OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4
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	OO_Info_SLURM_JOB_ID	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
nan	nan	nan	nan	nan	2.0456612593	-88	-100.0	-100	8	1.0017862698

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BO_MIXED	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

2025-12-28 21:10:35 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, 4 done, waiting for 1 job, finished 1 job

Git-Version

Commit: c53538d72fd964f91794defe73be612acdc56009 (9205)

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,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.265985338100000134886613523122,2.295756335700000150268351717386,-34,-36.11813068389892578125,-6,4
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BO_MIXED,1.001786269799999962160086397489,2.045661259300000089922377810581,-88,-100,-100,8
2,1766952614,7,7d65613e-870c-48f9-befd-53d89a112402,1766952621,1766952628,7,./.tests/optimization_example --int_param='-87' --float_param='-69.35908837736280929676' --choice_param='8'  --int_param_two='-94' --nr_results=2,0,,c138,-87,-94,-69.359088377362809296755585819483,8,2104742,2_0,COMPLETED,BO_MIXED,1.742223887777990087855073397805,2.224093117143159936688334710198,-87,-69.359088377362809296755585819483,-94,8
3,1766952615,6,7d65613e-870c-48f9-befd-53d89a112402,1766952621,1766952627,6,./.tests/optimization_example --int_param='-99' --float_param='-92.46353629668909945849' --choice_param='8'  --int_param_two='-68' --nr_results=2,0,,c113,-99,-68,-92.463536296689099458490090910345,8,2104743,3_0,COMPLETED,BO_MIXED,1.698404894516899910072993407084,2.406190557030159826723547666916,-99,-92.463536296689099458490090910345,-68,8


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

To cancel, press CTRL c, then run 'scancel 2104741'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
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⠋ Importing rich.table...
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⠋ Importing rich.pretty...
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⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
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⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
[WARNING 12-28 21:10:02] 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]`.
⠸ Importing rendering stuff...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠋ Importing torch...
⠋ Importing numpy...
⠋ Importing ax...
⠋ Importing ax.core.generator_run...
⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
⠋ Importing ax.core.arm...
⠋ Importing ax.core.objective...
⠋ Importing ax.core.Metric...
⠋ Importing ax.exceptions.core...
⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
⠋ Importing GenerationNode from generation_node...
⠋ Importing ExternalGenerationNode...
⠋ Importing MinTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Generators from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
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⠋ Importing Experiment...
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Using old run's --time: 60
Using old run's --gpus: 1
Using old run's --max_eval: 2
Run-UUID: d6fefd9b-bcaa-4b44-8242-57497f47ae2a
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| OmniOpt2 - Hyperparameter tuning: the art of maki |
| ng educated guesses look scientific!              |
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⠋ Writing worker creation log...
omniopt --continue runs/multi_results_2_results_BO_MIXED/0 --live_share --mem_gb=4 --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multi_results_2_results_BO_MIXED/1...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
⠋ Writing result names file...
⠋ Writing result min/max file...
⠋ Saving state files...
Run-folder: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multi_results_2_results_BO_MIXED/1
Continuation from runs/multi_results_2_results_BO_MIXED/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠼ Writing git information
⠋ Checking max_eval...
You have less --max_eval 2 than --num_random_steps 20. Switched both.
Warning: --num_random_steps 2 is smaller than --num_parallel_jobs 20. It's recommended that --num_parallel_jobs is the same as or a multiple of --num_random_steps
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=multi_results_2_results_BO_MIXED&run_nr=5 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: BO_MIXED 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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
BO_MIXED, 4 done, waiting for 1 job, finished 1 job                                     : 100%|██████████| 4/4 [00:26<00:00,  6.61s/it]


