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
3641	0.8503873944282532	1	123	112336410.8503874

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

2026-01-04 11:37:50 (6cbe4fe3-3605-4dd5-baaa-54df13264899): RANDOMFOREST, best RESULT: 112336410.8503874, finishing jobs, finished 1 job

Git-Version

Commit: 1fb1086e9a3ddebbb1a66a445101c41041e9fa4f (9213-8-g1fb1086e9)

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
0,1767526648,2,6cbe4fe3-3605-4dd5-baaa-54df13264899,1767526650,1767526656,6,echo "RESULT: 112336410.85038739442825317383",0,,runnervmdwttx,0_0,COMPLETED,SOBOL,112336410.850387394428253173828125,3641,0.850387394428253173828125,1,123
1,1767526659,2,6cbe4fe3-3605-4dd5-baaa-54df13264899,1767526661,1767526667,6,echo "RESULT: 212314190.19360532588268219989",0,,runnervmdwttx,1_0,COMPLETED,RANDOMFOREST,212314190.1936053335666656494140625,1419,0.193605325882682199889472940413,2,123


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

Current git-hash: 1fb1086e9a3ddebbb1a66a445101c41041e9fa4f (last fully tested stable version 8 commits ago [941829b5ef8c208e9de98b3eb85bb46f0d23e169, 9213])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 01-04 11:37:25] 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: 0eec9903-25fc-4da5-8ad3-c0bd5594b18b
 ____  _      _      _  ____  ____ _____ ____ 
/  _ \/ \__/|/ \  /|/ \/  _ \/  __Y__ __Y_   \
| / \|| |\/||| |\ ||| || / \||  \/| / \  /   /
| \_/|| |  ||| | \||| || \_/||  __/ | | /   /_
\____/\_/  \|\_/  \|\_/\____/\_/    \_/ \____/
                                              

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=279 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            ┃
┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 3641 │ 0.8503873944282532 │ 1 │ 123 │ 112336410.8503874 │
└──────┴────────────────────┴───┴─────┴───────────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2026-01-04 11:37:28 (6cbe4fe3-3605-4dd5-baaa-54df13264899): SOBOL, Started OmniOpt2 run...
2026-01-04 11:37:28 (6cbe4fe3-3605-4dd5-baaa-54df13264899): SOBOL, getting new HP set (no sbatch)
2026-01-04 11:37:28 (6cbe4fe3-3605-4dd5-baaa-54df13264899): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2026-01-04 11:37:28 (6cbe4fe3-3605-4dd5-baaa-54df13264899): SOBOL, eval #1/1 start                    
2026-01-04 11:37:28 (6cbe4fe3-3605-4dd5-baaa-54df13264899): SOBOL, starting new job                   
2026-01-04 11:37:28 (6cbe4fe3-3605-4dd5-baaa-54df13264899): SOBOL, started new job                    
2026-01-04 11:37:37 (6cbe4fe3-3605-4dd5-baaa-54df13264899): SOBOL, new result: RESULT: 112336410.850387
2026-01-04 11:37:39 (6cbe4fe3-3605-4dd5-baaa-54df13264899): SOBOL, best RESULT: 112336410.8503874, finishing jobs, finished 1 job
2026-01-04 11:37:39 (6cbe4fe3-3605-4dd5-baaa-54df13264899): RANDOMFOREST, best RESULT: 112336410.8503874, getting new HP set (no sbatch)
2026-01-04 11:37:39 (6cbe4fe3-3605-4dd5-baaa-54df13264899): RANDOMFOREST, best RESULT: 112336410.8503874, requested 1 jobs, got 1, 0.14 s/job
2026-01-04 11:37:39 (6cbe4fe3-3605-4dd5-baaa-54df13264899): RANDOMFOREST, best RESULT: 112336410.8503874, eval #1/1 start                    
2026-01-04 11:37:39 (6cbe4fe3-3605-4dd5-baaa-54df13264899): RANDOMFOREST, best RESULT: 112336410.8503874, starting new job                   
2026-01-04 11:37:39 (6cbe4fe3-3605-4dd5-baaa-54df13264899): RANDOMFOREST, best RESULT: 112336410.8503874, started new job                    
2026-01-04 11:37:48 (6cbe4fe3-3605-4dd5-baaa-54df13264899): RANDOMFOREST, best RESULT: 112336410.8503874, new result: RESULT: 212314190.193605
2026-01-04 11:37:50 (6cbe4fe3-3605-4dd5-baaa-54df13264899): RANDOMFOREST, best RESULT: 112336410.8503874, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.104 │    1 │        0.104 │
│       2 │   0.073 │    1 │        0.073 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.089 │      │              │
│  Median │   0.089 │      │              │
│   Total │   0.178 │      │              │
│     Max │   0.104 │      │              │
│     Min │   0.073 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.027 │    1 │        0.027 │
│         2 │   0.143 │    1 │        0.143 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.085 │      │              │
│    Median │   0.085 │      │              │
│     Total │   0.170 │      │              │
│       Max │   0.143 │      │              │
│       Min │   0.027 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1767526646,756.8671875,28.8

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	112336410.8504	212314190.1936	162325300.522	49988889.6716	2
y	1419	3641	2530	1111	2
z	0.1936	0.8504	0.522	0.3284	2
a	1	2	1.5	0.5	2
x	123	123	123	0	2

submitit INFO (2026-01-04 11:37:29,123) - Starting with JobEnvironment(job_id=91262, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-01-04 11:37:29,123) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/randomforest/0/single_runs/91262/91262_submitted.pkl
Trial-Index: 0

Parameters: {"y": 3641, "z": 0.8503873944282532, "a": 1, "x": 123}
Debug-Infos: 
echo "RESULT: 112336410.85038739442825317383"
stdout:
 RESULT: 112336410.85038739442825317383

stderr was empty
Result: {'RESULT': 112336410.8503874}
Final-results: {'RESULT': 112336410.8503874}
EXIT_CODE: 0
submitit INFO (2026-01-04 11:37:36,661) - Job completed successfully
submitit INFO (2026-01-04 11:37:36,661) - Exiting after successful completion