OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	2
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	OO_Info_SLURM_JOB_ID	int_param	float_param	int_param_two	choice_param	RESULT
-53	-60	8.056833744049072	hallo	1164169	-53	8.056833744049072	-60	hallo	-75983.9623253876

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-10-24 12:52:00 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, best RESULT: -75983.9623253876, waiting for 1 job, finished 1 job

Git-Version

Commit: 9ea50c5672e83fb0cab68074149f31bc18eaa6f7 (8863)

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,RESULT,int_param,float_param,int_param_two,choice_param
0,1761303101,8,aad3ca8e-7cbf-4d34-9428-092928515041,1761303109,1761303115,6,./.tests/optimization_example --int_param='-53' --float_param='8.05683374404907226562' --choice_param='hallo' --int_param_two='-60',0,,c135,-53,-60,8.056833744049072265625,hallo,1164169,0_0,COMPLETED,SOBOL,-75983.962325387605233117938041687012,-53,8.056833744049072265625,-60,hallo
1,1761303101,9,aad3ca8e-7cbf-4d34-9428-092928515041,1761303110,1761303116,6,./.tests/optimization_example --int_param='-45' --float_param='-54.86909771338105201721' --choice_param='1' --int_param_two='3',0,,c139,-45,3,-54.869097713381044911784556461498,1,1164168,1_0,COMPLETED,SOBOL,-61360.808610143700207117944955825806,-45,-54.8690977133810520172119140625,3,1


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

To cancel, press CTRL c, then run 'scancel 1164167'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
⠋ Importing socket...
⠋ Importing stat...
⠋ Importing pwd...
⠋ Importing base64...
⠋ Importing json...
⠋ Importing yaml...
⠋ Importing toml...
⠋ Importing csv...
⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
⠋ Importing platform...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Parsing arguments...
⠼ Importing torch...
⠋ Importing numpy...
[WARNING 10-24 12:51:24] 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 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 MaxTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
⠋ Importing RandomForestRegressor...
⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Run-UUID: c0f2e100-d650-49c4-924f-8d97324de875
  _________________________________________________
 /                                                 \
| OmniOpt2 - This is not madness... this is hyperpa |
| rameter tuning!                                   |
 \                                                 /
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⠋ Writing worker creation log...
omniopt --config_yaml=.tests/example_config_gpu.yaml --follow --mem_gb=4
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__/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: /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__/1
⠋ 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...
⠋ Setting global generation strategy
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=__main__tests__&run_nr=1 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: SOBOL for 2 steps.
Run-Program: ./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)'
                                       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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: -75983.9623253876, waiting for 1 job, finished 1 job                      : 100%|██████████| 2/2 [00:28<00:00, 14.17s/it]
                                                                                    Best RESULT, min (total: 2)                                                                                     
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ OO_Info_SLURM_JOB_ID ┃ int_param ┃ float_param       ┃ int_param_two ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -53               │ -60                   │ 8.056833744049072   │ hallo                │ 1164169              │ -53       │ 8.056833744049072 │ -60           │ hallo        │ -75983.9623253876 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴───────────────────┴───────────────┴──────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-24 12:51:32 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, Started OmniOpt2 run...
2025-10-24 12:51:34 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, getting new HP set #1/2
2025-10-24 12:51:34 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, getting new HP set #2/2
2025-10-24 12:51:35 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, requested 2 jobs, got 2, 0.44 s/job
2025-10-24 12:51:38 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, eval #1/2 start                    
2025-10-24 12:51:40 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, eval #2/2 start                    
2025-10-24 12:51:41 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, starting new job                   
2025-10-24 12:51:42 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, unknown 1 = ∑1/20, started new job 
2025-10-24 12:51:43 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, unknown 2 = ∑2/20, started new job 
2025-10-24 12:51:44 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, unknown 2 = ∑2/20, waiting for 2 jobs
2025-10-24 12:51:48 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, running 2 = ∑2/20, waiting for 2 jobs
2025-10-24 12:51:55 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, running 2 = ∑2/20, new result: RESULT: -75983.962325
2025-10-24 12:51:58 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, best RESULT: -75983.9623253876, completed 1 = ∑1/20, waiting for 2 jobs, finished 1 job
2025-10-24 12:51:58 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, best RESULT: -75983.9623253876, completed 1 = ∑1/20, waiting for 1 job                 
2025-10-24 12:51:58 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, best RESULT: -75983.9623253876, completed 1 = ∑1/20, new result: RESULT: -61360.808610 
2025-10-24 12:52:00 (aad3ca8e-7cbf-4d34-9428-092928515041): SOBOL, best RESULT: -75983.9623253876, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   2.381 │    2 │        1.190 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   2.381 │      │              │
│  Median │   2.381 │      │              │
│   Total │   2.381 │      │              │
│     Max │   2.381 │      │              │
│     Min │   2.381 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.870 │    2 │        0.435 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.870 │      │              │
│    Median │   0.870 │      │              │
│     Total │   0.870 │      │              │
│       Max │   0.870 │      │              │
│       Min │   0.870 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	.tests/example_config_gpu.yaml
config_toml	None
config_json	None
num_random_steps	20
max_eval	2
run_program	./.tests/optimization_example --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)'
	--int_param_two='%(int_param_two)'
experiment_name	__main__tests__
mem_gb	4
parameter	[{'param': ['int_param', 'range', '-100', '10', 'int']}, {'param': ['float_param', 'range', '-100', '10', 'float']}, {'param': ['choice_param',
	'choice', '1,2,4,8,16,hallo']}, {'param': ['int_param_two', 'range', '-100', '10', 'int'], 'num_random_steps': 1, 'model': 'BOTORCH_MODULAR',
	'auto_exclude_defective_hosts': True}]
continue_previous_job	None
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	True
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	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	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	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	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

1761303087.9135,20,0,0
1761303101.3235,20,0,0
1761303102.35,20,2,10
1761303120.5172,20,2,10
1761303122.8009,20,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761303087,807.62890625,9.3

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-53	-45	-49	4	2
OO_Info_int_param_two	-60	3	-28.5	31.5	2
OO_Info_float_param	-54.8691	8.0568	-23.4061	31.463	2
OO_Info_choice_param	No numerical statistics available
RESULT	-75983.9623	-61360.8086	-68672.3855	7311.5769	2
int_param	-53	-45	-49	4	2
float_param	-54.8691	8.0568	-23.4061	31.463	2
int_param_two	-60	3	-28.5	31.5	2
choice_param	No numerical statistics available

submitit INFO (2025-10-24 12:51:47,016) - Starting with JobEnvironment(job_id=1164168, hostname=c139, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 12:51:47,019) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__/1/single_runs/1164168/1164168_submitted.pkl
Trial-Index: 1

Parameters: {"int_param": -45, "float_param": -54.86909771338105, "int_param_two": 3, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-45' --float_param='-54.86909771338105201721' --choice_param='1' --int_param_two='3'
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1164168
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761303110.0
Last modification: 1755343211.0
Hostname: c139
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-45' --float_param='-54.86909771338105201721' --choice_param='1' --int_param_two='3'
stdout:
 OO-Info: int_param: -45
OO-Info: int_param_two: 3
OO-Info: float_param: -54.86909771338105201721
OO-Info: choice_param: 1
RESULT: -61360.8086101437

stderr was empty
Result: {'RESULT': -61360.8086101437}
Final-results: {'RESULT': -61360.8086101437}
EXIT_CODE: 0
submitit INFO (2025-10-24 12:51:56,912) - Job completed successfully
submitit INFO (2025-10-24 12:51:56,926) - Exiting after successful completion