OmniOpt2

Experiment overview

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

Best RESULT, max (total: 2)

OO_Info_SLURM_JOB_ID	x	y	z	RESULT
1211492	211	5431	111	2115431.0

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
x	range	123	1000		int	No
y	choice			5431, 1234
z	fixed			111

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	max

Last progressbar status

2025-11-03 14:44:05 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, waiting for 1 job, finished 1 job

Git-Version

Commit: 3f5cdd50b5fda72ab3c7b20ed20aab824a3f8427 (9041)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,x,y,z
0,1762177420,4,36cd12c8-ea23-4264-890e-77da7920f934,1762177424,1762177424,0,echo "RESULT: 2115431" && echo "RESULT2: 111",0,,c118,1211492,0_0,COMPLETED,SOBOL,2115431,211,5431,111
1,1762177426,17,36cd12c8-ea23-4264-890e-77da7920f934,1762177443,1762177443,0,echo "RESULT: 1461234" && echo "RESULT2: 111",0,,c118,1211493,1_0,COMPLETED,EXTERNAL_GENERATOR,1461234,146,1234,111


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

To cancel, press CTRL c, then run 'scancel 1211491'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
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⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
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⠋ Importing submitit.LocalExecutor...
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⠋ Importing importlib.util...
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⠋ Importing pathlib.Path...
⠋ Importing uuid...
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⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
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⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠋ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠹ Importing torch...
⠋ Importing numpy...
[WARNING 11-03 14:43:30] 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...
⠋ 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...
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⠋ Importing Experiment...
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⠋ Importing submitit...
⠋ Importing ax logger...
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Run-UUID: bcf1a2c5-5a1d-49dd-bd3b-b413df17d160
  _________________________________________________
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| OmniOpt2 - Fine-tuning on the frequency of realit |
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⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=EXTERNAL_GENERATOR_test --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=2 --num_parallel_jobs=1 --gpus=1 --num_random_steps=1 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=max --run_program=ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSIgJiYgZWNobyAiUkVTVUxUMjogJXoi --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=EXTERNAL_GENERATOR --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=1 --slurm_signal_delay_s=0 --n_estimators_randomforest=100 --parameter x range 123 1000 int false --parameter y choice 5431,1234 --parameter z fixed 111 --external_generator=cHl0aG9uMyAvaG9tZS9zMzgxMTE0MS90ZXN0L3JhbmRvbXRlc3RfOTMzODIvT21uaU9wdC8udGVzdHMvZXhhbXBsZV9leHRlcm5hbC5weQo=
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/EXTERNAL_GENERATOR_test/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: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/EXTERNAL_GENERATOR_test/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=EXTERNAL_GENERATOR_test&run_nr=7 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 EXTERNAL_GENERATOR for 1 step.
Run-Program: echo "RESULT: %(x)%(y)" && echo "RESULT2: %z"
External-Generator: python3 /home/s3811141/test/randomtest_93382/OmniOpt/.tests/example_external.py

                            Experiment parameters                             
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values     ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range  │ 123         │ 1000        │            │ int  │ No         │
│ y    │ choice │             │             │ 5431, 1234 │      │            │
│ z    │ fixed  │             │             │ 111        │      │            │
└──────┴────────┴─────────────┴─────────────┴────────────┴──────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         max │
└─────────────┴─────────────┘
⠋ Write files and show overview
EXTERNAL_GENERATOR, best RESULT: 2115431, waiting for 1 job, finished 1 job                   : 100%|██████████| 2/2 [00:29<00:00, 14.66s/it]
              Best RESULT, max (total: 2)              
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━┳━━━━━━┳━━━━━┳━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ x   ┃ y    ┃ z   ┃ RESULT    ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━╇━━━━━╇━━━━━━━━━━━┩
│ 1211492              │ 211 │ 5431 │ 111 │ 2115431.0 │
└──────────────────────┴─────┴──────┴─────┴───────────┘

