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…	OO_Info_float_par…	OO_Info_choice_pa…	OO_Info_SLURM_JOB_…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
nan	nan	nan	nan	nan	2.1162242765	-7	-35.5962452199310…	-90	8	1.4019912876

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
SAASBO	2	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

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

2025-10-24 23:36:26 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, 4 done, waiting for 1 job, finished 1 job

Git-Version

Commit: 628555560e665603d20624eb3c8dc87fa6c723cd (8868)

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,1.930256349099999990670539773419,2.944489686099999836699225852499,-75,-56.853742301464080810546875,-43,1
1,,,,,,,,,,,,,,,,1_0,COMPLETED,SOBOL,1.401991287600000024582413971075,2.116224276500000112122279460891,-7,-35.59624521993100643157958984375,-90,8
2,1761341742,30,57bb0a2f-3d7b-4993-92f4-f26e6388e81b,1761341772,1761341778,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='16'  --int_param_two='10' --nr_results=2,0,,c141,10,10,10,16,1169376,2_0,COMPLETED,SAASBO,1.412625989251869995655397360679,2.642931862359060080081007981789,10,10,10,16
3,1761341749,24,57bb0a2f-3d7b-4993-92f4-f26e6388e81b,1761341773,1761341779,6,./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='4'  --int_param_two='-100' --nr_results=2,0,,c135,10,-100,10,4,1169377,3_0,COMPLETED,SAASBO,1.455840014926260028715887528961,2.889391685227990169693157440634,10,10,-100,4

To cancel, press CTRL c, then run 'scancel 1169375'
⠋ 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 23:34:51] 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...
Using old run's --time: 60
Using old run's --gpus: 1
Using old run's --max_eval: 2
Run-UUID: fd8c627e-3704-4642-b3d4-9f0c8b8d7d8c
  _________________________________________________
 /                                                 \
| OmniOpt2 - Finding the needle in the hyper haysta |
| ck!                                               |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                   \
                                                    \
                                                        ____________
                                                        |__________|
                                                       /           /\
                                                      /           /  \
                                                     /___________/___/|
                                                     |          |     |
                                                     |  ==\ /== |     |
                                                     |   O   O  | \ \ |
                                                     |     <    |  \ \|
                                                    /|          |   \ \
                                                   / |  \_____/ |   / /
                                                  / /|          |  / /|
                                                 /||\|          | /||\/
                                                     -------------|
                                                         | |    | |
                                                        <__/    \__>
⠋ Writing worker creation log...
omniopt --continue runs/multi_results_2_results_SAASBO/0 --live_share --mem_gb=4 --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_SAASBO/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/multi_results_2_results_SAASBO/1
Continuation from runs/multi_results_2_results_SAASBO/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...
⠋ Setting global generation strategy
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=multi_results_2_results_SAASBO&run_nr=3 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: SAASBO 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
SAASBO, 4 done, waiting for 1 job, finished 1 job                                    : 100%|██████████| 4/4 [01:27<00:00, 21.94s/it]


