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
1167283	1349	0.24113080746298166	1	123	112313490.24113081

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 18:03:41 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 112313490.24113081, waiting for 1 job, finished 1 job

Git-Version

Commit: e88ebd04db0d958da78f160bca8f3369a71e8b31 (8866)

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
0,1761321758,30,c3b8fee5-eab9-4957-9893-75418a3d0e8b,1761321788,1761321788,0,echo "RESULT: 212336810.74294131994247436523",0,,c141,1167282,0_0,COMPLETED,SOBOL,212336810.742941319942474365234375,3681,0.742941319942474365234375,2,123
1,1761321792,26,c3b8fee5-eab9-4957-9893-75418a3d0e8b,1761321818,1761321818,0,echo "RESULT: 112313490.24113080746298165558",0,,c141,1167283,1_0,COMPLETED,RANDOMFOREST,112313490.24113081395626068115234375,1349,0.24113080746298165557561787864,1,123


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

To cancel, press CTRL c, then run 'scancel 1167281'
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⠋ Trying to import pyfiglet...
⠹ Importing helpers...
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⠼ Importing torch...
⠋ Importing numpy...
[WARNING 10-24 18:02:25] 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]`.
⠸ Importing ax...
⠋ Importing ax.core.generator_run...
⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
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⠋ Trying ax.generation_strategy.generation_node...
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Run-UUID: afd7a4ed-b223-47f3-a63d-ce6ca4b4b551
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning so deep, even Lovecraft would b |
| e scared!                                         |
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  =================================================
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                                                 <----.     __ / __   \
                                                 <----|====O)))==) \) /====
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                                                         ______( (_  / \______
                                                       ,'  ,-----'   |        \
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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 /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=1 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: 112313490.24113081, waiting for 1 job, finished 1 job                     : 100%|██████████| 2/2 [01:07<00:00, 33.93s/it]
                            Best RESULT, min (total: 2)                             
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━┳━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ y    ┃ z                   ┃ a ┃ x   ┃ RESULT             ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│ 1167283              │ 1349 │ 0.24113080746298166 │ 1 │ 123 │ 112313490.24113081 │
└──────────────────────┴──────┴─────────────────────┴───┴─────┴────────────────────┘

2025-10-24 18:02:33 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, Started OmniOpt2 run...
2025-10-24 18:02:35 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, getting new HP set     
2025-10-24 18:02:35 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, requested 1 jobs, got 1, 0.43 s/job
2025-10-24 18:02:37 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, eval #1/1 start                    
2025-10-24 18:02:38 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, starting new job                   
2025-10-24 18:02:38 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-24 18:02:39 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 18:02:41 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 18:03:09 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, pending 1 = ∑1/1, new result: RESULT: 212336810.742941
2025-10-24 18:03:12 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, waiting for 1 job, finished 1 job
2025-10-24 18:03:12 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, getting new HP set               
2025-10-24 18:03:12 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, requested 1 jobs, got 1, 0.10 s/job
2025-10-24 18:03:12 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, eval #1/1 start                    
2025-10-24 18:03:12 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, starting new job                   
2025-10-24 18:03:12 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, unknown 1 = ∑1/1, started new job  
2025-10-24 18:03:13 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 18:03:17 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 18:03:39 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 212336810.74294132, pending 1 = ∑1/1, new result: RESULT: 112313490.241131
2025-10-24 18:03:41 (c3b8fee5-eab9-4957-9893-75418a3d0e8b): SOBOL, best RESULT: 112313490.24113081, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.589 │    1 │        1.589 │
│       2 │   0.231 │    1 │        0.231 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.910 │      │              │
│  Median │   0.910 │      │              │
│   Total │   1.819 │      │              │
│     Max │   1.589 │      │              │
│     Min │   0.231 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.432 │    1 │        0.432 │
│         2 │   0.097 │    1 │        0.097 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.265 │      │              │
│    Median │   0.265 │      │              │
│     Total │   0.530 │      │              │
│       Max │   0.432 │      │              │
│       Min │   0.097 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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

1761321748.8657,1,0,0
1761321758.0042,1,0,0
1761321758.7685,1,1,100
1761321821.2989,1,1,100
1761321823.7686,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761321748,804.9765625,9.3
1761321808,822.4765625,8.4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	0	0	0	2
RESULT	112313490.2411	212336810.7429	162325150.492	50011660.2509	2
y	1349	3681	2515	1166	2
z	0.2411	0.7429	0.492	0.2509	2
a	1	2	1.5	0.5	2
x	123	123	123	0	2

submitit INFO (2025-10-24 18:03:06,272) - Starting with JobEnvironment(job_id=1167282, hostname=c141, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 18:03:06,274) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/randomforest/0/single_runs/1167282/1167282_submitted.pkl
Trial-Index: 0

Parameters: {"y": 3681, "z": 0.7429413199424744, "a": 2, "x": 123}
Debug-Infos: 
echo "RESULT: 212336810.74294131994247436523"
stdout:
 RESULT: 212336810.74294131994247436523

stderr was empty
Result: {'RESULT': 212336810.74294132}
Final-results: {'RESULT': 212336810.74294132}
EXIT_CODE: 0
submitit INFO (2025-10-24 18:03:08,521) - Job completed successfully
submitit INFO (2025-10-24 18:03:08,523) - Exiting after successful completion