OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	TPE
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	choice_param	RESULT
-83	-56	-1.0383526021981735	hallo	-83	-1.0383526021981737	-56	hallo	-115118.337021485

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	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

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-11-03 09:59:37 (18d43c72-0765-417e-83a8-6a971415e770): EXTERNAL_GENERATOR, best RESULT: -115118.337021485, finishing jobs, finished 1 job

Git-Version

Commit: 88d7195d45aaf79ed7f44a981cd9b32c7da2adbc (9031-3-g88d7195d4)

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
0,1762163954,2,18d43c72-0765-417e-83a8-6a971415e770,1762163956,1762163962,6,./.tests/optimization_example  --int_param='-69' --float_param='-61.84403061866760253906' --choice_param='2' --int_param_two='-17' --nr_results=1,0,,runnervmxu1zt,-69,-17,-61.8440306186676025390625,2,0_0,COMPLETED,SOBOL,-104531.764293493994046002626419067383,-69,-61.8440306186676025390625,-17,2
1,1762163966,2,18d43c72-0765-417e-83a8-6a971415e770,1762163968,1762163974,6,./.tests/optimization_example  --int_param='-83' --float_param='-1.03835260219817371308' --choice_param='hallo' --int_param_two='-56' --nr_results=1,0,,runnervmxu1zt,-83,-56,-1.038352602198173491032662241196,hallo,1_0,COMPLETED,EXTERNAL_GENERATOR,-115118.337021485000150278210639953613,-83,-1.038352602198173713077267166227,-56,hallo


