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
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
-73	-37	-65.01610994338989	1	2102831	-73	-65.01610994338989	-37	1	-127604.276516049

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
RESULT	min

Last progressbar status

2025-12-28 17:34:30 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, waiting for 1 job, finished 1 job

Git-Version

Commit: c53538d72fd964f91794defe73be612acdc56009 (9193-12-gc53538d72)

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
0,1766939637,10,eb6e88fd-7859-4db1-a698-148b81d16736,1766939647,1766939653,6,./.tests/optimization_example --int_param='-73' --float_param='-65.01610994338989257812' --choice_param='1'  --int_param_two='-37' --nr_results=1,0,,c63,-73,-37,-65.016109943389892578125,1,2102831,0_0,COMPLETED,SOBOL,-127604.276516048994380980730056762695,-73,-65.016109943389892578125,-37,1
1,1766939656,5,eb6e88fd-7859-4db1-a698-148b81d16736,1766939662,1766939668,6,./.tests/optimization_example --int_param='-15' --float_param='-17.42015746742254833634' --choice_param='8'  --int_param_two='-89' --nr_results=1,0,,c126,-15,-89,-17.420157467422548336344334529713,8,2102832,1_0,COMPLETED,BOTORCH_MODULAR,-96816.35460864020569715648889541626,-15,-17.420157467422548336344334529713,-89,8


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

To cancel, press CTRL c, then run 'scancel 2102830'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
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⠋ 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...
[WARNING 12-28 17:33:48] 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...
⠋ 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: e724a599-e7bf-4edf-b9d4-7a218d5765fe
  __________________________________________
| OmniOpt2 - Precision tuning, no shortcuts. |
  ==========================================
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=adding_old_jobs_to_new_jobs --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/adding_old_jobs_to_new_jobs/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/adding_old_jobs_to_new_jobs/1
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠼ Writing git information
⠋ Checking max_eval...
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=adding_old_jobs_to_new_jobs&run_nr=1 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
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=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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -127604.276516049, waiting for 1 job, finished 1 job           : 100%|██████████| 2/2 [00:34<00:00, 17.38s/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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -73               │ -37                   │ -65.01610994338989  │ 1                    │ 2102831              │ -73       │ -65.01610994338989 │ -37           │ 1            │ -127604.276516049 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-12-28 17:33:55 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, Started OmniOpt2 run...
2025-12-28 17:33:56 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, getting new HP set     
2025-12-28 17:33:56 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, requested 1 jobs, got 1, 0.14 s/job
2025-12-28 17:33:56 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, eval #1/1 start                    
2025-12-28 17:33:57 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, starting new job                   
2025-12-28 17:33:57 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, unknown 1, started new job         
2025-12-28 17:33:58 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, unknown 1, waiting for 1 job       
2025-12-28 17:33:59 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, pending 1, waiting for 1 job       
2025-12-28 17:34:07 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, running 1, waiting for 1 job       
2025-12-28 17:34:14 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, running 1, new result: RESULT: -127604.276516
2025-12-28 17:34:15 (eb6e88fd-7859-4db1-a698-148b81d16736): SOBOL, best RESULT: -127604.276516049, waiting for 1 job, finished 1 job
2025-12-28 17:34:15 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, getting new HP set     
2025-12-28 17:34:15 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, requested 1 jobs, got 1, 0.24 s/job
2025-12-28 17:34:16 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, eval #1/1 start                    
2025-12-28 17:34:16 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, starting new job                   
2025-12-28 17:34:16 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, unknown 1, started new job         
2025-12-28 17:34:17 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, unknown 1, waiting for 1 job       
2025-12-28 17:34:18 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, pending 1, waiting for 1 job       
2025-12-28 17:34:21 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, running 1, waiting for 1 job       
2025-12-28 17:34:28 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, running 1, new result: RESULT: -96816.354609
2025-12-28 17:34:30 (eb6e88fd-7859-4db1-a698-148b81d16736): BOTORCH_MODULAR, best RESULT: -127604.276516049, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.568 │    1 │        0.568 │
│       2 │   0.163 │    1 │        0.163 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.365 │      │              │
│  Median │   0.365 │      │              │
│   Total │   0.731 │      │              │
│     Max │   0.568 │      │              │
│     Min │   0.163 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.136 │    1 │        0.136 │
│         2 │   0.245 │    1 │        0.245 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.190 │      │              │
│    Median │   0.190 │      │              │
│     Total │   0.380 │      │              │
│       Max │   0.245 │      │              │
│       Min │   0.136 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
experiment_name	adding_old_jobs_to_new_jobs
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/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	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	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	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	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

1766939632.4923,1,0,0
1766939637.1481,1,0,0
1766939637.3945,1,1,100
1766939670.5008,1,1,100
1766939672.823,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1766939632,819.19921875,24.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-73	-15	-44	29	2
OO_Info_int_param_two	-89	-37	-63	26	2
OO_Info_float_param	-65.0161	-17.4202	-41.2181	23.798	2
OO_Info_choice_param	1	8	4.5	3.5	2
RESULT	-127604.2765	-96816.3546	-112210.3156	15393.961	2
int_param	-73	-15	-44	29	2
float_param	-65.0161	-17.4202	-41.2181	23.798	2
int_param_two	-89	-37	-63	26	2
choice_param	1	8	4.5	3.5	2

submitit INFO (2025-12-28 17:34:04,126) - Starting with JobEnvironment(job_id=2102831, hostname=c63, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 17:34:04,126) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/adding_old_jobs_to_new_jobs/1/single_runs/2102831/2102831_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -73, "float_param": -65.01610994338989, "int_param_two": -37, "choice_param": 1}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-73' --float_param='-65.01610994338989257812' --choice_param='1'  --int_param_two='-37' --nr_results=1
pwd: /home/h8/s3811141/test/randomtest_93382/OmniOpt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 2102831
Status-Change-Time: 1751868744.0086284
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1766938866.3918235
Last modification: 1751868744.0086284
Hostname: c63
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-73' --float_param='-65.01610994338989257812' --choice_param='1'  --int_param_two='-37' --nr_results=1
stdout:
 OO-Info: int_param: -73
OO-Info: int_param_two: -37
OO-Info: float_param: -65.01610994338989257812
OO-Info: choice_param: 1
RESULT: -127604.276516049

stderr was empty
Result: {'RESULT': -127604.276516049}
Final-results: {'RESULT': -127604.276516049}
EXIT_CODE: 0
submitit INFO (2025-12-28 17:34:13,667) - Job completed successfully
submitit INFO (2025-12-28 17:34:13,668) - Exiting after successful completion