                                      Pareto-Front for RESULT1/RESULT2:                                       
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃     float_param     ┃ int_param_two ┃ choice_param ┃   RESULT1    ┃   RESULT2    ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│      1      │    -7     │ -35.596245219931006 │      -90      │      8       │ 1.4019912876 │ 2.1162242765 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────┴──────────────┘
                                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 23:34:59 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, Started OmniOpt2 run...
2025-10-24 23:35:40 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, getting new HP set     
2025-10-24 23:35:40 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, requested 1 jobs, got 1, 39.11 s/job
2025-10-24 23:35:41 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, eval #1/1 start                     
2025-10-24 23:35:42 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, starting new job                    
2025-10-24 23:35:43 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, unknown 1∑1 (5%/20), started new job
2025-10-24 23:35:49 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, pending 1∑1 (5%/20), getting new HP set
2025-10-24 23:35:49 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, pending 1∑1 (5%/20), requested 1 jobs, got 1, 5.92 s/job
2025-10-24 23:35:49 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, pending 1∑1 (5%/20), eval #1/1 start                    
2025-10-24 23:35:49 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, pending 1∑1 (5%/20), starting new job                   
2025-10-24 23:35:49 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, pending/unknown 1/1∑2 (5%/20), started new job          
2025-10-24 23:35:50 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, pending/unknown 1/1∑2 (5%/20), waiting for 2 jobs       
2025-10-24 23:35:53 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, pending/unknown 1/1∑2 (10%/20), waiting for 2 jobs      
2025-10-24 23:35:54 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, pending 2∑2 (10%/20), waiting for 2 jobs                
2025-10-24 23:36:14 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, running 2∑2 (10%/20), waiting for 2 jobs                
2025-10-24 23:36:18 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, running 2∑2 (10%/20), new result: RESULT1: 1.412626, RESULT2: 2.642932
2025-10-24 23:36:22 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, 3 done, running 1∑1 (10%/20), waiting for 2 jobs, finished 1 job      
2025-10-24 23:36:22 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, 3 done, running 1∑1 (10%/20), waiting for 1 job                       
2025-10-24 23:36:23 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, 3 done, running 1∑1 (5%/20), new result: RESULT1: 1.455840, RESULT2: 2.889392
2025-10-24 23:36:26 (57bb0a2f-3d7b-4993-92f4-f26e6388e81b): SAASBO, 4 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.231 │    1 │        1.231 │
│       2 │   0.276 │    1 │        0.276 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.754 │      │              │
│  Median │   0.754 │      │              │
│   Total │   1.507 │      │              │
│     Max │   1.231 │      │              │
│     Min │   0.276 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │  39.113 │    1 │       39.113 │
│         2 │   5.924 │    1 │        5.924 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │  22.518 │      │              │
│    Median │  22.518 │      │              │
│     Total │  45.037 │      │              │
│       Max │  39.113 │      │              │
│       Min │   5.924 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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_SAASBO/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

1761341694.1379,20,0,0
1761341742.1442,20,0,0
1761341742.8737,20,1,5
1761341752.804,20,1,5
1761341753.8321,20,2,10
1761341782.6804,20,2,10
1761341783.2938,20,1,5
1761341786.7963,20,1,5
1761341791.7775,20,0,0
1761341793.7808,20,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761341694,808.82421875,9.6
1761341754,854.58984375,7

`RESULT1` (goal: minimize)

Best value: 1.4019912876
Achieved at:
- RESULT2 = 2.1162242765
- int_param = -7
- float_param = -35.596245219931
- int_param_two = -90
- choice_param = 8

`RESULT2` (goal: minimize)

Best value: 2.1162242765
Achieved at:
- RESULT1 = 1.4019912876
- int_param = -7
- float_param = -35.596245219931
- int_param_two = -90
- choice_param = 8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	10	10	10	0	2
OO_Info_int_param_two	-100	10	-45	55	2
OO_Info_float_param	10	10	10	0	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.402	1.9303	1.5502	0.2204	4
RESULT2	2.1162	2.9445	2.6483	0.3275	4
int_param	-75	10	-15.5	35.0464	4
float_param	-56.8537	10	-18.1125	29.0998	4
int_param_two	-100	10	-55.75	43.637	4
choice_param	1	16	7.25	5.6292	4

submitit INFO (2025-10-24 23:36:10,703) - Starting with JobEnvironment(job_id=1169376, hostname=c141, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 23:36:10,705) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_SAASBO/1/single_runs/1169376/1169376_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": 10, "float_param": 10, "int_param_two": 10, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='16'  --int_param_two='10' --nr_results=2 
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1169376
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761341772.0
Last modification: 1755343211.0
Hostname: c141
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='10' --choice_param='16'  --int_param_two='10' --nr_results=2 
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: 10
OO-Info: float_param: 10
OO-Info: choice_param: 16
RESULT1: 1.41262598925187
RESULT2: 2.64293186235906

stderr was empty
Result: {'RESULT1': 1.41262598925187, 'RESULT2': 2.64293186235906}
Final-results: {'RESULT1': 1.41262598925187, 'RESULT2': 2.64293186235906}
EXIT_CODE: 0
submitit INFO (2025-10-24 23:36:18,869) - Job completed successfully
submitit INFO (2025-10-24 23:36:18,871) - Exiting after successful completion