OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	5
Number random steps	2
Nr. of workers (parameter)	5

Best RESULT, min (total: 2)

x	y	RESULT
212	2889.649153739214	2122889.649153739

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
x	range	123	1000	int	No
y	range	1234	5431	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-09-02 05:56:48 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, finishing jobs, finished 1 job

Git-Version

Commit: db7481d12abec058ccedec61807f7d3418571533 (8486)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,x,y
0,1756785380,2,40c036be-1a80-42c4-a350-8a5a28ff14f2,1756785382,1756785388,6,echo "RESULT: 2122889.64915373921394348145",0,,workstation,0_0,COMPLETED,SOBOL,2122889.6491537392139434814453125,212,2889.6491537392139434814453125
1,1756785395,2,40c036be-1a80-42c4-a350-8a5a28ff14f2,1756785397,1756785403,6,echo "RESULT: 8614710.5902740824967622757",0,,workstation,1_0,COMPLETED,SOBOL,8614710.59027408249676227569580078125,861,4710.59027408249676227569580078125

_handle_generation_failure: General Exception: Objective metric 'RESULT not found in fitted data.

Current git-hash: db7481d12abec058ccedec61807f7d3418571533 (version: 8486)
⠋ Importing logging...
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⠋ Trying to import pyfiglet...
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⠋ Parsing arguments...
⠙ Importing torch...
⠋ Importing numpy...
[WARNING 09-02 05:55:58] 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...
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Run-UUID: 92f36c7d-af36-40f8-9525-3afd3ce76fb9
  ____                  _  ____        _   ___  
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⠋ Writing worker creation log...
./omniopt --partition=alpha --experiment_name=small_test_experiment --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=5 --num_parallel_jobs=5 --gpus=1 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names 'RESULT=min' --run_program='ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSI=' --cpus_per_task=1 --nodes_per_job=1 --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --max_attempts_for_generation=20 --num_restarts=20 --raw_samples=1024 --max_abandoned_retrial=20 --max_num_of_parallel_sruns=16 --number_of_generators=1 --generate_all_jobs_at_once --parameter x range 123 1000 int false --parameter y range 5431 1234 float false
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/norman/test/randomtest_61108/omniopt_1/runs/small_test_experiment/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/norman/test/randomtest_61108/omniopt_1/runs/small_test_experiment/0
Lower bound (5431.0) was larger than upper bound (1234.0) for parameter 'y'. Switched them.
⠋ 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...
⠋ Setting global generation strategy
⠋ Initializing ax_client...
Value 'min'' for --result_names 'RESULT=min' is not a valid value. Must be min or max. Will be set to min.
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=norman&experiment_name=small_test_experiment&run_nr=0 for live-results.
⠸ Initializing live share...
⠸ Initializing live share...
You have 20 CPUs available for the main process. Using CUDA device NVIDIA GeForce RTX 4060 Ti. Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 3 steps.
Run-Program: echo "RESULT: %(x)%(y)"
                      Experiment parameters                      
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range │ 123         │ 1000        │ int   │ No         │
│ y    │ range │ 1234        │ 5431        │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ 'RESULT     │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: 2122889.649153739, finishing jobs, finished 1 job     :  40%|████░░░░░░| 2/5 [00:28<00:35, 11.86s/it]_handle_generation_failure: General Exception: Objective metric 'RESULT not found in fitted data.
          Best RESULT, min (total: 2)          
┏━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ x   ┃ y                 ┃ RESULT            ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 212 │ 2889.649153739214 │ 2122889.649153739 │
└─────┴───────────────────┴───────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-09-02 05:56:20 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, Started OmniOpt2 run...
2025-09-02 05:56:20 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, getting new HP set (no sbatch)
2025-09-02 05:56:20 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-09-02 05:56:20 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, eval #1/1 start                    
2025-09-02 05:56:20 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, starting new job                   
2025-09-02 05:56:20 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, started new job                    
2025-09-02 05:56:29 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, new result: 2122889.649153739      
2025-09-02 05:56:35 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, finishing jobs, finished 1 job
2025-09-02 05:56:35 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, getting new HP set (no sbatch)
2025-09-02 05:56:35 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, requested 1 jobs, got 1, 0.03 s/job
2025-09-02 05:56:35 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, eval #1/1 start                    
2025-09-02 05:56:35 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, starting new job                   
2025-09-02 05:56:35 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, started new job                    
2025-09-02 05:56:44 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, new result: 8614710.590274082      
2025-09-02 05:56:48 (40c036be-1a80-42c4-a350-8a5a28ff14f2): SOBOL, best RESULT: 2122889.649153739, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.075 │    1 │        0.075 │
│       2 │   0.053 │    1 │        0.053 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.064 │      │              │
│  Median │   0.064 │      │              │
│   Total │   0.128 │      │              │
│     Max │   0.075 │      │              │
│     Min │   0.053 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.015 │    1 │        0.015 │
│         2 │   0.034 │    1 │        0.034 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.024 │      │              │
│    Median │   0.024 │      │              │
│     Total │   0.049 │      │              │
│       Max │   0.034 │      │              │
│       Min │   0.015 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	5
run_program	[["'ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSI='"]]
experiment_name	small_test_experiment
mem_gb	1
parameter	[['x', 'range', '123', '1000', 'int', 'false'], ['y', 'range', '5431', '1234', 'float', 'false']]
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/norman
exclude	None
main_process_gb	8
max_nr_of_zero_results	50
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	True
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	0
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	5
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
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

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

timestamp,ram_usage_mb,cpu_usage_percent
1756785380,799.25390625,18.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	2122889.6492	8614710.5903	5368800.1197	3245910.4706	2
x	212	861	536.5	324.5	2
y	2889.6492	4710.5903	3800.1197	910.4706	2

/home/norman/.omniax_venvs/Python_3.13.5/x86_64/lib/python3.13/site-packages/submitit/core/plugins.py:24: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
submitit INFO (2025-09-02 05:56:20,897) - Starting with JobEnvironment(job_id=604950, hostname=workstation, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-09-02 05:56:20,898) - Loading pickle: /home/norman/test/randomtest_61108/omniopt_1/runs/small_test_experiment/0/single_runs/604950/604950_submitted.pkl

Parameters: {"x": 212, "y": 2889.649153739214}
Debug-Infos: 
echo "RESULT: 2122889.64915373921394348145"
stdout:
 RESULT: 2122889.64915373921394348145

stderr was empty
Result: {'RESULT': 2122889.649153739}
Final-results: {'RESULT': 2122889.649153739}
EXIT_CODE: 0
submitit INFO (2025-09-02 05:56:28,407) - Job completed successfully
submitit INFO (2025-09-02 05:56:28,407) - Exiting after successful completion