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

Best RESULT, min (total: 2)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	int_param	float_param	int_param_two	fail_or_not	choice_param	RESULT
-53	-64	-96.38076212257145	hallo	-53	-96.38076212257147	-64	0	hallo	-183987.909285534

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	range	-100	10		int	No
float_param	range	-100	10		float	No
choice_param	choice			1, 2, 4, 8, 16, hallo
int_param_two	range	-100	10		int	No
fail_or_not	choice			0, 1

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-04 10:38:31 (978b0a67-1e02-4568-9dcc-df32ff4102ca): BOTORCH_MODULAR, best RESULT: -183987.909285534, finishing jobs, finished 1 job

Git-Version

Commit: 9ee07c539bf4aa1ec23f20d4e84a679cc03dbc6a (9043-3-g9ee07c539)

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,fail_or_not,choice_param
0,1762252690,2,978b0a67-1e02-4568-9dcc-df32ff4102ca,1762252692,1762252698,6,./.tests/optimization_example  --int_param='-53' --float_param='-96.38076212257146835327' --choice_param='hallo' --int_param_two='-64' --nr_results=1,0,,runnervmxu1zt,-53,-64,-96.380762122571454142416769172996,hallo,0_0,COMPLETED,SOBOL,-183987.90928553399862721562385559082,-53,-96.380762122571468353271484375,-64,0,hallo
1,1762252701,1,978b0a67-1e02-4568-9dcc-df32ff4102ca,1762252702,1762252708,6,./.tests/optimization_example  --int_param='-5' --float_param='8.92957904209671227136' --choice_param='16' --int_param_two='-39' --nr_results=1,0,,runnervmxu1zt,-5,-39,8.929579042096712271359137957916,16,1_0,COMPLETED,BOTORCH_MODULAR,-21670.535914480900828493759036064148,-5,8.929579042096712271359137957916,-39,1,16


