OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	4
Number random steps	2
Nr. of workers (parameter)	4
Main process memory (GB)	8
Worker memory (GB)	10

Best RESULT, min (total: 4)

OO_Info_SLURM_JOB_ID	a	b	RESULT
1172947	22.856517783366144	34.19815395027399	57.0546717336401

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	4	4

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
a	range	5	100	float	No
b	range	5	100	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-10-25 04:19:48 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 57.0546717336401, waiting for 1 job, finished 1 job

Git-Version

Commit: 87dbf732124d22378d92f4f9fd4a3243b54c0639 (8885)

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,a,b
0,1761358611,173,80cfb700-ddbe-485f-b8f4-6688a14af109,1761358784,1761358784,0,perl -e 'print "RESULT: " . (53.26162666082382202148 + 58.1684207916259765625)',0,,c155,1172946,0_0,COMPLETED,SOBOL,111.430047452449997535950387828052,53.261626660823822021484375,58.1684207916259765625
1,1761358611,25,80cfb700-ddbe-485f-b8f4-6688a14af109,1761358636,1761358636,0,perl -e 'print "RESULT: " . (22.85651778336614370346 + 34.1981539502739906311)',0,,c143,1172947,1_0,COMPLETED,SOBOL,57.054671733640098807427420979366,22.856517783366143703460693359375,34.198153950273990631103515625
2,1761358612,23,80cfb700-ddbe-485f-b8f4-6688a14af109,1761358635,1761358635,0,perl -e 'print "RESULT: " . (47.38516777753829956055 + 83.76132706180214881897)',0,,c125,1172949,2_0,COMPLETED,SOBOL,131.146494839339993632165715098381,47.385167777538299560546875,83.7613270618021488189697265625
3,1761358611,36,80cfb700-ddbe-485f-b8f4-6688a14af109,1761358647,1761358647,0,perl -e 'print "RESULT: " . (76.30318403709679841995 + 13.10278028715401887894)',0,,c138,1172948,3_0,COMPLETED,SOBOL,89.405964324250803088034444954246,76.303184037096798419952392578125,13.102780287154018878936767578125


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

To cancel, press CTRL c, then run 'scancel 1172933'
⠋ Importing logging...
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⠹ Importing beartype...
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⠋ Trying to import pyfiglet...
⠼ Importing helpers...
⠋ Parsing arguments...
⠏ Importing torch...
⠋ Importing numpy...
[WARNING 10-25 04:16:33] 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...
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⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
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⠋ Importing GeneratorSpec...
⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
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Run-UUID: b949cd92-ad8b-4580-a2e7-53f82cf8e83f
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameter quest: It's dangerous t |
| o go alone, take this!                            |
 \                                                 /
  =================================================
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⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=multiplication_constraint --mem_gb=10 --time=60 --worker_timeout=60 --max_eval=4 --num_parallel_jobs=4 --gpus=1 --num_random_steps=2 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc= --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=BOTORCH_MODULAR --n_estimators_randomforest=100 --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=50 --slurm_signal_delay_s=0 --max_failed_jobs=0 --parameter a range 5 100 float false --parameter b range 5 100 float false --experiment_constraints YSAqIGIgPj0gMTA=
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/multiplication_constraint/1...
⠋ 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/multiplication_constraint/1
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠸ Writing git information
⠋ Checking max_eval...
Warning: --num_random_steps 2 is smaller than --num_parallel_jobs 4. It's recommended that --num_parallel_jobs is the same as or a multiple of --num_random_steps
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=multiplication_constraint&run_nr=1 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: SOBOL for 2 steps and then BOTORCH_MODULAR for 2 steps.
Run-Program: perl -e 'print "RESULT: " . (%a + %b)'
                      Experiment parameters                      
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ a    │ range │ 5           │ 100         │ float │ No         │
│ b    │ range │ 5           │ 100         │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Post-Generation-Constraints ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ a * b >= 10                 │
└─────────────────────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: 57.0546717336401, waiting for 1 job, finished 1 job                                        : 100%|██████████| 4/4 [03:02<00:00, 45.59s/it]
                            Best RESULT, min (total: 4)                             
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ a                  ┃ b                 ┃ RESULT           ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 1172947              │ 22.856517783366144 │ 34.19815395027399 │ 57.0546717336401 │
└──────────────────────┴────────────────────┴───────────────────┴──────────────────┘