2025-11-03 14:43:37 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, Started OmniOpt2 run...
2025-11-03 14:43:39 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, getting new HP set     
2025-11-03 14:43:40 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, requested 1 jobs, got 1, 0.20 s/job
2025-11-03 14:43:40 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, eval #1/1 start                    
2025-11-03 14:43:40 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, starting new job                   
2025-11-03 14:43:41 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, unknown 1 = ∑1/1, started new job  
2025-11-03 14:43:42 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-11-03 14:43:43 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-11-03 14:43:44 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, running 1 = ∑1/1, new result: RESULT: 2115431.000000
2025-11-03 14:43:46 (36cd12c8-ea23-4264-890e-77da7920f934): SOBOL, best RESULT: 2115431, waiting for 1 job, finished 1 job
2025-11-03 14:43:46 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, getting new HP set  
2025-11-03 14:43:46 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, requested 1 jobs, got 1, 0.26 s/job
2025-11-03 14:43:46 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, eval #1/1 start                    
2025-11-03 14:43:46 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, starting new job                   
2025-11-03 14:43:51 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, unknown 1 = ∑1/1, started new job  
2025-11-03 14:43:52 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, unknown 1 = ∑1/1, waiting for 1 job
2025-11-03 14:43:54 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, pending 1 = ∑1/1, waiting for 1 job
2025-11-03 14:44:02 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, running 1 = ∑1/1, waiting for 1 job
2025-11-03 14:44:03 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, running 1 = ∑1/1, new result: RESULT: 1461234.000000
2025-11-03 14:44:05 (36cd12c8-ea23-4264-890e-77da7920f934): EXTERNAL_GENERATOR, best RESULT: 2115431, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.512 │    1 │        0.512 │
│       2 │   5.342 │    1 │        5.342 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   2.927 │      │              │
│  Median │   2.927 │      │              │
│   Total │   5.854 │      │              │
│     Max │   5.342 │      │              │
│     Min │   0.512 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.200 │    1 │        0.200 │
│         2 │   0.265 │    1 │        0.265 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.233 │      │              │
│    Median │   0.233 │      │              │
│     Total │   0.465 │      │              │
│       Max │   0.265 │      │              │
│       Min │   0.200 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSIgJiYgZWNobyAiUkVTVUxUMjogJXoi']]
experiment_name	EXTERNAL_GENERATOR_test
mem_gb	1
parameter	[['x', 'range', '123', '1000', 'int', 'false'], ['y', 'choice', '5431,1234'], ['z', 'fixed', '111']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	EXTERNAL_GENERATOR
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	1
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=max']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	cHl0aG9uMyAvaG9tZS9zMzgxMTE0MS90ZXN0L3JhbmRvbXRlc3RfOTMzODIvT21uaU9wdC8udGVzdHMvZXhhbXBsZV9leHRlcm5hbC5weQo=
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	60
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

1762177413.0284,1,0,0
1762177420.664,1,0,0
1762177420.8948,1,1,100
1762177445.6559,1,1,100
1762177447.8195,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1762177413,808.8828125,25.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	0	0	0	2
RESULT	1461234	2115431	1788332.5	327098.5	2
x	146	211	178.5	32.5	2
y	1234	5431	3332.5	2098.5	2
z	111	111	111	0	2

submitit INFO (2025-11-03 14:43:41,777) - Starting with JobEnvironment(job_id=1211492, hostname=c118, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 14:43:41,777) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/EXTERNAL_GENERATOR_test/0/single_runs/1211492/1211492_submitted.pkl
Trial-Index: 0

Parameters: {"x": 211, "y": 5431, "z": 111}
Debug-Infos: 
echo "RESULT: 2115431" && echo "RESULT2: 111"
stdout:
 RESULT: 2115431
RESULT2: 111

stderr was empty
Result: {'RESULT': 2115431.0}
Final-results: {'RESULT': 2115431.0}
EXIT_CODE: 0
submitit INFO (2025-11-03 14:43:44,112) - Job completed successfully
submitit INFO (2025-11-03 14:43:44,126) - Exiting after successful completion