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
-100	10	-100.0	8	2.62369639575215	-100	-100.0	10	8	1.34463047732516

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

2025-12-28 15:24:55 (d5690b4e-c747-4593-a833-adaf5605f3d8): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

Git-Version

Commit: 0883c8507733c008c2c87295564d8f77117d8562 (9176-10-g0883c8507)

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
0,1766935471,2,d5690b4e-c747-4593-a833-adaf5605f3d8,1766935473,1766935479,6,./.tests/optimization_example  --int_param='-32' --float_param='-0.22476077079772949219' --choice_param='16' --int_param_two='-70' --nr_results=2,0,,runnervmh13bl,-32,-70,-0.224760770797729408920773153113,16,0_0,COMPLETED,SOBOL,1.930307500600000114587828647927,2.986889663899999991514278008253,-32,-0.2247607707977294921875,-70,16
1,1766935482,2,d5690b4e-c747-4593-a833-adaf5605f3d8,1766935484,1766935490,6,./.tests/optimization_example  --int_param='-100' --float_param='-100' --choice_param='8' --int_param_two='10' --nr_results=2,0,,runnervmh13bl,-100,10,-100,8,1_0,COMPLETED,BOTORCH_MODULAR,1.344630477325160056167874245148,2.623696395752149967961486254353,-100,-100,10,8


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

Current git-hash: 0883c8507733c008c2c87295564d8f77117d8562 (last fully tested stable version 10 commits ago [615815d7faceb30fd81f992ecff2c39b1a8872ef, 9176])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-28 15:24:27] 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: 0b8e0150-2b2d-4b56-994b-3fe3f33d7eab
  _________________________________________________
 /                                                 \
| OmniOpt2 - Fine-tuning on a quantum level – Schrö |
| dinger’s hyperparameter.                          |
 \                                                 /
  =================================================
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                                                            \
                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_Cont_X_trans --transforms=Cont_X_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/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TRANSFORMS_Cont_X_trans&run_nr=214 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      │   -100    │    -100     │      10       │      8       │ 1.34463047732516 │ 2.62369639575215 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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 │   0.044 │    1 │        0.044 │
│         2 │   0.675 │    1 │        0.675 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.360 │      │              │
│    Median │   0.360 │      │              │
│     Total │   0.719 │      │              │
│       Max │   0.675 │      │              │
│       Min │   0.044 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.229 │    1 │        0.229 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.347 │      │              │
│     Max │   0.229 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-12-28 15:24:31 (d5690b4e-c747-4593-a833-adaf5605f3d8): SOBOL, Started OmniOpt2 run...
2025-12-28 15:24:31 (d5690b4e-c747-4593-a833-adaf5605f3d8): SOBOL, getting new HP set (no sbatch)
2025-12-28 15:24:31 (d5690b4e-c747-4593-a833-adaf5605f3d8): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2025-12-28 15:24:31 (d5690b4e-c747-4593-a833-adaf5605f3d8): SOBOL, eval #1/1 start                    
2025-12-28 15:24:31 (d5690b4e-c747-4593-a833-adaf5605f3d8): SOBOL, starting new job                   
2025-12-28 15:24:31 (d5690b4e-c747-4593-a833-adaf5605f3d8): SOBOL, started new job                    
2025-12-28 15:24:40 (d5690b4e-c747-4593-a833-adaf5605f3d8): SOBOL, new result: RESULT1: 1.930308, RESULT2: 2.986890
2025-12-28 15:24:41 (d5690b4e-c747-4593-a833-adaf5605f3d8): SOBOL, 1 done, finishing jobs, finished 1 job          
2025-12-28 15:24:42 (d5690b4e-c747-4593-a833-adaf5605f3d8): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2025-12-28 15:24:42 (d5690b4e-c747-4593-a833-adaf5605f3d8): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.67 s/job
2025-12-28 15:24:42 (d5690b4e-c747-4593-a833-adaf5605f3d8): BOTORCH_MODULAR, 1 done, eval #1/1 start                    
2025-12-28 15:24:42 (d5690b4e-c747-4593-a833-adaf5605f3d8): BOTORCH_MODULAR, 1 done, starting new job                   
2025-12-28 15:24:42 (d5690b4e-c747-4593-a833-adaf5605f3d8): BOTORCH_MODULAR, 1 done, started new job                    
2025-12-28 15:24:51 (d5690b4e-c747-4593-a833-adaf5605f3d8): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.344630, RESULT2: 2.623696
2025-12-28 15:24:55 (d5690b4e-c747-4593-a833-adaf5605f3d8): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.229 │    1 │        0.229 │
│       2 │   0.118 │    1 │        0.118 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.174 │      │              │
│  Median │   0.174 │      │              │
│   Total │   0.347 │      │              │
│     Max │   0.229 │      │              │
│     Min │   0.118 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.044 │    1 │        0.044 │
│         2 │   0.675 │    1 │        0.675 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.360 │      │              │
│    Median │   0.360 │      │              │
│     Total │   0.719 │      │              │
│       Max │   0.675 │      │              │
│       Min │   0.044 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
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']
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
1766935468,784.39453125,27.3

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-32	-66	34	2
OO_Info_int_param_two	-70	10	-30	40	2
OO_Info_float_param	-100	-0.2248	-50.1124	49.8876	2
OO_Info_choice_param	8	16	12	4	2
RESULT1	1.3446	1.9303	1.6375	0.2928	2
RESULT2	2.6237	2.9869	2.8053	0.1816	2
int_param	-100	-32	-66	34	2
float_param	-100	-0.2248	-50.1124	49.8876	2
int_param_two	-70	10	-30	40	2
choice_param	8	16	12	4	2

submitit INFO (2025-12-28 15:24:31,756) - Starting with JobEnvironment(job_id=117695, hostname=runnervmh13bl, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 15:24:31,756) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/117695/117695_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -32, "float_param": -0.2247607707977295, "int_param_two": -70, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-32' --float_param='-0.22476077079772949219' --choice_param='16' --int_param_two='-70' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1766933074.0619576
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1766933412.4141996
Last modification: 1766933074.0619576
Hostname: runnervmh13bl
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-32' --float_param='-0.22476077079772949219' --choice_param='16' --int_param_two='-70' --nr_results=2
stdout:
 OO-Info: int_param: -32
OO-Info: int_param_two: -70
OO-Info: float_param: -0.22476077079772949219
OO-Info: choice_param: 16
RESULT1: 1.93030750060371
RESULT2: 2.98688966394135

stderr was empty
Result: {'RESULT1': 1.93030750060371, 'RESULT2': 2.98688966394135}
Final-results: {'RESULT1': 1.93030750060371, 'RESULT2': 2.98688966394135}
EXIT_CODE: 0
submitit INFO (2025-12-28 15:24:39,328) - Job completed successfully
submitit INFO (2025-12-28 15:24:39,328) - Exiting after successful completion