OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	6
Max. nr. evaluations (from arguments)	2
Number random steps	1
Nr. of workers (parameter)	1
Nr. imported jobs	4

Best RESULT, min (total: 2 + inserted jobs: 4)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	choice_param	RESULT
-100.0	-7.0	-1000.0	16.0	-100	-1000.0	-7	16	-10213631.72

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	5	5

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-1000	1000		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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-10-26 13:27:35 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -10213631.72, finishing jobs, finished 1 job

Git-Version

Commit: d934d849d4e45a6a0b57a468511c1f059e71c6d3 (8894-5-gd934d849d)

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,arm_name,trial_status,generation_node,RESULT,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-30777.305932744598976569250226020813,-50,3.658883571624755859375,5,1
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-165074.436321435990976169705390930176,-15,-97.694847154779836273519322276115,-69,16
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-295109.320000000006984919309616088867,-81,-100,-100,16
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-254989.005725183000322431325912475586,-100,-53.139217164650105473810981493443,-100,16
4,1761485231,2,4ebfc83a-e4b3-4413-b361-889d244d18c0,1761485233,1761485239,6,./.tests/optimization_example  --int_param='-70' --float_param='-928.79769583967731705343' --choice_param='16' --int_param_two='-100' --nr_results=1,0,,c733cbdc3037,-70,-100,-928.79769583967708967975340783596,16,4_0,COMPLETED,BOTORCH_MODULAR,-8886908.68755491077899932861328125,-70,-928.79769583967731705342885106802,-100,16
5,1761485244,2,4ebfc83a-e4b3-4413-b361-889d244d18c0,1761485246,1761485252,6,./.tests/optimization_example  --int_param='-100' --float_param='-1000' --choice_param='16' --int_param_two='-7' --nr_results=1,0,,c733cbdc3037,-100,-7,-1000,16,5_0,COMPLETED,BOTORCH_MODULAR,-10213631.72000000067055225372314453125,-100,-1000,-7,16


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

Current git-hash: d934d849d4e45a6a0b57a468511c1f059e71c6d3 (last fully tested stable version 5 commits ago [556ef9cf70bb48065d227a6c4d066c9621d1ccb7, 8894])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ Importing logging...
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⠋ Importing pathlib.Path...
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⠋ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠋ Importing helpers...
⠋ Parsing arguments...
⠸ Importing torch...
⠋ Importing numpy...
[WARNING 10-26 13:27:06] 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...
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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...
⠋ 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...
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⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
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Using old run's --time: 60
Using old run's --gpus: 0
Run-UUID: 1ee3b800-7822-4c3e-8680-fbafbb494889
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 \______/  |__|  |__| |__| \__| |__|  \______/  | _|          |__|    |____| 
                                                                             

⠋ Writing worker creation log...
omniopt --continue runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1 --num_parallel_jobs 1 --worker_timeout 10 --follow --gpus=0 --mem_gb=4 --num_random_steps=1 --max_eval=2 --parameter float_param range -1000 1000 float --send_anonymized_usage_stats --generate_all_jobs_at_once --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2...
⠋ 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: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2
Continuation from runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
⠋ 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...
⠋ Initializing ax_client...
Changed parameter 'float_param': lower from -100.0 to -1000.0, upper from 10.0 to 1000.0, digits from None to 32
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=623 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: BOTORCH_MODULAR for 9 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  │ -1000       │ 1000        │                       │ 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: -10213631.72, finishing jobs, finished 1 job           : 100%|██████████| 6/6 [00:25<00:00,  4.21s/it]
                                                          Best RESULT, min (total: 2 + inserted jobs: 4)                                                          
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT       ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━┩
│ -100.0            │ -7.0                  │ -1000.0             │ 16.0                 │ -100      │ -1000.0     │ -7            │ 16           │ -10213631.72 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────┴───────────────┴──────────────┴──────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-26 13:27:10 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-10-26 13:27:11 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-10-26 13:27:11 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.65 s/job
2025-10-26 13:27:11 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, eval #1/1 start                    
2025-10-26 13:27:11 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, starting new job                   
2025-10-26 13:27:12 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, started new job                    
2025-10-26 13:27:21 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, new result: RESULT: -8886908.687555
2025-10-26 13:27:22 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -8886908.68755491, finishing jobs, finished 1 job
2025-10-26 13:27:24 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -8886908.68755491, getting new HP set (no sbatch)
2025-10-26 13:27:24 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -8886908.68755491, requested 1 jobs, got 1, 1.64 s/job
2025-10-26 13:27:24 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -8886908.68755491, eval #1/1 start                    
2025-10-26 13:27:24 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -8886908.68755491, starting new job                   
2025-10-26 13:27:24 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -8886908.68755491, started new job                    
2025-10-26 13:27:33 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -8886908.68755491, new result: RESULT: -10213631.720000
2025-10-26 13:27:35 (4ebfc83a-e4b3-4413-b361-889d244d18c0): BOTORCH_MODULAR, best RESULT: -10213631.72, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.176 │    1 │        0.176 │
│       2 │   0.101 │    1 │        0.101 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.138 │      │              │
│  Median │   0.138 │      │              │
│   Total │   0.276 │      │              │
│     Max │   0.176 │      │              │
│     Min │   0.101 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.654 │    1 │        1.654 │
│         2 │   1.635 │    1 │        1.635 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.644 │      │              │
│    Median │   1.644 │      │              │
│     Total │   3.289 │      │              │
│       Max │   1.654 │      │              │
│       Min │   1.635 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	[['float_param', 'range', '-1000', '1000', 'float']]
continue_previous_job	runs/__main__tests__BOTORCH_MODULAR___nogridsearch/1
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	/root
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	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
1761485227,803.90234375,28.8

`RESULT` (goal: minimize)

Best value: -10213631.72
Achieved at:
- int_param = -100
- float_param = -1000
- int_param_two = -7
- choice_param = 16

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-70	-85	15	2
OO_Info_int_param_two	-100	-7	-53.5	46.5	2
OO_Info_float_param	-1000	-928.7977	-964.3988	35.6012	2
OO_Info_choice_param	16	16	16	0	2
RESULT	-10213631.72	-30777.3059	-3307748.4126	4431488.2241	6
int_param	-100	-15	-69.3333	29.8422	6
float_param	-1000	3.6589	-362.6621	427.3764	6
int_param_two	-100	5	-61.8333	44.525	6
choice_param	1	16	13.5	5.5902	6

submitit INFO (2025-10-26 13:27:12,356) - Starting with JobEnvironment(job_id=4378, hostname=c733cbdc3037, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-26 13:27:12,356) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/4378/4378_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -70, "float_param": -928.7976958396773, "int_param_two": -100, "choice_param": 16}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-70' --float_param='-928.79769583967731705343' --choice_param='16' --int_param_two='-100' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1761485089.9133577
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1761484688.8902168
Last modification: 1761484688.8902168
Hostname: c733cbdc3037
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-70' --float_param='-928.79769583967731705343' --choice_param='16' --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -70
OO-Info: int_param_two: -100
OO-Info: float_param: -928.79769583967731705343
OO-Info: choice_param: 16
RESULT: -8886908.68755491

stderr was empty
Result: {'RESULT': -8886908.68755491}
Final-results: {'RESULT': -8886908.68755491}
EXIT_CODE: 0
submitit INFO (2025-10-26 13:27:19,911) - Job completed successfully
submitit INFO (2025-10-26 13:27:19,911) - Exiting after successful completion