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
1211548	4411	0.9831081032752991	2	123	212344110.9831081

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

2025-11-03 15:00:07 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, 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,y,z,a,x
0,1762178364,11,8be462db-eef6-4ce5-b2cf-dcdfd00542a9,1762178375,1762178375,0,echo "RESULT: 212344110.98310810327529907227",0,,c117,1211548,0_0,COMPLETED,SOBOL,212344110.983108103275299072265625,4411,0.983108103275299072265625,2,123
1,1762178377,22,8be462db-eef6-4ce5-b2cf-dcdfd00542a9,1762178399,1762178399,0,echo "RESULT: 312332680.59660404518845910893",0,,c116,1211549,1_0,COMPLETED,RANDOMFOREST,312332680.596604049205780029296875,3268,0.596604045188459108928213936451,3,123


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

To cancel, press CTRL c, then run 'scancel 1211547'
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⠹ Importing torch...
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[WARNING 11-03 14:59:16] 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...
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Run-UUID: 36434b44-6c63-463c-8608-91d824e14b99
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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=4 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: 212344110.9831081, waiting for 1 job, finished 1 job                       : 100%|██████████| 2/2 [00:46<00:00, 23.07s/it]
                           Best RESULT, min (total: 2)                            
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━┳━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ y    ┃ z                  ┃ a ┃ x   ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 1211548              │ 4411 │ 0.9831081032752991 │ 2 │ 123 │ 212344110.9831081 │
└──────────────────────┴──────┴────────────────────┴───┴─────┴───────────────────┘

2025-11-03 14:59:23 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, Started OmniOpt2 run...
2025-11-03 14:59:23 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, getting new HP set     
2025-11-03 14:59:24 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, requested 1 jobs, got 1, 0.12 s/job
2025-11-03 14:59:24 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, eval #1/1 start                    
2025-11-03 14:59:24 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, starting new job                   
2025-11-03 14:59:24 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, unknown 1 = ∑1/1, started new job  
2025-11-03 14:59:25 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-11-03 14:59:27 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-11-03 14:59:35 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-11-03 14:59:35 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, running 1 = ∑1/1, new result: RESULT: 212344110.983108
2025-11-03 14:59:37 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): SOBOL, best RESULT: 212344110.9831081, waiting for 1 job, finished 1 job
2025-11-03 14:59:37 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, getting new HP set        
2025-11-03 14:59:37 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, requested 1 jobs, got 1, 0.15 s/job
2025-11-03 14:59:37 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, eval #1/1 start                    
2025-11-03 14:59:37 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, starting new job                   
2025-11-03 14:59:37 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, unknown 1 = ∑1/1, started new job  
2025-11-03 14:59:39 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, unknown 1 = ∑1/1, waiting for 1 job
2025-11-03 14:59:42 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, pending 1 = ∑1/1, waiting for 1 job
2025-11-03 15:00:04 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, completed 1 = ∑1/1, new result: RESULT: 312332680.596604
2025-11-03 15:00:07 (8be462db-eef6-4ce5-b2cf-dcdfd00542a9): RANDOMFOREST, best RESULT: 212344110.9831081, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.517 │    1 │        0.517 │
│       2 │   0.304 │    1 │        0.304 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.410 │      │              │
│  Median │   0.410 │      │              │
│   Total │   0.821 │      │              │
│     Max │   0.517 │      │              │
│     Min │   0.304 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.121 │    1 │        0.121 │
│         2 │   0.148 │    1 │        0.148 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.135 │      │              │
│    Median │   0.135 │      │              │
│     Total │   0.269 │      │              │
│       Max │   0.148 │      │              │
│       Min │   0.121 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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

1762178359.0493,1,0,0
1762178364.4548,1,0,0
1762178364.69,1,1,100
1762178398.4798,1,1,100
1762178404.1137,1,0,0
1762178410.7532,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1762178359,797.8359375,10.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	0	0	0	2
RESULT	212344110.9831	312332680.5966	262338395.7899	49994284.8067	2
y	3268	4411	3839.5	571.5	2
z	0.5966	0.9831	0.7899	0.1933	2
a	2	3	2.5	0.5	2
x	123	123	123	0	2

submitit INFO (2025-11-03 14:59:32,892) - Starting with JobEnvironment(job_id=1211548, hostname=c117, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 14:59:32,892) - Loading pickle: /home/h8/s3811141/test/randomtest_93382/OmniOpt/runs/randomforest/0/single_runs/1211548/1211548_submitted.pkl
Trial-Index: 0

Parameters: {"y": 4411, "z": 0.9831081032752991, "a": 2, "x": 123}
Debug-Infos: 
echo "RESULT: 212344110.98310810327529907227"
stdout:
 RESULT: 212344110.98310810327529907227

stderr was empty
Result: {'RESULT': 212344110.9831081}
Final-results: {'RESULT': 212344110.9831081}
EXIT_CODE: 0
submitit INFO (2025-11-03 14:59:35,178) - Job completed successfully
submitit INFO (2025-11-03 14:59:35,193) - Exiting after successful completion