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
378	3560.1697467565536	3783560.1697467566

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 06:25:47 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, finishing jobs, finished 1 job

Git-Version

Commit: 0e6e80798d1f7463b92a0de2c3c622ffcbb9c37b

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
0,1756787087,2,04f409b4-794a-483d-a49b-396ce2e4f4c9,1756787089,1756787095,6,echo "RESULT: 3783560.16974675655364990234",0,,workstation,0_0,COMPLETED,SOBOL,3783560.16974675655364990234375,378,3560.16974675655364990234375
1,1756787125,2,04f409b4-794a-483d-a49b-396ce2e4f4c9,1756787127,1756787133,6,echo "RESULT: 9651378.42463640961796045303",0,,workstation,1_0,COMPLETED,SOBOL,9651378.42463640868663787841796875,965,1378.424636409617960453033447265625

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

Current git-hash: 0e6e80798d1f7463b92a0de2c3c622ffcbb9c37b
⠋ 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 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 09-02 06:24:38] 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...
Run-UUID: 0083e10c-809f-44e8-a3a4-d8759d47231a
  _________________________________
| OmniOpt2 - Tuning like a maestro! |
  =================================
                                       \
                                        \
                                         \
                                          \
                                                             .       .
                                                            / `.   .' \
                                                    .---.  <    > <    >  .---.
                                                    |    \  \ - ~ ~ - /  /    |
                                        _____        ~-..-~             ~-..-~
                                       |     |   \~~~\.'                    `./~~~/
                                      ---------   \__/                        \__/
                                     .'  O    \     /               /       \  "
                                    (_____,    `._.'               |         }  \/~~~/
                                     `----.          /       }     |        /    \__/
                                           `-.      |       /      |       /      `. ,~~|
                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
⠋ 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_87498/omniopt/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_87498/omniopt/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=2 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: 3783560.1697467566, finishing jobs, finished 1 job     :  40%|████░░░░░░| 2/5 [00:59<01:10, 23.62s/it]_handle_generation_failure: General Exception: Objective metric 'RESULT not found in fitted data.
           Best RESULT, min (total: 2)           
┏━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ x   ┃ y                  ┃ RESULT             ┃
┡━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│ 378 │ 3560.1697467565536 │ 3783560.1697467566 │
└─────┴────────────────────┴────────────────────┘
                                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 06:24:47 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, Started OmniOpt2 run...
2025-09-02 06:24:47 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, getting new HP set (no sbatch)
2025-09-02 06:24:47 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-09-02 06:24:47 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, eval #1/1 start                    
2025-09-02 06:24:47 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, starting new job                   
2025-09-02 06:24:47 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, started new job                    
2025-09-02 06:24:56 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, new result: 3783560.1697467566     
2025-09-02 06:25:25 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, finishing jobs, finished 1 job
2025-09-02 06:25:25 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, getting new HP set (no sbatch)
2025-09-02 06:25:25 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, requested 1 jobs, got 1, 0.03 s/job
2025-09-02 06:25:25 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, eval #1/1 start                    
2025-09-02 06:25:25 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, starting new job                   
2025-09-02 06:25:25 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, started new job                    
2025-09-02 06:25:35 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, new result: 9651378.424636409      
2025-09-02 06:25:47 (04f409b4-794a-483d-a49b-396ce2e4f4c9): SOBOL, best RESULT: 3783560.1697467566, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.072 │    1 │        0.072 │
│       2 │   0.060 │    1 │        0.060 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.066 │      │              │
│  Median │   0.066 │      │              │
│   Total │   0.132 │      │              │
│     Max │   0.072 │      │              │
│     Min │   0.060 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.021 │    1 │        0.021 │
│         2 │   0.034 │    1 │        0.034 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.027 │      │              │
│    Median │   0.027 │      │              │
│     Total │   0.055 │      │              │
│       Max │   0.034 │      │              │
│       Min │   0.021 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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

timestamp,ram_usage_mb,cpu_usage_percent
1756787087,799.07421875,21.6
1756787087,799.0859375,75.0

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	3783560.1697	9651378.4246	6717469.2972	2933909.1274	2
x	378	965	671.5	293.5	2
y	1378.4246	3560.1697	2469.2972	1090.8726	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 06:24:48,193) - Starting with JobEnvironment(job_id=658960, hostname=workstation, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-09-02 06:24:48,194) - Loading pickle: /home/norman/test/randomtest_87498/omniopt/runs/small_test_experiment/0/single_runs/658960/658960_submitted.pkl

Parameters: {"x": 378, "y": 3560.1697467565536}
Debug-Infos: 
echo "RESULT: 3783560.16974675655364990234"
stdout:
 RESULT: 3783560.16974675655364990234

stderr was empty
Result: {'RESULT': 3783560.1697467566}
Final-results: {'RESULT': 3783560.1697467566}
EXIT_CODE: 0
submitit INFO (2025-09-02 06:24:55,620) - Job completed successfully
submitit INFO (2025-09-02 06:24:55,621) - Exiting after successful completion