OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	UNIFORM
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT1, min (total: 2)

OO_Info_int_param	OO_Info_int_para…	OO_Info_float_pa…	OO_Info_choice_…	OO_Info_SLURM_JO…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
-21	-10	-0.2623835362115…	16	1173687	2.61360644977273	-21	-0.262383536211…	-10	16	1.05963316217913

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	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

2025-10-25 05:10:08 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 2 done, waiting for 1 job, finished 1 job

Git-Version

Commit: 87dbf732124d22378d92f4f9fd4a3243b54c0639 (8885)

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
0,1761361361,200,00de0aaf-0bdf-4f15-8ed1-a2251710489e,1761361561,1761361567,6,./.tests/optimization_example --int_param='-45' --float_param='-30.6148052215576171875' --choice_param='8'  --int_param_two='-83' --nr_results=2,0,,c123,-45,-83,-30.6148052215576171875,8,1173627,0_0,COMPLETED,SOBOL,1.90540655410000003833204118564,2.707188497399999782544455229072,-45,-30.6148052215576171875,-83,8
1,1761361570,225,00de0aaf-0bdf-4f15-8ed1-a2251710489e,1761361796,1761361803,7,./.tests/optimization_example --int_param='-21' --float_param='-0.26238353621150167783' --choice_param='16'  --int_param_two='-10' --nr_results=2,0,,c154,-21,-10,-0.262383536211501622315012127729,16,1173687,1_0,COMPLETED,UNIFORM,1.059633162179129950430933604366,2.613606449772730044855961750727,-21,-0.262383536211501677826163358986,-10,16


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

To cancel, press CTRL c, then run 'scancel 1173619'
⠋ Importing logging...
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⠋ Importing rich.table...
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⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
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⠋ Importing submitit.Job...
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⠋ Importing shutil...
⠋ Importing itertools.combinations...
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⠋ Importing subprocess...
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⠙ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
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⠴ Importing torch...
⠋ Importing numpy...
[WARNING 10-25 05:02:30] 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...
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⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
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⠋ Importing Models from ax.generation_strategy.registry...
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Run-UUID: 30cb5523-d1a4-432b-8939-094126954ec5
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_UNIFORM --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --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 --result_names RESULT1=min RESULT2=min --model=UNIFORM --generate_all_jobs_at_once
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_UNIFORM/0...
⠋ 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/multi_results_2_results_UNIFORM/0
⠋ 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=multi_results_2_results_UNIFORM&run_nr=2 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 UNIFORM 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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, 2 done, waiting for 1 job, finished 1 job                                 : 100%|██████████| 2/2 [07:29<00:00, 224.98s/it]


                                          Pareto-Front for RESULT1/RESULT2:                                           
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃     float_param     ┃ int_param_two ┃ choice_param ┃     RESULT1      ┃     RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │    -21    │ -0.2623835362115017 │      -10      │      16      │ 1.05963316217913 │ 2.61360644977273 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-25 05:02:39 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, Started OmniOpt2 run...
2025-10-25 05:02:40 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, getting new HP set     
2025-10-25 05:02:40 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, requested 1 jobs, got 1, 0.18 s/job
2025-10-25 05:02:40 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, eval #1/1 start                    
2025-10-25 05:02:41 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, starting new job                   
2025-10-25 05:02:41 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-25 05:02:42 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-25 05:02:43 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-25 05:05:52 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-10-25 05:06:08 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, running 1 = ∑1/1, new result: RESULT1: 1.905407, RESULT2: 2.707188
2025-10-25 05:06:10 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, waiting for 1 job, finished 1 job                         
2025-10-25 05:06:10 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, getting new HP set                                        
2025-10-25 05:06:10 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, requested 1 jobs, got 1, 0.04 s/job                       
2025-10-25 05:06:10 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, eval #1/1 start                                           
2025-10-25 05:06:10 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, starting new job                                          
2025-10-25 05:06:11 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, unknown 1 = ∑1/1, started new job                         
2025-10-25 05:06:12 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, unknown 1 = ∑1/1, waiting for 1 job                       
2025-10-25 05:06:13 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, pending 1 = ∑1/1, waiting for 1 job                       
2025-10-25 05:10:03 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 1 done, pending 1 = ∑1/1, new result: RESULT1: 1.059633, RESULT2: 2.613606
2025-10-25 05:10:08 (00de0aaf-0bdf-4f15-8ed1-a2251710489e): SOBOL, 2 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.763 │    1 │        0.763 │
│       2 │   0.379 │    1 │        0.379 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.571 │      │              │
│  Median │   0.571 │      │              │
│   Total │   1.141 │      │              │
│     Max │   0.763 │      │              │
│     Min │   0.379 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.185 │    1 │        0.185 │
│         2 │   0.043 │    1 │        0.043 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.114 │      │              │
│    Median │   0.114 │      │              │
│     Total │   0.228 │      │              │
│       Max │   0.185 │      │              │
│       Min │   0.043 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	multi_results_2_results_UNIFORM
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	UNIFORM
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	['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	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

1761361354.0662,1,0,0
1761361361.1017,1,0,0
1761361361.3185,1,1,100
1761361570.9592,1,1,100
1761361571.1907,1,2,200
1761361585.8987,1,2,200
1761361587.7241,1,1,100
1761361805.9196,1,1,100
1761361808.191,1,0,0
1761361816.2086,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761361354,804.0234375,28.1
1761361414,818.0234375,21.2
1761361474,818.0234375,21.8
1761361534,818.0234375,14.2
1761361594,821.0234375,10
1761361654,821.0234375,9.8
1761361714,821.0234375,10
1761361774,821.0234375,28.4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	7	6.5	0.5	2
OO_Info_int_param	-45	-21	-33	12	2
OO_Info_int_param_two	-83	-10	-46.5	36.5	2
OO_Info_float_param	-30.6148	-0.2624	-15.4386	15.1762	2
OO_Info_choice_param	8	16	12	4	2
RESULT1	1.0596	1.9054	1.4825	0.4229	2
RESULT2	2.6136	2.7072	2.6604	0.0468	2
int_param	-45	-21	-33	12	2
float_param	-30.6148	-0.2624	-15.4386	15.1762	2
int_param_two	-83	-10	-46.5	36.5	2
choice_param	8	16	12	4	2

submitit INFO (2025-10-25 05:05:18,822) - Starting with JobEnvironment(job_id=1173627, hostname=c123, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 05:05:18,825) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_UNIFORM/0/single_runs/1173627/1173627_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -45, "float_param": -30.614805221557617, "int_param_two": -83, "choice_param": 8}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-45' --float_param='-30.6148052215576171875' --choice_param='8'  --int_param_two='-83' --nr_results=2 
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1173627
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761361561.0
Last modification: 1755343211.0
Hostname: c123
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-45' --float_param='-30.6148052215576171875' --choice_param='8'  --int_param_two='-83' --nr_results=2 
stdout:
 OO-Info: int_param: -45
OO-Info: int_param_two: -83
OO-Info: float_param: -30.6148052215576171875
OO-Info: choice_param: 8
RESULT1: 1.9054065540704
RESULT2: 2.70718849738793

stderr was empty
Result: {'RESULT1': 1.9054065540704, 'RESULT2': 2.70718849738793}
Final-results: {'RESULT1': 1.9054065540704, 'RESULT2': 2.70718849738793}
EXIT_CODE: 0
submitit INFO (2025-10-25 05:06:07,863) - Job completed successfully
submitit INFO (2025-10-25 05:06:07,866) - Exiting after successful completion