z   ┃ RESULT    ┃
┡━━━━━╇━━━━━━╇━━━━━╇━━━━━━━━━━━┩
│ 651 │ 1234 │ 111 │ 6511234.0 │
└─────┴──────┴─────┴───────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 2 succeeded / 0 failed / 2 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 31s                                                                                                                               │
│    🏆 Best RESULT: 6511234                                                                                                                         │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/EXTERNAL_GENERATOR_test/0/results.csv                                                        │
│    🤖 Model: EXTERNAL_GENERATOR                                                                                                                    │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-20 20:21:28 (b7ee6666-4168-4983-af41-ef533d8ac5d2): SOBOL, Started OmniOpt2 run...
2026-07-20 20:21:28 (b7ee6666-4168-4983-af41-ef533d8ac5d2): SOBOL, getting new HP set (no sbatch)
2026-07-20 20:21:28 (b7ee6666-4168-4983-af41-ef533d8ac5d2): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2026-07-20 20:21:28 (b7ee6666-4168-4983-af41-ef533d8ac5d2): SOBOL, eval #1/1 start                    
2026-07-20 20:21:28 (b7ee6666-4168-4983-af41-ef533d8ac5d2): SOBOL, starting new job                   
2026-07-20 20:21:28 (b7ee6666-4168-4983-af41-ef533d8ac5d2): SOBOL, started new job                    
2026-07-20 20:21:37 (b7ee6666-4168-4983-af41-ef533d8ac5d2): SOBOL, new result: RESULT: 5035431.000000 
2026-07-20 20:21:39 (b7ee6666-4168-4983-af41-ef533d8ac5d2): SOBOL, best RESULT: 5035431, finishing jobs, finished 1 job
2026-07-20 20:21:39 (b7ee6666-4168-4983-af41-ef533d8ac5d2): EXTERNAL_GENERATOR, best RESULT: 5035431, getting new HP set (no sbatch)
2026-07-20 20:21:39 (b7ee6666-4168-4983-af41-ef533d8ac5d2): EXTERNAL_GENERATOR, best RESULT: 5035431, requested 1 jobs, got 1, 0.06 s/job
2026-07-20 20:21:39 (b7ee6666-4168-4983-af41-ef533d8ac5d2): EXTERNAL_GENERATOR, best RESULT: 5035431, eval #1/1 start                    
2026-07-20 20:21:39 (b7ee6666-4168-4983-af41-ef533d8ac5d2): EXTERNAL_GENERATOR, best RESULT: 5035431, starting new job                   
2026-07-20 20:21:39 (b7ee6666-4168-4983-af41-ef533d8ac5d2): EXTERNAL_GENERATOR, best RESULT: 5035431, started new job                    
2026-07-20 20:21:48 (b7ee6666-4168-4983-af41-ef533d8ac5d2): EXTERNAL_GENERATOR, best RESULT: 5035431, new result: RESULT: 6511234.000000 
2026-07-20 20:21:50 (b7ee6666-4168-4983-af41-ef533d8ac5d2): EXTERNAL_GENERATOR, best RESULT: 6511234, ▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.119 │    1 │        0.119 │
│       2 │   0.069 │    1 │        0.069 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.094 │      │              │
│  Median │   0.094 │      │              │
│   Total │   0.188 │      │              │
│     Max │   0.119 │      │              │
│     Min │   0.069 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.024 │    1 │        0.024 │
│         2 │   0.062 │    1 │        0.062 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.043 │      │              │
│    Median │   0.043 │      │              │
│     Total │   0.086 │      │              │
│       Max │   0.062 │      │              │
│       Min │   0.024 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSIgJiYgZWNobyAiUkVTVUxUMjogJXoi']]
experiment_name	EXTERNAL_GENERATOR_test
mem_gb	1
parameter	[['x', 'range', '123', '1000', 'int', 'false'], ['y', 'choice', '5431,1234'], ['z', 'fixed', '111']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	EXTERNAL_GENERATOR
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	1
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=max']
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	cHl0aG9uMyAvaG9tZS9ydW5uZXIvd29yay9PbW5pT3B0L09tbmlPcHQvLnRlc3RzL2V4YW1wbGVfZXh0ZXJuYWwucHkK
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	1
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	1
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
1784578886,753.08984375,28.1

! No notable correlations between parameters were found (threshold: |r| > 0.3).

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	2
RESULT	5035431	6511234	5773332.5	737901.5	2
x	503	651	577	74	2
y	1234	5431	3332.5	2098.5	2
z	111	111	111	0	2

submitit INFO (2026-07-20 20:21:29,109) - Starting with JobEnvironment(job_id=86326, hostname=runnervm76tkm, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-20 20:21:29,109) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/EXTERNAL_GENERATOR_test/0/single_runs/86326/86326_submitted.pkl
Trial-Index: 0

Parameters: {"x": 503, "y": 5431, "z": 111}
Debug-Infos: 
echo "RESULT: 5035431" && echo "RESULT2: 111"
stdout:
 RESULT: 5035431
RESULT2: 111

stderr was empty
Result: {'RESULT': 5035431.0}
Final-results: {'RESULT': 5035431.0}
EXIT_CODE: 0
submitit INFO (2026-07-20 20:21:36,662) - Job completed successfully
submitit INFO (2026-07-20 20:21:36,662) - Exiting after successful completion