OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Nr. imported jobs	2

Best RESULT1, min (total: 2 + inserted jobs: 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
nan	nan	nan	nan	2.7895234319	-15	-81.11809432506561	-25	4	1.0813061805

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	3	3

Experiment parameters

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

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2025-11-26 14:41:32 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 4 done, finishing jobs, finished 1 job

Git-Version

Commit: 329e5287f0ba30e8386d9869cb3f341679513859 (9092-13-g329e5287f)

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,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.081306180499999936017729851301,2.789523431900000183247811946785,-15,-81.11809432506561279296875,-25,4
1,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.607184819700000044662147047347,2.050076173699999948496497381711,-44,-66.310849912002993278292706236243,-67,4
2,1764168063,2,bb4df43a-4a98-40b5-a330-4033ab75e8cc,1764168065,1764168071,6,./.tests/optimization_example --int_param='-5' --float_param='-74.48053015570704360471' --choice_param='8'  --int_param_two='-90' --nr_results=2,0,,runnervmfxdz0,-5,-90,-74.480530155707043604706996120512,8,2_0,COMPLETED,UNIFORM,1.324690913900000044378657548805,2.581699463900000157678960022167,-5,-74.480530155707043604706996120512,-90,8
3,1764168077,2,bb4df43a-4a98-40b5-a330-4033ab75e8cc,1764168079,1764168085,6,./.tests/optimization_example --int_param='-22' --float_param='-26.21242260000379076246' --choice_param='2'  --int_param_two='-16' --nr_results=2,0,,runnervmfxdz0,-22,-16,-26.212422600003790762457356322557,2,3_0,COMPLETED,UNIFORM,1.144927631438809934039113613835,2.64793056212098987245440184779,-22,-26.212422600003790762457356322557,-16,2


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

Current git-hash: 329e5287f0ba30e8386d9869cb3f341679513859 (last fully tested stable version 13 commits ago [49f363966854052274c101fbfc2cfa1309f50d21, 9092])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-26 14:40:59] 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]`.
Using old run's --time: 60
Using old run's --gpus: 0
Using old run's --max_eval: 2
Run-UUID: 1710cc68-fa71-44ae-a7c3-7d854a99094e
  ___________________________________________
| OmniOpt2 - Like a hyperparameter whisperer. |
  ===========================================
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                                               |   O   O  | \ \ |
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                                            / /|          |  / /|
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                                                  <__/    \__>
omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/0
You have less --max_eval 2 than --num_random_steps 20. Switched both.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_UNIFORM&run_nr=249 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: UNIFORM for 4 steps.
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     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -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      │    -15    │ -81.11809432506561 │      -25      │      4       │   1.0813061805   │   2.7895234319   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      1      │    -44    │  -66.310849912003  │      -67      │      4       │   1.6071848197   │   2.0500761737   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │    -5     │ -74.48053015570704 │      -90      │      8       │   1.3246909139   │   2.5816994639   │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -22    │ -26.21242260000379 │      -16      │      2       │ 1.14492763143881 │ 2.64793056212099 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                     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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-26 14:41:03 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, Started OmniOpt2 run...
2025-11-26 14:41:03 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, getting new HP set (no sbatch)
2025-11-26 14:41:03 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, requested 1 jobs, got 1, 0.03 s/job
2025-11-26 14:41:03 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, eval #1/1 start                    
2025-11-26 14:41:03 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, starting new job                   
2025-11-26 14:41:03 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, started new job                    
2025-11-26 14:41:12 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, new result: RESULT1: 1.324691, RESULT2: 2.581699
2025-11-26 14:41:16 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 3 done, finishing jobs, finished 1 job          
2025-11-26 14:41:17 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 3 done, getting new HP set (no sbatch)          
2025-11-26 14:41:17 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 3 done, requested 1 jobs, got 1, 0.08 s/job     
2025-11-26 14:41:17 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 3 done, eval #1/1 start                         
2025-11-26 14:41:17 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 3 done, starting new job                        
2025-11-26 14:41:17 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 3 done, started new job                         
2025-11-26 14:41:26 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 3 done, new result: RESULT1: 1.144928, RESULT2: 2.647931
2025-11-26 14:41:32 (bb4df43a-4a98-40b5-a330-4033ab75e8cc): UNIFORM, 4 done, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.108 │    1 │        0.108 │
│       2 │   0.098 │    1 │        0.098 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.103 │      │              │
│  Median │   0.103 │      │              │
│   Total │   0.206 │      │              │
│     Max │   0.108 │      │              │
│     Min │   0.098 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.031 │    1 │        0.031 │
│         2 │   0.082 │    1 │        0.082 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.056 │      │              │
│    Median │   0.056 │      │              │
│     Total │   0.113 │      │              │
│       Max │   0.082 │      │              │
│       Min │   0.031 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	1
parameter	None
continue_previous_job	runs/multi_results_2_results_UNIFORM/0
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	False
send_anonymized_usage_stats	False
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	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	False
revert_to_random_when_seemingly_exhausted	True
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
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	20
worker_timeout	30
slurm_use_srun	False
time
partition
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	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
1764168059,757.12109375,28.6

`RESULT1` (goal: minimize)

Best value: 1.0813061805
Achieved at:
- RESULT2 = 2.7895234319
- int_param = -15
- float_param = -81.118094325066
- int_param_two = -25
- choice_param = 4

`RESULT2` (goal: minimize)

Best value: 2.0500761737
Achieved at:
- RESULT1 = 1.6071848197
- int_param = -44
- float_param = -66.310849912003
- int_param_two = -67
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-22	-5	-13.5	8.5	2
OO_Info_int_param_two	-90	-16	-53	37	2
OO_Info_float_param	-74.4805	-26.2124	-50.3465	24.1341	2
OO_Info_choice_param	2	8	5	3	2
RESULT1	1.0813	1.6072	1.2895	0.204	4
RESULT2	2.0501	2.7895	2.5173	0.28	4
int_param	-44	-5	-21.5	14.3265	4
float_param	-81.1181	-26.2124	-62.0305	21.3342	4
int_param_two	-90	-16	-49.5	30.2861	4
choice_param	2	8	4.5	2.1794	4

submitit INFO (2025-11-26 14:41:04,005) - Starting with JobEnvironment(job_id=179847, hostname=runnervmfxdz0, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-26 14:41:04,005) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_UNIFORM/1/single_runs/179847/179847_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -5, "float_param": -74.48053015570704, "int_param_two": -90, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-5' --float_param='-74.48053015570704360471' --choice_param='8'  --int_param_two='-90' --nr_results=2 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1764164809.5911007
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1764165191.5957756
Last modification: 1764164809.5911007
Hostname: runnervmfxdz0
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-5' --float_param='-74.48053015570704360471' --choice_param='8'  --int_param_two='-90' --nr_results=2 
stdout:
 OO-Info: int_param: -5
OO-Info: int_param_two: -90
OO-Info: float_param: -74.48053015570704360471
OO-Info: choice_param: 8
RESULT1: 1.3246909138552
RESULT2: 2.58169946386212

stderr was empty
Result: {'RESULT1': 1.3246909138552, 'RESULT2': 2.58169946386212}
Final-results: {'RESULT1': 1.3246909138552, 'RESULT2': 2.58169946386212}
EXIT_CODE: 0
submitit INFO (2025-11-26 14:41:11,625) - Job completed successfully
submitit INFO (2025-11-26 14:41:11,625) - Exiting after successful completion