OmniOpt2

Experiment overview

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

Best RESULT1, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-26	-95	-2.159493198948659	hallo	2.45407615494648	-26	-2.159493198948659	-95	hallo	1.02838621994397

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2025-11-04 19:06:18 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 1eacf3041c19e479bd2ff269d046c55201c14bb5 (9069-1-g1eacf3041)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1762283152,2,a91e782e-f6ae-4f87-b220-4e28aea52e7e,1762283154,1762283160,6,./.tests/optimization_example  --int_param='-36' --float_param='-59.51944261789321899414' --choice_param='4' --int_param_two='4' --nr_results=2,0,,runnervmf2e7y,-36,4,-59.519442617893218994140625,4,0_0,COMPLETED,SOBOL,1.451561563999999915353100732318,2.730198403400000195517804968404,-36,-59.519442617893218994140625,4,4
1,1762283165,2,a91e782e-f6ae-4f87-b220-4e28aea52e7e,1762283167,1762283173,6,./.tests/optimization_example  --int_param='-26' --float_param='-2.15949319894865920944' --choice_param='hallo' --int_param_two='-95' --nr_results=2,0,,runnervmf2e7y,-26,-95,-2.159493198948659209435163575108,hallo,1_0,COMPLETED,BOTORCH_MODULAR,1.028386219943969948076301079709,2.454076154946479793039770811447,-26,-2.159493198948659209435163575108,-95,hallo


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

Current git-hash: 1eacf3041c19e479bd2ff269d046c55201c14bb5 (last fully tested stable version 1 commit ago [7a7a36b0d71c0f21242cd3e193c84e6375482517, 9069])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 19:05:48] 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: 1ccb8c40-6e2c-42fd-b72e-2db422615f30
 _____                 _ _____       _   _____ 
|  _  |               (_)  _  |     | | / __  \
| | | |_ __ ___  _ __  _| | | |_ __ | |_`' / /'
| | | | '_ ` _ \| '_ \| | | | | '_ \| __| / /  
\ \_/ / | | | | | | | | \ \_/ / |_) | |_./ /___
 \___/|_| |_| |_|_| |_|_|\___/| .__/ \__\_____/
                              | |              
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_no_transforms --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_no_transforms/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TRANSFORMS_no_transforms&run_nr=79 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 1 step.
Run-Program: ./.tests/optimization_example  --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=2
                                       Experiment parameters                                       
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
Your console does not support sixel-images. Will not print Pareto-frontier as a 
matplotlib-sixel-plot for RESULT1/RESULT2.
                                          Pareto-Front for RESULT1/RESULT2:                                          
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃    float_param     ┃ int_param_two ┃ choice_param ┃     RESULT1      ┃     RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │    -26    │ -2.159493198948659 │      -95      │    hallo     │ 1.02838621994397 │ 2.45407615494648 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     Failed Jobs parameters                                     
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   0.901 │    1 │        0.901 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.458 │      │              │
│    Median │   0.458 │      │              │
│     Total │   0.915 │      │              │
│       Max │   0.901 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.220 │    1 │        0.220 │
│       2 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.165 │      │              │
│  Median │   0.165 │      │              │
│   Total │   0.331 │      │              │
│     Max │   0.220 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 19:05:52 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): SOBOL, Started OmniOpt2 run...
2025-11-04 19:05:52 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): SOBOL, getting new HP set (no sbatch)
2025-11-04 19:05:52 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 19:05:52 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): SOBOL, eval #1/1 start                    
2025-11-04 19:05:52 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): SOBOL, starting new job                   
2025-11-04 19:05:53 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): SOBOL, started new job                    
2025-11-04 19:06:02 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): SOBOL, new result: RESULT1: 1.451562, RESULT2: 2.730198
2025-11-04 19:06:04 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-11-04 19:06:05 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2025-11-04 19:06:05 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.90 s/job
2025-11-04 19:06:05 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2025-11-04 19:06:05 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): BOTORCH_MODULAR, 1 done, starting new job                   
2025-11-04 19:06:05 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): BOTORCH_MODULAR, 1 done, started new job                    
2025-11-04 19:06:14 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.028386, RESULT2: 2.454076
2025-11-04 19:06:18 (a91e782e-f6ae-4f87-b220-4e28aea52e7e): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.220 │    1 │        0.220 │
│       2 │   0.111 │    1 │        0.111 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.165 │      │              │
│  Median │   0.165 │      │              │
│   Total │   0.331 │      │              │
│     Max │   0.220 │      │              │
│     Min │   0.111 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   0.901 │    1 │        0.901 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.458 │      │              │
│    Median │   0.458 │      │              │
│     Total │   0.915 │      │              │
│       Max │   0.901 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	TRANSFORMS_no_transforms
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int']]
continue_previous_job	None
experiment_constraints	None
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	10
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	['RESULT1=min', 'RESULT2=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
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	True
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	1
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
1762283149,776.08984375,27.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-36	-26	-31	5	2
OO_Info_int_param_two	-95	4	-45.5	49.5	2
OO_Info_float_param	-59.5194	-2.1595	-30.8395	28.68	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.0284	1.4516	1.24	0.2116	2
RESULT2	2.4541	2.7302	2.5921	0.1381	2
int_param	-36	-26	-31	5	2
float_param	-59.5194	-2.1595	-30.8395	28.68	2
int_param_two	-95	4	-45.5	49.5	2
choice_param	No numerical statistics available

/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 (2025-11-04 19:05:53,335) - Starting with JobEnvironment(job_id=148995, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 19:05:53,335) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_no_transforms/0/single_runs/148995/148995_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -36, "float_param": -59.51944261789322, "int_param_two": 4, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-36' --float_param='-59.51944261789321899414' --choice_param='4' --int_param_two='4' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762280496.942035
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762280857.5191922
Last modification: 1762280496.942035
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-36' --float_param='-59.51944261789321899414' --choice_param='4' --int_param_two='4' --nr_results=2
stdout:
 OO-Info: int_param: -36
OO-Info: int_param_two: 4
OO-Info: float_param: -59.51944261789321899414
OO-Info: choice_param: 4
RESULT1: 1.45156156395479
RESULT2: 2.7301984034452

stderr was empty
Result: {'RESULT1': 1.45156156395479, 'RESULT2': 2.7301984034452}
Final-results: {'RESULT1': 1.45156156395479, 'RESULT2': 2.7301984034452}
EXIT_CODE: 0
submitit INFO (2025-11-04 19:06:00,908) - Job completed successfully
submitit INFO (2025-11-04 19:06:00,908) - Exiting after successful completion