2025-10-25 04:16:45 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, Started OmniOpt2 run...
2025-10-25 04:16:47 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, getting new HP set #1/4
2025-10-25 04:16:47 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, getting new HP set #2/4
2025-10-25 04:16:47 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, getting new HP set #3/4
2025-10-25 04:16:47 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, getting new HP set #4/4
2025-10-25 04:16:47 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, requested 4 jobs, got 4, 0.19 s/job
2025-10-25 04:16:48 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, eval #1/4 start                    
2025-10-25 04:16:49 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, eval #2/4 start                    
2025-10-25 04:16:50 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, eval #3/4 start                    
2025-10-25 04:16:51 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, eval #4/4 start                    
2025-10-25 04:16:51 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, starting new job                   
2025-10-25 04:16:51 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, unknown 1 = ∑1/4, started new job  
2025-10-25 04:16:51 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, unknown 2 = ∑2/4, started new job  
2025-10-25 04:16:51 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, unknown 3 = ∑3/4, started new job  
2025-10-25 04:16:52 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, unknown 3 = ∑3/4, starting new job 
2025-10-25 04:16:52 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, unknown 4 = ∑4/4, started new job  
2025-10-25 04:16:53 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, unknown 4 = ∑4/4, waiting for 4 jobs
2025-10-25 04:16:54 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, pending 4 = ∑4/4, waiting for 4 jobs
2025-10-25 04:17:15 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, pending 4 = ∑4/4, new result: RESULT: 131.146495
2025-10-25 04:17:18 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 131.14649483934, completed/pending/running 1/1/1 = ∑3/4, waiting for 4 jobs, finished 1 job
2025-10-25 04:17:18 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 131.14649483934, completed/pending/running 1/1/1 = ∑3/4, waiting for 3 jobs                
2025-10-25 04:17:19 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 131.14649483934, completed/pending/running 1/1/1 = ∑3/4, new result: RESULT: 57.054672     
2025-10-25 04:17:22 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 57.0546717336401, pending/running 1/1 = ∑2/4, waiting for 3 jobs, finished 1 job           
2025-10-25 04:17:22 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 57.0546717336401, pending/running 1/1 = ∑2/4, waiting for 2 jobs                           
2025-10-25 04:17:27 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 57.0546717336401, pending/running 1/1 = ∑2/4, new result: RESULT: 89.405964                
2025-10-25 04:17:29 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 57.0546717336401, pending 1 = ∑1/4, waiting for 2 jobs, finished 1 job                     
2025-10-25 04:17:29 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 57.0546717336401, pending 1 = ∑1/4, waiting for 1 job                                      
2025-10-25 04:19:45 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 57.0546717336401, pending 1 = ∑1/4, new result: RESULT: 111.430047                         
2025-10-25 04:19:48 (80cfb700-ddbe-485f-b8f4-6688a14af109): SOBOL, best RESULT: 57.0546717336401, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.446 │    4 │        0.362 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.446 │      │              │
│  Median │   1.446 │      │              │
│   Total │   1.446 │      │              │
│     Max │   1.446 │      │              │
│     Min │   1.446 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.755 │    4 │        0.189 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.755 │      │              │
│    Median │   0.755 │      │              │
│     Total │   0.755 │      │              │
│       Max │   0.755 │      │              │
│       Min │   0.755 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	2
max_eval	4
run_program	[['cGVybCAtZSAncHJpbnQgIlJFU1VMVDogIiAuICglYSArICViKSc=']]
experiment_name	multiplication_constraint
mem_gb	10
parameter	[['a', 'range', '5', '100', 'float', 'false'], ['b', 'range', '5', '100', 'float', 'false']]
continue_previous_job	None
experiment_constraints	[['YSAqIGIgPj0gMTA=']]
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
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	50
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	0
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	4
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

1761358596.736,4,0,0
1761358611.1876,4,0,0
1761358611.7378,4,2,50
1761358611.8928,4,2,50
1761358612.224,4,3,75
1761358616.7759,4,3,75
1761358618.7194,4,4,100
1761358642.7904,4,4,100
1761358643.7105,4,2,50
1761358653.9551,4,2,50
1761358654.7329,4,1,25
1761358788.0112,4,1,25
1761358790.1045,4,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761358596,807.20703125,20.9
1761358656,829.82421875,13.3
1761358716,829.82421875,10.1
1761358776,829.82421875,5.8

`RESULT` (goal: minimize)

Best value: 57.05467173364
Achieved at:
- run_time = 0
- a = 22.856517783366
- b = 34.198153950274

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	0	0	0	4
RESULT	57.0547	131.1465	97.2593	27.5102	4
a	22.8565	76.3032	49.9516	19.0138	4
b	13.1028	83.7613	47.3077	26.4039	4

submitit INFO (2025-10-25 04:19:40,600) - Starting with JobEnvironment(job_id=1172946, hostname=c155, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 04:19:40,602) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/multiplication_constraint/1/single_runs/1172946/1172946_submitted.pkl
Trial-Index: 0

Parameters: {"a": 53.26162666082382, "b": 58.16842079162598}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: perl -e 'print "RESULT: " . (53.26162666082382202148 + 58.1684207916259765625)'
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: .
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1172946
Status-Change-Time: 1761358569.0
Size: 20480 Bytes
Permissions: drwxr-xr-x
Owner: s3811141
Last access: 1761358779.0
Last modification: 1761358569.0
Hostname: c155
========
DEBUG INFOS END

perl -e 'print "RESULT: " . (53.26162666082382202148 + 58.1684207916259765625)'
stdout:
 RESULT: 111.43004745245
stderr was empty
Result: {'RESULT': 111.43004745245}
Final-results: {'RESULT': 111.43004745245}
EXIT_CODE: 0
submitit INFO (2025-10-25 04:19:44,886) - Job completed successfully
submitit INFO (2025-10-25 04:19:44,887) - Exiting after successful completion