OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	RANDOMFOREST
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 2)

y	z	a	x	RESULT
2248	0.8884199857711792	1	123	112322480.88841999

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 09:43:43 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): RANDOMFOREST, best RESULT: 112322480.88841999, finishing jobs, finished 1 job

Git-Version

Commit: fb142b3294cbe967c7083601713d49b549cc9f7b (9031-2-gfb142b329)

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,y,z,a,x
0,1762163002,2,afb56c72-f2cd-439a-a3a5-0c7b6544679a,1762163004,1762163010,6,echo "RESULT: 112322480.88841998577117919922",0,,runnervmf2e7y,0_0,COMPLETED,SOBOL,112322480.88841998577117919921875,2248,0.88841998577117919921875,1,123
1,1762163013,1,afb56c72-f2cd-439a-a3a5-0c7b6544679a,1762163014,1762163020,6,echo "RESULT: 212326410.95514939122176167885",0,,runnervmf2e7y,1_0,COMPLETED,RANDOMFOREST,212326410.9551493823528289794921875,2641,0.95514939122176167884958886134,2,123


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

Current git-hash: fb142b3294cbe967c7083601713d49b549cc9f7b (last fully tested stable version 2 commits ago [b181faa7a051aea7b3548dcba21f2e14238838be, 9031])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 09:43:19] 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]`.
Run-UUID: 4dfd3f1c-bcc2-47f0-be6b-eb85c6e93ac0
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter tuning: The philosopher |
| ’s stone of deep learning.                        |
 \                                                 /
  =================================================
                                                 \
                                                  \
                                                    ^__^
                                                    (oo)\_______
                                                    (__)\       )\/\
                                                        ||----w |
                                                        ||     ||
omniopt --partition=alpha --experiment_name=randomforest --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=2 --num_parallel_jobs=1 --gpus=0 --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
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/randomforest/0
Lower bound (5431.0) was larger than upper bound (1234.0) for parameter 'y'. Switched them.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=randomforest&run_nr=3 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
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 │
└─────────────┴─────────────┘
                                     Failed Jobs parameters                                     
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
                Best RESULT, min (total: 2)                 
┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━┳━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ y    ┃ z                  ┃ a ┃ x   ┃ RESULT             ┃
┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│ 2248 │ 0.8884199857711792 │ 1 │ 123 │ 112322480.88841999 │
└──────┴────────────────────┴───┴─────┴────────────────────┘
Not printing sixel graphics in CI
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-11-03 09:43:22 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): SOBOL, Started OmniOpt2 run...
2025-11-03 09:43:22 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): SOBOL, getting new HP set (no sbatch)
2025-11-03 09:43:22 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-11-03 09:43:22 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): SOBOL, eval #1/1 start                    
2025-11-03 09:43:22 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): SOBOL, starting new job                   
2025-11-03 09:43:22 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): SOBOL, started new job                    
2025-11-03 09:43:31 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): SOBOL, new result: RESULT: 112322480.888420
2025-11-03 09:43:32 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): SOBOL, best RESULT: 112322480.88841999, finishing jobs, finished 1 job
2025-11-03 09:43:33 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): RANDOMFOREST, best RESULT: 112322480.88841999, getting new HP set (no sbatch)
2025-11-03 09:43:33 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): RANDOMFOREST, best RESULT: 112322480.88841999, requested 1 jobs, got 1, 0.18 s/job
2025-11-03 09:43:33 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): RANDOMFOREST, best RESULT: 112322480.88841999, eval #1/1 start                    
2025-11-03 09:43:33 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): RANDOMFOREST, best RESULT: 112322480.88841999, starting new job                   
2025-11-03 09:43:33 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): RANDOMFOREST, best RESULT: 112322480.88841999, started new job                    
2025-11-03 09:43:42 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): RANDOMFOREST, best RESULT: 112322480.88841999, new result: RESULT: 212326410.955149
2025-11-03 09:43:43 (afb56c72-f2cd-439a-a3a5-0c7b6544679a): RANDOMFOREST, best RESULT: 112322480.88841999, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.217 │    1 │        0.217 │
│       2 │   0.080 │    1 │        0.080 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.149 │      │              │
│  Median │   0.149 │      │              │
│   Total │   0.297 │      │              │
│     Max │   0.217 │      │              │
│     Min │   0.080 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.017 │    1 │        0.017 │
│         2 │   0.183 │    1 │        0.183 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.100 │      │              │
│    Median │   0.100 │      │              │
│     Total │   0.200 │      │              │
│       Max │   0.183 │      │              │
│       Min │   0.017 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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/runner
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	0
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

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

timestamp,ram_usage_mb,cpu_usage_percent
1762163000,775.6796875,27.1

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	112322480.8884	212326410.9551	162324445.9218	50001965.0334	2
y	2248	2641	2444.5	196.5	2
z	0.8884	0.9551	0.9218	0.0334	2
a	1	2	1.5	0.5	2
x	123	123	123	0	2

/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/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 (2025-11-03 09:43:22,698) - Starting with JobEnvironment(job_id=112470, hostname=runnervmf2e7y, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 09:43:22,698) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/randomforest/0/single_runs/112470/112470_submitted.pkl
Trial-Index: 0

Parameters: {"y": 2248, "z": 0.8884199857711792, "a": 1, "x": 123}
Debug-Infos: 
echo "RESULT: 112322480.88841998577117919922"
stdout:
 RESULT: 112322480.88841998577117919922

stderr was empty
Result: {'RESULT': 112322480.88841999}
Final-results: {'RESULT': 112322480.88841999}
EXIT_CODE: 0
submitit INFO (2025-11-03 09:43:30,249) - Job completed successfully
submitit INFO (2025-11-03 09:43:30,250) - Exiting after successful completion