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

Current git-hash: 9ee07c539bf4aa1ec23f20d4e84a679cc03dbc6a (last fully tested stable version 3 commits ago [f39359d3a3db0d7c140699e6c342fe0570361142, 9043])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 10:38:07] 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]`.
Run-UUID: de9a685a-c31d-4249-bde2-846199e0671b
  _________________________________________________
 /                                                 \
| OmniOpt2 - Optimizing parameters with the flair o |
| f a magician pulling rabbits out of hats.         |
 \                                                 /
  =================================================
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                                                         .    _  .
                                                        |\_|/__/|
                                                        / / \/ \  \
                                                       /__|O||O|__ \
                                                      |/_ \_/\_/ _\ |
                                                      | | (____) | ||
                                                      \/\___/\__/  //
                                                      (_/         ||
                                                       |          ||
                                                       |          ||\
                                                        \        //_/
                                                         \______//
                                                        __ || __||
                                                       (____(____)
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=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --parameter int_param range -100 10 int --parameter float_param range -100 10 float --parameter choice_param choice 1,2,4,8,16,hallo --parameter int_param_two range -100 10 int --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --parameter fail_or_not choice 0,1 --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/4
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=223 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
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     │ range  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ range  │ -100        │ 10          │                       │ float │ No         │
│ choice_param  │ choice │             │             │ 1, 2, 4, 8, 16, hallo │       │            │
│ int_param_two │ range  │ -100        │ 10          │                       │ int   │ No         │
│ fail_or_not   │ choice │             │             │ 0, 1                  │       │            │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
                                     Failed Jobs parameters                                     
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
                                                                                Best RESULT, min (total: 2)                                                                                 
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param        ┃ int_param_two ┃ fail_or_not ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -53               │ -64                   │ -96.38076212257145  │ hallo                │ -53       │ -96.38076212257147 │ -64           │ 0           │ hallo        │ -183987.909285534 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴─────────────┴──────────────┴───────────────────┘
Not printing sixel graphics in CI
                                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 │   0.010 │    1 │        0.010 │
│         2 │   0.899 │    1 │        0.899 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.454 │      │              │
│    Median │   0.454 │      │              │
│     Total │   0.909 │      │              │
│       Max │   0.899 │      │              │
│       Min │   0.010 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.085 │    1 │        0.085 │
│       2 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.073 │      │              │
│  Median │   0.073 │      │              │
│   Total │   0.146 │      │              │
│     Max │   0.085 │      │              │
│     Min │   0.061 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-04 10:38:10 (978b0a67-1e02-4568-9dcc-df32ff4102ca): SOBOL, Started OmniOpt2 run...
2025-11-04 10:38:10 (978b0a67-1e02-4568-9dcc-df32ff4102ca): SOBOL, getting new HP set (no sbatch)
2025-11-04 10:38:10 (978b0a67-1e02-4568-9dcc-df32ff4102ca): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 10:38:10 (978b0a67-1e02-4568-9dcc-df32ff4102ca): SOBOL, eval #1/1 start                    
2025-11-04 10:38:10 (978b0a67-1e02-4568-9dcc-df32ff4102ca): SOBOL, starting new job                   
2025-11-04 10:38:10 (978b0a67-1e02-4568-9dcc-df32ff4102ca): SOBOL, started new job                    
2025-11-04 10:38:18 (978b0a67-1e02-4568-9dcc-df32ff4102ca): SOBOL, new result: RESULT: -183987.909286 
2025-11-04 10:38:20 (978b0a67-1e02-4568-9dcc-df32ff4102ca): SOBOL, best RESULT: -183987.909285534, finishing jobs, finished 1 job
2025-11-04 10:38:21 (978b0a67-1e02-4568-9dcc-df32ff4102ca): BOTORCH_MODULAR, best RESULT: -183987.909285534, getting new HP set (no sbatch)
2025-11-04 10:38:21 (978b0a67-1e02-4568-9dcc-df32ff4102ca): BOTORCH_MODULAR, best RESULT: -183987.909285534, requested 1 jobs, got 1, 0.90 s/job
2025-11-04 10:38:21 (978b0a67-1e02-4568-9dcc-df32ff4102ca): BOTORCH_MODULAR, best RESULT: -183987.909285534, eval #1/1 start                    
2025-11-04 10:38:21 (978b0a67-1e02-4568-9dcc-df32ff4102ca): BOTORCH_MODULAR, best RESULT: -183987.909285534, starting new job                   
2025-11-04 10:38:21 (978b0a67-1e02-4568-9dcc-df32ff4102ca): BOTORCH_MODULAR, best RESULT: -183987.909285534, started new job                    
2025-11-04 10:38:29 (978b0a67-1e02-4568-9dcc-df32ff4102ca): BOTORCH_MODULAR, best RESULT: -183987.909285534, new result: RESULT: -21670.535914  
2025-11-04 10:38:31 (978b0a67-1e02-4568-9dcc-df32ff4102ca): BOTORCH_MODULAR, best RESULT: -183987.909285534, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.085 │    1 │        0.085 │
│       2 │   0.061 │    1 │        0.061 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.073 │      │              │
│  Median │   0.073 │      │              │
│   Total │   0.146 │      │              │
│     Max │   0.085 │      │              │
│     Min │   0.061 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.010 │    1 │        0.010 │
│         2 │   0.899 │    1 │        0.899 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.454 │      │              │
│    Median │   0.454 │      │              │
│     Total │   0.909 │      │              │
│       Max │   0.899 │      │              │
│       Min │   0.010 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p…
experiment_name	__main__tests__BOTORCH_MODULAR___nogridsearch
mem_gb	4
parameter	[['int_param', 'range', '-100', '10', 'int'], ['float_param', 'range', '-100', '10', 'float'], ['choice_param', 'choice', '1,2,4,8,16,hallo'],
	['int_param_two', 'range', '-100', '10', 'int'], ['fail_or_not', 'choice', '0,1']]
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/runner
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	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	True
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
1762252687,749.984375,28.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-53	-5	-29	24	2
OO_Info_int_param_two	-64	-39	-51.5	12.5	2
OO_Info_float_param	-96.3808	8.9296	-43.7256	52.6552	2
OO_Info_choice_param	No numerical statistics available
RESULT	-183987.9093	-21670.5359	-102829.2226	81158.6867	2
int_param	-53	-5	-29	24	2
float_param	-96.3808	8.9296	-43.7256	52.6552	2
int_param_two	-64	-39	-51.5	12.5	2
fail_or_not	0	1	0.5	0.5	2
choice_param	No numerical statistics available

submitit INFO (2025-11-04 10:38:10,795) - Starting with JobEnvironment(job_id=116857, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 10:38:10,795) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/4/single_runs/116857/116857_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -53, "float_param": -96.38076212257147, "int_param_two": -64, "fail_or_not": 0, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-53' --float_param='-96.38076212257146835327' --choice_param='hallo' --int_param_two='-64' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762251671.3721354
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762251995.101594
Last modification: 1762251671.3721354
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-53' --float_param='-96.38076212257146835327' --choice_param='hallo' --int_param_two='-64' --nr_results=1
stdout:
 OO-Info: int_param: -53
OO-Info: int_param_two: -64
OO-Info: float_param: -96.38076212257146835327
OO-Info: choice_param: hallo
RESULT: -183987.909285534

stderr was empty
Result: {'RESULT': -183987.909285534}
Final-results: {'RESULT': -183987.909285534}
EXIT_CODE: 0
submitit INFO (2025-11-04 10:38:18,163) - Job completed successfully
submitit INFO (2025-11-04 10:38:18,164) - Exiting after successful completion