OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	OO_Info_SLURM_JOB_ID	int_param	float_param	RESULT
-100	1	1	1	1167320	-100	10.0	-111136.12

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
int_param	range	-100	10	int	No
float_param	range	-100	10	float	No

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 18:14:52 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -111136.12, 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_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,int_param,float_param
0,1761322430,25,639bdfb0-6f98-4316-82e0-a1937b01a597,1761322455,1761322461,6,./.tests/optimization_example  --int_param='-34' --float_param='1' --choice_param='1' --int_param_two='1',0,,c137,-34,1,1,1,1167318,0_0,COMPLETED,SOBOL,-15964.120000000000800355337560176849,-34,-61.200813949108123779296875
1,1761322468,15,639bdfb0-6f98-4316-82e0-a1937b01a597,1761322483,1761322489,6,./.tests/optimization_example  --int_param='-100' --float_param='1' --choice_param='1' --int_param_two='1',0,,c137,-100,1,1,1,1167320,1_0,COMPLETED,BOTORCH_MODULAR,-111136.119999999995343387126922607422,-100,10


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

To cancel, press CTRL c, then run 'scancel 1167314'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
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⠋ Importing ast...
⠋ Importing rich.table...
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⠋ 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...
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⠋ 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 18:13:38] 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: 79cc7683-6c82-4286-9b96-483dcf5c3105
  ________________________________________________
| OmniOpt2 - Finding the sweet spot in the matrix. |
  ================================================
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=1 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JzEnIC0tY2hvaWNlX3BhcmFtPScxJyAtLWludF9wYXJhbV90d289JzEn --parameter int_param range -100 10 int --parameter float_param range -100 10 float --num_random_steps 1 --model BOTORCH_MODULAR --generate_all_jobs_at_once --follow --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/5...
⠋ 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/__main__tests__BOTORCH_MODULAR___nogridsearch/5
⠋ 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=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=20 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 BOTORCH_MODULAR for 1 step.
Run-Program: ./.tests/optimization_example  --int_param='%(int_param)' --float_param='1' --choice_param='1' --int_param_two='1'
                         Experiment parameters                          
┏━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name        ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param   │ range │ -100        │ 10          │ int   │ No         │
│ float_param │ range │ -100        │ 10          │ float │ No         │
└─────────────┴───────┴─────────────┴─────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: -111136.12, waiting for 1 job, finished 1 job                  : 100%|██████████| 2/2 [01:06<00:00, 33.20s/it]
                                                              Best RESULT, min (total: 2)                                                               
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ OO_Info_SLURM_JOB_ID ┃ int_param ┃ float_param ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -100              │ 1                     │ 1                   │ 1                    │ 1167320              │ -100      │ 10.0        │ -111136.12 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴─────────────┴────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.575 │    1 │        0.575 │
│         2 │   2.268 │    1 │        2.268 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.421 │      │              │
│    Median │   1.421 │      │              │
│     Total │   2.843 │      │              │
│       Max │   2.268 │      │              │
│       Min │   0.575 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.674 │    1 │        1.674 │
│       2 │   1.044 │    1 │        1.044 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.359 │      │              │
│  Median │   1.359 │      │              │
│   Total │   2.719 │      │              │
│     Max │   1.674 │      │              │
│     Min │   1.044 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-10-24 18:13:46 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, Started OmniOpt2 run...
2025-10-24 18:13:47 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, getting new HP set     
2025-10-24 18:13:48 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, requested 1 jobs, got 1, 0.57 s/job
2025-10-24 18:13:49 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, eval #1/1 start                    
2025-10-24 18:13:50 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, starting new job                   
2025-10-24 18:13:50 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-24 18:13:51 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 18:13:56 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 18:14:15 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-10-24 18:14:21 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, running 1 = ∑1/1, new result: RESULT: -15964.120000
2025-10-24 18:14:24 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, waiting for 1 job, finished 1 job
2025-10-24 18:14:26 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, getting new HP set               
2025-10-24 18:14:26 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, requested 1 jobs, got 1, 2.27 s/job
2025-10-24 18:14:28 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, eval #1/1 start                    
2025-10-24 18:14:28 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, starting new job                   
2025-10-24 18:14:29 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, unknown 1 = ∑1/1, started new job  
2025-10-24 18:14:30 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 18:14:31 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 18:14:39 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, running 1 = ∑1/1, waiting for 1 job
2025-10-24 18:14:50 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -15964.12, running 1 = ∑1/1, new result: RESULT: -111136.120000
2025-10-24 18:14:52 (639bdfb0-6f98-4316-82e0-a1937b01a597): SOBOL, best RESULT: -111136.12, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.674 │    1 │        1.674 │
│       2 │   1.044 │    1 │        1.044 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.359 │      │              │
│  Median │   1.359 │      │              │
│   Total │   2.719 │      │              │
│     Max │   1.674 │      │              │
│     Min │   1.044 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.575 │    1 │        0.575 │
│         2 │   2.268 │    1 │        2.268 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.421 │      │              │
│    Median │   1.421 │      │              │
│     Total │   2.843 │      │              │
│       Max │   2.268 │      │              │
│       Min │   0.575 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JzEnIC0tY2hvaWNlX3BhcmFtPScxJyAtLWludF9wYXJhbV90d289…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float']]
continue_previous_job	None
experiment_constraints	None
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	10
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	False
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	True
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	5
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

1761322421.1964,1,0,0
1761322429.9409,1,0,0
1761322430.787,1,1,100
1761322464.0638,1,1,100
1761322466.218,1,0,0
1761322468.8149,1,0,0
1761322469.1445,1,1,100
1761322492.4407,1,1,100
1761322494.798,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761322421,805.35546875,13.9
1761322481,837,13.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-34	-67	33	2
OO_Info_int_param_two	1	1	1	0	2
OO_Info_float_param	1	1	1	0	2
OO_Info_choice_param	1	1	1	0	2
RESULT	-111136.12	-15964.12	-63550.12	47586	2
int_param	-100	-34	-67	33	2
float_param	-61.2008	10	-25.6004	35.6004	2

submitit INFO (2025-10-24 18:14:11,254) - Starting with JobEnvironment(job_id=1167318, hostname=c137, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 18:14:11,257) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/5/single_runs/1167318/1167318_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -34, "float_param": -61.200813949108124}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-34' --float_param='1' --choice_param='1' --int_param_two='1'
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1167318
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761322455.0
Last modification: 1755343211.0
Hostname: c137
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-34' --float_param='1' --choice_param='1' --int_param_two='1'
stdout:
 OO-Info: int_param: -34
OO-Info: int_param_two: 1
OO-Info: float_param: 1
OO-Info: choice_param: 1
RESULT: -15964.12

stderr was empty
Result: {'RESULT': -15964.12}
Final-results: {'RESULT': -15964.12}
EXIT_CODE: 0
submitit INFO (2025-10-24 18:14:21,324) - Job completed successfully
submitit INFO (2025-10-24 18:14:21,326) - Exiting after successful completion