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
-3	5	-28.138312697410583	hallo	2.2730111658	-3	-28.138312697410583	5	hallo	1.7320448727

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

2025-11-03 13:23:18 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): BOTORCH_MODULAR, 2 done, 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,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
0,1762176173,3,0d0f7184-cb75-4cc5-aa84-a0155a1e728d,1762176176,1762176182,6,./.tests/optimization_example  --int_param='-3' --float_param='-28.13831269741058349609' --choice_param='hallo' --int_param_two='5' --nr_results=2,0,,runnervmf2e7y,-3,5,-28.13831269741058349609375,hallo,0_0,COMPLETED,SOBOL,1.732044872699999960019567879499,2.273011165799999844239209778607,-3,-28.13831269741058349609375,5,hallo
1,1762176185,2,0d0f7184-cb75-4cc5-aa84-a0155a1e728d,1762176187,1762176193,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='4' --int_param_two='-94' --nr_results=2,0,,runnervmf2e7y,-100,-94,-100,4,1_0,COMPLETED,BOTORCH_MODULAR,1.996008669332699936305175469897,2.723036603626920015841506028664,-100,-100,-94,4


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

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 13:22:50] 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: 44feaae9-af50-4b55-bd97-19274f58fa5c
  ________________________________
| OmniOpt2 - better than OmniOpt1! |
  ================================
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                                   \-  --__/   ___/\  XXXXXX            /  ___--/=
                                    \-\    ___/    XXXXXX              '--- XXXXXX
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                                          \XXXXXX      >                 _/XXXXX/
                                            \XXXXX--__/              __-- XXXX/
                                             -XXXXXXXX---------------  XXXXXX-
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                                                  ""VXXXXXXXXXXXXXXXXXXV""
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_Cont_X_trans_Y_trans --transforms=Cont_X_trans_Y_trans --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_Cont_X_trans_Y_trans/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TRANSFORMS_Cont_X_trans_Y_trans&run_nr=19 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    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      0      │    -3     │ -28.138312697410583 │       5       │    hallo     │ 1.7320448727 │ 2.2730111658 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                     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 │   0.016 │    1 │        0.016 │
│         2 │   0.898 │    1 │        0.898 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.457 │      │              │
│    Median │   0.457 │      │              │
│     Total │   0.914 │      │              │
│       Max │   0.898 │      │              │
│       Min │   0.016 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.225 │    1 │        0.225 │
│       2 │   0.116 │    1 │        0.116 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.170 │      │              │
│  Median │   0.170 │      │              │
│   Total │   0.340 │      │              │
│     Max │   0.225 │      │              │
│     Min │   0.116 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-03 13:22:53 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): SOBOL, Started OmniOpt2 run...
2025-11-03 13:22:53 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): SOBOL, getting new HP set (no sbatch)
2025-11-03 13:22:53 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-11-03 13:22:53 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): SOBOL, eval #1/1 start                    
2025-11-03 13:22:53 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): SOBOL, starting new job                   
2025-11-03 13:22:54 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): SOBOL, started new job                    
2025-11-03 13:23:03 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): SOBOL, new result: RESULT1: 1.732045, RESULT2: 2.273011
2025-11-03 13:23:04 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-11-03 13:23:05 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2025-11-03 13:23:05 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.90 s/job
2025-11-03 13:23:05 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2025-11-03 13:23:05 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): BOTORCH_MODULAR, 1 done, starting new job                   
2025-11-03 13:23:06 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): BOTORCH_MODULAR, 1 done, started new job                    
2025-11-03 13:23:15 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.996009, RESULT2: 2.723037
2025-11-03 13:23:18 (0d0f7184-cb75-4cc5-aa84-a0155a1e728d): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.225 │    1 │        0.225 │
│       2 │   0.116 │    1 │        0.116 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.170 │      │              │
│  Median │   0.170 │      │              │
│   Total │   0.340 │      │              │
│     Max │   0.225 │      │              │
│     Min │   0.116 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.016 │    1 │        0.016 │
│         2 │   0.898 │    1 │        0.898 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.457 │      │              │
│    Median │   0.457 │      │              │
│     Total │   0.914 │      │              │
│       Max │   0.898 │      │              │
│       Min │   0.016 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_Cont_X_trans_Y_trans
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	['Cont_X_trans_Y_trans']
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
1762176171,775.875,27

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-3	-51.5	48.5	2
OO_Info_int_param_two	-94	5	-44.5	49.5	2
OO_Info_float_param	-100	-28.1383	-64.0692	35.9308	2
OO_Info_choice_param	No numerical statistics available
RESULT1	1.732	1.996	1.864	0.132	2
RESULT2	2.273	2.723	2.498	0.225	2
int_param	-100	-3	-51.5	48.5	2
float_param	-100	-28.1383	-64.0692	35.9308	2
int_param_two	-94	5	-44.5	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 (2025-11-03 13:22:54,487) - Starting with JobEnvironment(job_id=153652, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 13:22:54,487) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans_Y_trans/0/single_runs/153652/153652_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -3, "float_param": -28.138312697410583, "int_param_two": 5, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-3' --float_param='-28.13831269741058349609' --choice_param='hallo' --int_param_two='5' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762173580.6807668
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762173963.4483624
Last modification: 1762173580.6807668
Hostname: runnervmf2e7y
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-3' --float_param='-28.13831269741058349609' --choice_param='hallo' --int_param_two='5' --nr_results=2
stdout:
 OO-Info: int_param: -3
OO-Info: int_param_two: 5
OO-Info: float_param: -28.13831269741058349609
OO-Info: choice_param: hallo
RESULT1: 1.73204487266867
RESULT2: 2.27301116576152

stderr was empty
Result: {'RESULT1': 1.73204487266867, 'RESULT2': 2.27301116576152}
Final-results: {'RESULT1': 1.73204487266867, 'RESULT2': 2.27301116576152}
EXIT_CODE: 0
submitit INFO (2025-11-03 13:23:02,173) - Job completed successfully
submitit INFO (2025-11-03 13:23:02,174) - Exiting after successful completion