OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Main process memory (GB)	8
Worker memory (GB)	4
Nr. imported jobs	2

Best RESULT, min (total: 2 + inserted jobs: 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	int_param_two	choice_param	RESULT
-100.0	-76.0	10.0	2.0	1166885.0	-100	10.0	-76	2	-175785.32

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	3	3

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		float	No
choice_param	choiceparameter			1, 2, 4, 8, 16, hallo
int_param_two	rangeparameter	-100	10		int	No

Number of evaluations

Failed	Succeeded	Running	Total
0	4	0	4

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-10-24 16:19:36 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, waiting for 1 job, finished 1 job

Git-Version

Commit: e88ebd04db0d958da78f160bca8f3369a71e8b31 (8865-1-ge88ebd04d)

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,int_param_two,choice_param
0,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-85818.358243411596049554646015167236,10,-66.381677091121673583984375,-53,16
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-119452.240018903001327998936176300049,-99,-23.908337930263115822526742704213,-11,2
2,1761315473,54,8072caff-d22d-4b7b-9019-32752821cc2a,1761315527,1761315533,6,./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='-76' --nr_results=1,0,,c92,-100,-76,10,2,1166885,2_0,COMPLETED,BOTORCH_MODULAR,-175785.320000000006984919309616088867,-100,10,-76,2
3,1761315536,32,8072caff-d22d-4b7b-9019-32752821cc2a,1761315568,1761315574,6,./.tests/optimization_example  --int_param='-66' --float_param='10' --choice_param='2' --int_param_two='-100' --nr_results=1,0,,c92,-66,-100,10,2,1166887,3_0,COMPLETED,BOTORCH_MODULAR,-160258.119999999995343387126922607422,-66,10,-100,2


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

To cancel, press CTRL c, then run 'scancel 1166882'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
⠋ Importing socket...
⠋ Importing stat...
⠋ Importing pwd...
⠋ Importing base64...
⠋ Importing json...
⠋ Importing yaml...
⠋ Importing toml...
⠋ Importing csv...
⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ Importing rich.pretty...
⠋ 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...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ 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 16:17:38] 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...
Using old run's --time: 60
Run-UUID: 799acbab-2aa1-473e-9fb9-4be442b26381
  _____________________________________
| OmniOpt2 - Maximizing the model mojo! |
  =====================================
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                                           (____(____)
⠋ Writing worker creation log...
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=1 --mem_gb=4 --num_random_steps=1 --max_eval=2 --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/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/__main__tests__BOTORCH_MODULAR___nogridsearch/1
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
⠋ 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=16 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: BOTORCH_MODULAR for 5 steps.
Run-Program: ./.tests/optimization_example  --int_param='%(int_param)' --float_param='%(float_param)' --choice_param='%(choice_param)' --int_param_two='%(int_param_two)' --nr_results=1
                                           Experiment parameters                                            
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type            ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choiceparameter │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
└───────────────┴─────────────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠋ Write files and show overview
BOTORCH_MODULAR, best RESULT: -175785.32, waiting for 1 job, finished 1 job                   : 100%|██████████| 4/4 [01:49<00:00, 27.36s/it]
                                                                    Best RESULT, min (total: 2 + inserted jobs: 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 ┃ int_param_two ┃ choice_param ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -100.0            │ -76.0                 │ 10.0                │ 2.0                  │ 1166885.0            │ -100      │ 10.0        │ -76           │ 2            │ -175785.32 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-24 16:17:47 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-10-24 16:17:49 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, getting new HP set     
2025-10-24 16:17:50 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.10 s/job
2025-10-24 16:17:52 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, eval #1/1 start                    
2025-10-24 16:17:53 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, starting new job                   
2025-10-24 16:17:54 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, unknown 1 = ∑1/1, started new job  
2025-10-24 16:17:55 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 16:17:58 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 16:18:37 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, running 1 = ∑1/1, waiting for 1 job
2025-10-24 16:18:54 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, running 1 = ∑1/1, new result: RESULT: -175785.320000
2025-10-24 16:18:56 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, waiting for 1 job, finished 1 job
2025-10-24 16:18:56 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, getting new HP set               
2025-10-24 16:18:56 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, requested 1 jobs, got 1, 0.65 s/job
2025-10-24 16:18:56 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, eval #1/1 start                    
2025-10-24 16:18:56 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, starting new job                   
2025-10-24 16:18:57 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, unknown 1 = ∑1/1, started new job  
2025-10-24 16:18:59 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 16:19:34 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, pending 1 = ∑1/1, new result: RESULT: -160258.120000
2025-10-24 16:19:36 (8072caff-d22d-4b7b-9019-32752821cc2a): BOTORCH_MODULAR, best RESULT: -175785.32, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.282 │    1 │        1.282 │
│       2 │   0.283 │    1 │        0.283 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.782 │      │              │
│  Median │   0.782 │      │              │
│   Total │   1.565 │      │              │
│     Max │   1.282 │      │              │
│     Min │   0.283 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.101 │    1 │        1.101 │
│         2 │   0.653 │    1 │        0.653 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.877 │      │              │
│    Median │   0.877 │      │              │
│     Total │   1.754 │      │              │
│       Max │   1.101 │      │              │
│       Min │   0.653 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	None
experiment_name	None
mem_gb	4
parameter	None
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	None
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	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	10
slurm_use_srun	False
time
partition
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

1761315461.7831,1,0,0
1761315473.1253,1,0,0
1761315473.8061,1,1,100
1761315537.2501,1,1,100
1761315539.774,1,2,200
1761315547.7678,1,2,200
1761315548.6541,1,1,100
1761315576.5613,1,1,100
1761315578.8045,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761315461,812,19.5
1761315521,842.88671875,15.2

`RESULT` (goal: minimize)

Best value: -175785.32
Achieved at:
- int_param = -100
- float_param = 10
- int_param_two = -76
- choice_param = 2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-66	-83	17	2
OO_Info_int_param_two	-100	-76	-88	12	2
OO_Info_float_param	10	10	10	0	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-175785.32	-85818.3582	-135328.5096	35219.1354	4
int_param	-100	10	-63.75	44.7235	4
float_param	-66.3817	10	-17.5725	31.3965	4
int_param_two	-100	-11	-60	32.8101	4
choice_param	2	16	5.5	6.0622	4

submitit INFO (2025-10-24 16:18:23,998) - Starting with JobEnvironment(job_id=1166885, hostname=c92, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 16:18:24,000) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1/single_runs/1166885/1166885_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -100, "float_param": 10, "int_param_two": -76, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='-76' --nr_results=1
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1166885
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761315527.0
Last modification: 1755343211.0
Hostname: c92
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-100' --float_param='10' --choice_param='2' --int_param_two='-76' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -76
OO-Info: float_param: 10
OO-Info: choice_param: 2
RESULT: -175785.32

stderr was empty
Result: {'RESULT': -175785.32}
Final-results: {'RESULT': -175785.32}
EXIT_CODE: 0
submitit INFO (2025-10-24 16:18:53,543) - Job completed successfully
submitit INFO (2025-10-24 16:18:53,545) - Exiting after successful completion