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
1168180	1513	0.7247317664598486	1	123	112315130.72473177

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

2025-10-24 20:49:45 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 112315130.72473177, waiting for 1 job, finished 1 job

Git-Version

Commit: 628555560e665603d20624eb3c8dc87fa6c723cd (8868)

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
0,1761331732,28,6591b267-1c47-4e69-8c9f-d274814644a1,1761331760,1761331760,0,echo "RESULT: 212316260.66255909204483032227",0,,c51,1168176,0_0,COMPLETED,SOBOL,212316260.662559092044830322265625,1626,0.662559092044830322265625,2,123
1,1761331762,20,6591b267-1c47-4e69-8c9f-d274814644a1,1761331782,1761331782,0,echo "RESULT: 112315130.72473176645984860311",0,,c141,1168180,1_0,COMPLETED,RANDOMFOREST,112315130.7247317731380462646484375,1513,0.724731766459848603112448017782,1,123


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

To cancel, press CTRL c, then run 'scancel 1168171'
⠋ 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 pformat...
⠋ 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 10-24 20:48:40] 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: 3a3721f9-7764-4051-91b3-33bf3506a517
  _________________________________________________
 /                                                 \
| OmniOpt2 - It’s a hyperparameter life – every twe |
| ak counts!                                        |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
⠋ 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 /data/horse/ws/s3811141-oo_crap/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: /data/horse/ws/s3811141-oo_crap/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...
⠋ Setting global generation strategy
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=randomforest&run_nr=2 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
SOBOL, best RESULT: 112315130.72473177, waiting for 1 job, finished 1 job                    : 100%|██████████| 2/2 [00:57<00:00, 28.98s/it]
                            Best RESULT, min (total: 2)                            
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━┳━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ y    ┃ z                  ┃ a ┃ x   ┃ RESULT             ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│ 1168180              │ 1513 │ 0.7247317664598486 │ 1 │ 123 │ 112315130.72473177 │
└──────────────────────┴──────┴────────────────────┴───┴─────┴────────────────────┘

2025-10-24 20:48:47 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, Started OmniOpt2 run...
2025-10-24 20:48:49 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, getting new HP set     
2025-10-24 20:48:49 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, requested 1 jobs, got 1, 0.30 s/job
2025-10-24 20:48:51 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, eval #1/1 start                    
2025-10-24 20:48:52 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, starting new job                   
2025-10-24 20:48:52 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-24 20:48:53 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 20:48:54 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 20:49:04 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-10-24 20:49:20 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, running 1 = ∑1/1, new result: RESULT: 212316260.662559
2025-10-24 20:49:22 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, waiting for 1 job, finished 1 job
2025-10-24 20:49:22 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, getting new HP set               
2025-10-24 20:49:22 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, requested 1 jobs, got 1, 0.08 s/job
2025-10-24 20:49:22 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, eval #1/1 start                    
2025-10-24 20:49:22 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, starting new job                   
2025-10-24 20:49:22 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, unknown 1 = ∑1/1, started new job  
2025-10-24 20:49:23 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 20:49:26 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 20:49:43 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 212316260.6625591, pending 1 = ∑1/1, new result: RESULT: 112315130.724732
2025-10-24 20:49:45 (6591b267-1c47-4e69-8c9f-d274814644a1): SOBOL, best RESULT: 112315130.72473177, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.453 │    1 │        1.453 │
│       2 │   0.331 │    1 │        0.331 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.892 │      │              │
│  Median │   0.892 │      │              │
│   Total │   1.784 │      │              │
│     Max │   1.453 │      │              │
│     Min │   0.331 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.300 │    1 │        0.300 │
│         2 │   0.076 │    1 │        0.076 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.188 │      │              │
│    Median │   0.188 │      │              │
│     Total │   0.376 │      │              │
│       Max │   0.300 │      │              │
│       Min │   0.076 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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

1761331723.1,1,0,0
1761331731.9721,1,0,0
1761331732.2935,1,1,100
1761331766.5135,1,1,100
1761331767.1788,1,2,200
1761331771.8897,1,2,200
1761331772.743,1,1,100
1761331785.6376,1,1,100
1761331787.7623,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761331723,807.515625,10.8
1761331783,824.1171875,10

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	0	0	0	2
RESULT	112315130.7247	212316260.6626	162315695.6936	50000564.9689	2
y	1513	1626	1569.5	56.5	2
z	0.6626	0.7247	0.6936	0.0311	2
a	1	2	1.5	0.5	2
x	123	123	123	0	2

submitit INFO (2025-10-24 20:49:00,999) - Starting with JobEnvironment(job_id=1168176, hostname=c51, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 20:49:01,001) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/randomforest/0/single_runs/1168176/1168176_submitted.pkl
Trial-Index: 0

Parameters: {"y": 1626, "z": 0.6625590920448303, "a": 2, "x": 123}
Debug-Infos: 
echo "RESULT: 212316260.66255909204483032227"
stdout:
 RESULT: 212316260.66255909204483032227

stderr was empty
Result: {'RESULT': 212316260.6625591}
Final-results: {'RESULT': 212316260.6625591}
EXIT_CODE: 0
submitit INFO (2025-10-24 20:49:20,064) - Job completed successfully
submitit INFO (2025-10-24 20:49:20,065) - Exiting after successful completion