                                  Pareto-Front for RESULT1/RESULT2:                                   
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃   RESULT1    ┃   RESULT2    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      1      │    -88    │    -100     │     -100      │      8       │ 1.0017862698 │ 2.0456612593 │
└─────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                Runtime Infos                                 
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 7.00 sec  │   6.50 sec   │  6.50 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 21:10:09 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, Started OmniOpt2 run...
2025-12-28 21:10:13 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, getting new HP set     
2025-12-28 21:10:13 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, requested 1 jobs, got 1, 3.90 s/job
2025-12-28 21:10:14 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, eval #1/1 start                    
2025-12-28 21:10:14 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, starting new job                   
2025-12-28 21:10:14 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, unknown 1∑1 (5%/20), started new job
2025-12-28 21:10:15 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, unknown 1∑1 (5%/20), getting new HP set
2025-12-28 21:10:15 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, unknown 1∑1 (5%/20), requested 1 jobs, got 1, 0.66 s/job
2025-12-28 21:10:15 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, unknown 1∑1 (5%/20), eval #1/1 start                    
2025-12-28 21:10:15 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, unknown 1∑1 (5%/20), starting new job                   
2025-12-28 21:10:15 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, unknown 2∑2 (5%/20), started new job                    
2025-12-28 21:10:16 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, unknown 2∑2 (5%/20), waiting for 2 jobs                 
2025-12-28 21:10:19 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, unknown 2∑2 (10%/20), waiting for 2 jobs                
2025-12-28 21:10:20 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, running 2∑2 (10%/20), waiting for 2 jobs                
2025-12-28 21:10:27 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, running 2∑2 (10%/20), new result: RESULT1: 1.698405, RESULT2: 2.406191
2025-12-28 21:10:30 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, 3 done, running 1∑1 (10%/20), waiting for 2 jobs, finished 1 job      
2025-12-28 21:10:30 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, 3 done, running 1∑1 (10%/20), waiting for 1 job                       
2025-12-28 21:10:31 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, 3 done, running 1∑1 (10%/20), new result: RESULT1: 1.742224, RESULT2: 2.224093
2025-12-28 21:10:35 (7d65613e-870c-48f9-befd-53d89a112402): BO_MIXED, 4 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.464 │    1 │        0.464 │
│       2 │   0.183 │    1 │        0.183 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.323 │      │              │
│  Median │   0.323 │      │              │
│   Total │   0.647 │      │              │
│     Max │   0.464 │      │              │
│     Min │   0.183 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   3.904 │    1 │        3.904 │
│         2 │   0.659 │    1 │        0.659 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   2.282 │      │              │
│    Median │   2.282 │      │              │
│     Total │   4.563 │      │              │
│       Max │   3.904 │      │              │
│       Min │   0.659 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	4
parameter	None
continue_previous_job	runs/multi_results_2_results_BO_MIXED/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/s3811141
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	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

1766952606.0135,20,0,0
1766952614.4041,20,0,0
1766952614.6091,20,1,5
1766952618.7266,20,1,5
1766952619.2782,20,2,10
1766952632.9347,20,2,10
1766952634.5202,20,0,0
1766952642.309,20,0,0

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1766952606,816.86328125,18.3

`RESULT1` (goal: minimize)

Best value: 1.0017862698
Achieved at:
- RESULT2 = 2.0456612593
- int_param = -88
- float_param = -100
- int_param_two = -100
- choice_param = 8

`RESULT2` (goal: minimize)

Best value: 2.0456612593
Achieved at:
- RESULT1 = 1.0017862698
- int_param = -88
- float_param = -100
- int_param_two = -100
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-99	-87	-93	6	2
OO_Info_int_param_two	-94	-68	-81	13	2
OO_Info_float_param	-92.4635	-69.3591	-80.9113	11.5522	2
OO_Info_choice_param	8	8	8	0	2
RESULT1	1.0018	1.7422	1.4271	0.3081	4
RESULT2	2.0457	2.4062	2.2429	0.1311	4
int_param	-99	-34	-77	25.2686	4
float_param	-100	-36.1181	-74.4852	24.8623	4
int_param_two	-100	-6	-67	37.2156	4
choice_param	4	8	7	1.7321	4

submitit INFO (2025-12-28 21:10:19,088) - Starting with JobEnvironment(job_id=2104742, hostname=c138, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 21:10:19,088) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/multi_results_2_results_BO_MIXED/1/single_runs/2104742/2104742_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -87, "float_param": -69.35908837736281, "choice_param": 8, "int_param_two": -94}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-87' --float_param='-69.35908837736280929676' --choice_param='8'  --int_param_two='-94' --nr_results=2 
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2104742
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1766952621.9262056
Last modification: 1751868744.0086284
Hostname: c138
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-87' --float_param='-69.35908837736280929676' --choice_param='8'  --int_param_two='-94' --nr_results=2 
stdout:
 OO-Info: int_param: -87
OO-Info: int_param_two: -94
OO-Info: float_param: -69.35908837736280929676
OO-Info: choice_param: 8
RESULT1: 1.74222388777799
RESULT2: 2.22409311714316

stderr was empty
Result: {'RESULT1': 1.74222388777799, 'RESULT2': 2.22409311714316}
Final-results: {'RESULT1': 1.74222388777799, 'RESULT2': 2.22409311714316}
EXIT_CODE: 0
submitit INFO (2025-12-28 21:10:28,034) - Job completed successfully
submitit INFO (2025-12-28 21:10:28,035) - Exiting after successful completion