OmniOpt2

Experiment overview

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

Best RESULT, min (total: 2)

OO_Info_SLURM_JOB_ID	y	z	a	x	RESULT
2103417	1902	0.5837447047233582	1	123	112319020.5837447

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
RANDOMFOREST	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
x	fixed			123
y	range	1234	5431		int	No
z	range	0	1		float	No
a	choice			1, 2, 3

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-12-28 18:33:05 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, waiting for 1 job, finished 1 job

Git-Version

Commit: c53538d72fd964f91794defe73be612acdc56009 (9200-5-gc53538d72)

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,y,z,a,x
0,1766943144,13,c6d739cf-b549-4833-842e-05be7ce25fc3,1766943157,1766943157,0,echo "RESULT: 112319020.5837447047233581543",0,,c70,2103417,0_0,COMPLETED,SOBOL,112319020.583744704723358154296875,1902,0.583744704723358154296875,1,123
1,1766943159,24,c6d739cf-b549-4833-842e-05be7ce25fc3,1766943183,1766943183,0,echo "RESULT: 312332540.2672787339157075559",0,,c93,2103418,1_0,COMPLETED,RANDOMFOREST,312332540.267278730869293212890625,3254,0.267278733915707555901519754116,3,123


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

To cancel, press CTRL c, then run 'scancel 2103218'
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⠋ Importing beartype...
[WARNING 12-28 18:32:15] 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 rendering stuff...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠙ Importing helpers...
⠋ Importing pareto...
⠋ Parsing arguments...
⠋ Importing torch...
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⠋ Importing ax...
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⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
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⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
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Run-UUID: 10750364-d889-439f-b093-33c1db38e3b8
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning like a Jedi: Feel the force of  |
| the optimal values.                               |
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                                                       (____(____)
⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=randomforest --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=min --run_program=ZWNobyAiUkVTVUxUOiAlYSUoeCklKHkpJXoi --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=RANDOMFOREST --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 fixed 123 --parameter y range 5431 1234 int false --parameter z range 0 1 float false --parameter a choice 1,2,3
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/randomforest/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/randomforest/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...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=randomforest&run_nr=5 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 RANDOMFOREST for 1 step.
Run-Program: echo "RESULT: %a%(x)%(y)%z"
                           Experiment parameters                            
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values  ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x    │ fixed  │             │             │ 123     │       │            │
│ y    │ range  │ 1234        │ 5431        │         │ int   │ No         │
│ z    │ range  │ 0           │ 1           │         │ float │ No         │
│ a    │ choice │             │             │ 1, 2, 3 │       │            │
└──────┴────────┴─────────────┴─────────────┴─────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
RANDOMFOREST, best RESULT: 112319020.5837447, waiting for 1 job, finished 1 job                     : 100%|██████████| 2/2 [00:43<00:00, 21.51s/it]
                           Best RESULT, min (total: 2)                            
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━┳━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ y    ┃ z                  ┃ a ┃ x   ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 2103417              │ 1902 │ 0.5837447047233582 │ 1 │ 123 │ 112319020.5837447 │
└──────────────────────┴──────┴────────────────────┴───┴─────┴───────────────────┘

2025-12-28 18:32:22 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, Started OmniOpt2 run...
2025-12-28 18:32:23 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, getting new HP set     
2025-12-28 18:32:23 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, requested 1 jobs, got 1, 0.14 s/job
2025-12-28 18:32:24 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, eval #1/1 start                    
2025-12-28 18:32:24 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, starting new job                   
2025-12-28 18:32:25 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, unknown 1 = ∑1/1, started new job  
2025-12-28 18:32:26 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-12-28 18:32:30 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-12-28 18:32:35 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-12-28 18:32:37 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, running 1 = ∑1/1, new result: RESULT: 112319020.583745
2025-12-28 18:32:39 (c6d739cf-b549-4833-842e-05be7ce25fc3): SOBOL, best RESULT: 112319020.5837447, waiting for 1 job, finished 1 job
2025-12-28 18:32:39 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, getting new HP set        
2025-12-28 18:32:39 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, requested 1 jobs, got 1, 0.38 s/job
2025-12-28 18:32:39 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, eval #1/1 start                    
2025-12-28 18:32:39 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, starting new job                   
2025-12-28 18:32:39 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, unknown 1 = ∑1/1, started new job  
2025-12-28 18:32:41 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, unknown 1 = ∑1/1, waiting for 1 job
2025-12-28 18:32:42 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, pending 1 = ∑1/1, waiting for 1 job
2025-12-28 18:33:01 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, running 1 = ∑1/1, waiting for 1 job
2025-12-28 18:33:03 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, running 1 = ∑1/1, new result: RESULT: 312332540.267279
2025-12-28 18:33:05 (c6d739cf-b549-4833-842e-05be7ce25fc3): RANDOMFOREST, best RESULT: 112319020.5837447, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.596 │    1 │        1.596 │
│       2 │   0.168 │    1 │        0.168 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.882 │      │              │
│  Median │   0.882 │      │              │
│   Total │   1.764 │      │              │
│     Max │   1.596 │      │              │
│     Min │   0.168 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.142 │    1 │        0.142 │
│         2 │   0.383 │    1 │        0.383 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.262 │      │              │
│    Median │   0.262 │      │              │
│     Total │   0.525 │      │              │
│       Max │   0.383 │      │              │
│       Min │   0.142 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['ZWNobyAiUkVTVUxUOiAlYSUoeCklKHkpJXoi']]
experiment_name	randomforest
mem_gb	1
parameter	[['x', 'fixed', '123'], ['y', 'range', '5431', '1234', 'int', 'false'], ['z', 'range', '0', '1', 'float', 'false'], ['a', 'choice', '1,2,3']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	RANDOMFOREST
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=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	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

1766943139.1967,1,0,0
1766943144.1956,1,0,0
1766943145.4938,1,1,100
1766943187.7462,1,1,100

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

timestamp,ram_usage_mb,cpu_usage_percent
1766943139,821.3046875,15.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	0	0	0	2
RESULT	112319020.5837	312332540.2673	212325780.4255	100006759.8418	2
y	1902	3254	2578	676	2
z	0.2673	0.5837	0.4255	0.1582	2
a	1	3	2	1	2
x	123	123	123	0	2

submitit INFO (2025-12-28 18:32:31,412) - Starting with JobEnvironment(job_id=2103417, hostname=c70, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-28 18:32:31,412) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/randomforest/0/single_runs/2103417/2103417_submitted.pkl
Trial-Index: 0

Parameters: {"y": 1902, "z": 0.5837447047233582, "a": 1, "x": 123}
Debug-Infos: 
echo "RESULT: 112319020.5837447047233581543"
stdout:
 RESULT: 112319020.5837447047233581543

stderr was empty
Result: {'RESULT': 112319020.5837447}
Final-results: {'RESULT': 112319020.5837447}
EXIT_CODE: 0
submitit INFO (2025-12-28 18:32:37,542) - Job completed successfully
submitit INFO (2025-12-28 18:32:37,543) - Exiting after successful completion