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

Current git-hash: 88d7195d45aaf79ed7f44a981cd9b32c7da2adbc (last fully tested stable version 3 commits ago [b181faa7a051aea7b3548dcba21f2e14238838be, 9031])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-03 09:59:11] 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: 9e1e2d0c-f325-43f5-88b8-22f948d8f6df
  _________________________________________________
 /                                                 \
| OmniOpt2 - Tuning like a Jedi: Feel the force of  |
| the optimal values.                               |
 \                                                 /
  =================================================
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                                                                             .       .
                                                                            / `.   .' \
                                                                    .---.  <    > <    >  .---.
                                                                    |    \  \ - ~ ~ - /  /    |
                                                        _____        ~-..-~             ~-..-~
                                                       |     |   \~~~\.'                    `./~~~/
                                                      ---------   \__/                        \__/
                                                     .'  O    \     /               /       \  "
                                                    (_____,    `._.'               |         }  \/~~~/
                                                     `----.          /       }     |        /    \__/
                                                           `-.      |       /      |       /      `. ,~~|
                                                               ~-.__|      /_ - ~ ^|      /- _      `..-'   f:  f:
                                                                    |     /        |     /     ~-.     `-. _|| _||_
                                                                    |_____|        |_____|         ~ - . _ _ _ _ __>
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TPE --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 --generate_all_jobs_at_once --follow --model=TPE --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TPE&run_nr=1 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then TPE 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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Error loading experiment state: Function __main__.decode_if_base64() parameter 
input_str="None" violates type hint , as  "None" not instance of str.
                                     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 ┃ choice_param ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -83               │ -56                   │ -1.0383526021981735 │ hallo                │ -83       │ -1.0383526021981737 │ -56           │ hallo        │ -115118.337021485 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │   0.806 │    1 │        0.806 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.408 │      │              │
│    Median │   0.408 │      │              │
│     Total │   0.816 │      │              │
│       Max │   0.806 │      │              │
│       Min │   0.010 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.081 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.161 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-11-03 09:59:14 (18d43c72-0765-417e-83a8-6a971415e770): SOBOL, Started OmniOpt2 run...
2025-11-03 09:59:14 (18d43c72-0765-417e-83a8-6a971415e770): SOBOL, getting new HP set (no sbatch)
2025-11-03 09:59:14 (18d43c72-0765-417e-83a8-6a971415e770): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-03 09:59:14 (18d43c72-0765-417e-83a8-6a971415e770): SOBOL, eval #1/1 start                    
2025-11-03 09:59:14 (18d43c72-0765-417e-83a8-6a971415e770): SOBOL, starting new job                   
2025-11-03 09:59:14 (18d43c72-0765-417e-83a8-6a971415e770): SOBOL, started new job                    
2025-11-03 09:59:23 (18d43c72-0765-417e-83a8-6a971415e770): SOBOL, new result: RESULT: -104531.764293 
2025-11-03 09:59:25 (18d43c72-0765-417e-83a8-6a971415e770): SOBOL, best RESULT: -104531.764293494, finishing jobs, finished 1 job
2025-11-03 09:59:26 (18d43c72-0765-417e-83a8-6a971415e770): EXTERNAL_GENERATOR, best RESULT: -104531.764293494, getting new HP set (no sbatch)
2025-11-03 09:59:26 (18d43c72-0765-417e-83a8-6a971415e770): EXTERNAL_GENERATOR, best RESULT: -104531.764293494, requested 1 jobs, got 1, 0.81 s/job
2025-11-03 09:59:26 (18d43c72-0765-417e-83a8-6a971415e770): EXTERNAL_GENERATOR, best RESULT: -104531.764293494, eval #1/1 start                    
2025-11-03 09:59:26 (18d43c72-0765-417e-83a8-6a971415e770): EXTERNAL_GENERATOR, best RESULT: -104531.764293494, starting new job                   
2025-11-03 09:59:26 (18d43c72-0765-417e-83a8-6a971415e770): EXTERNAL_GENERATOR, best RESULT: -104531.764293494, started new job                    
2025-11-03 09:59:35 (18d43c72-0765-417e-83a8-6a971415e770): EXTERNAL_GENERATOR, best RESULT: -104531.764293494, new result: RESULT: -115118.337021 
2025-11-03 09:59:37 (18d43c72-0765-417e-83a8-6a971415e770): EXTERNAL_GENERATOR, best RESULT: -115118.337021485, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.097 │    1 │        0.097 │
│       2 │   0.064 │    1 │        0.064 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.081 │      │              │
│  Median │   0.081 │      │              │
│   Total │   0.161 │      │              │
│     Max │   0.097 │      │              │
│     Min │   0.064 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.010 │    1 │        0.010 │
│         2 │   0.806 │    1 │        0.806 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.408 │      │              │
│    Median │   0.408 │      │              │
│     Total │   0.816 │      │              │
│       Max │   0.806 │      │              │
│       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	TPE
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']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	TPE
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
1762163952,749.77734375,28.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-83	-69	-76	7	2
OO_Info_int_param_two	-56	-17	-36.5	19.5	2
OO_Info_float_param	-61.844	-1.0384	-31.4412	30.4028	2
OO_Info_choice_param	No numerical statistics available
RESULT	-115118.337	-104531.7643	-109825.0507	5293.2864	2
int_param	-83	-69	-76	7	2
float_param	-61.844	-1.0384	-31.4412	30.4028	2
int_param_two	-56	-17	-36.5	19.5	2
choice_param	No numerical statistics available

submitit INFO (2025-11-03 09:59:15,223) - Starting with JobEnvironment(job_id=147138, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-03 09:59:15,223) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0/single_runs/147138/147138_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -69, "float_param": -61.8440306186676, "int_param_two": -17, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-69' --float_param='-61.84403061866760253906' --choice_param='2' --int_param_two='-17' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762161747.4457731
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762162143.1116624
Last modification: 1762161747.4457731
Hostname: runnervmxu1zt
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-69' --float_param='-61.84403061866760253906' --choice_param='2' --int_param_two='-17' --nr_results=1
stdout:
 OO-Info: int_param: -69
OO-Info: int_param_two: -17
OO-Info: float_param: -61.84403061866760253906
OO-Info: choice_param: 2
RESULT: -104531.764293494

stderr was empty
Result: {'RESULT': -104531.764293494}
Final-results: {'RESULT': -104531.764293494}
EXIT_CODE: 0
submitit INFO (2025-11-03 09:59:22,784) - Job completed successfully
submitit INFO (2025-11-03 09:59:22,784) - Exiting after successful completion