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 + inserted jobs: 4)

OO_Info_int_param	OO_Info_int_para…	OO_Info_float_pa…	OO_Info_choice_…	int_param	float_param	choice_param	int_param_two	RESULT
10.0	-96.0	-100.0	2	10	-100.0	2	-96	-211749.32

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	2	2
BOTORCH_MODULAR	4	4

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	6	0	6

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-07-26 06:19:28 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -211749.32, ▁▆▁▆▁█, finishing jobs, finished 1 job

Git-Version

Commit: 994947df0c9dd58e83a3d3605f909757dcb65b59 (9418-2-g994947df0)

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,choice_param,int_param_two
0,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-96068.730262626399053260684013366699,-54,-30.43530762195587158203125,2,-65
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-184271.324547058989992365241050720215,-92,-89.174308888920776894337905105203,hallo,-4
2,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-86534.719727630304987542331218719482,-69,-38.98840725421905517578125,8,-30
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-191787.789363496005535125732421875,-30,-89.687522601183047754602739587426,hallo,-90
4,1785046743,2,5657451e-8de6-4d57-9504-f5327a92dbd8,1785046745,1785046751,6,./.tests/optimization_example --int_param='10' --float_param='-29.23769200259577516476' --choice_param='hallo'  --int_param_two='-87' --nr_results=1,0,,runnervmvrwv9,10,-87,-29.237692002595771612050157273188,hallo,4_0,COMPLETED,BOTORCH_MODULAR,-96195.115536646102555096149444580078,10,-29.237692002595775164763836073689,hallo,-87
5,1785046757,1,5657451e-8de6-4d57-9504-f5327a92dbd8,1785046758,1785046764,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='2'  --int_param_two='-96' --nr_results=1,0,,runnervmvrwv9,10,-96,-100,2,5_0,COMPLETED,BOTORCH_MODULAR,-211749.320000000006984919309616088867,10,-100,2,-96


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

Current git-hash: 994947df0c9dd58e83a3d3605f909757dcb65b59 (last fully tested stable version 2 commits ago [b54799bbb6092ee7a47e6c8cafaff1661ff693b6, 9418])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[INFO 07-26 06:18:55] ax.storage.sqa_store.with_db_settings_base: Ax SQL storage initialized with SQLAlchemy 2.0.51
Run-UUID: a5320fa9-feea-4c24-824f-e832510a0330
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:103: UserWarning: The Python dbus package is not installed.
Try installing it with your distribution's package manager, it is usually called python-dbus or python3-dbus, but you might have to try dbus-python instead, e.g. when using pip.
  warnings.warn(msg)
/home/runner/.omniax_venvs/Python_3.12.3/x86_64/lib/python3.12/site-packages/plyer/platforms/linux/notification.py:107: UserWarning: notify-send not found.
  warnings.warn("notify-send not found.")
   ____                  _ ____        __ ___ 
  / __ \____ ___  ____  (_) __ \____  / /|__ \
 / / / / __ `__ \/ __ \/ / / / / __ \/ __/_/ /
/ /_/ / / / / / / / / / / /_/ / /_/ / /_/ __/ 
\____/_/ /_/ /_/_/ /_/_/\____/ .___/\__/____/ 
                            /_/               

omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=adding_old_jobs_to_new_jobs --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --follow --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --load_data_from_existing_jobs runs/adding_old_jobs_to_new_jobs//0 runs/adding_old_jobs_to_new_jobs//1
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=adding_old_jobs_to_new_jobs&run_nr=101 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         │
└───────────────┴────────┴─────────────┴─────────────┴───────────────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/0/results.csv
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/1/results.csv
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 + inserted jobs: 4)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_para… ┃ OO_Info_float_pa… ┃ OO_Info_choice_… ┃ int_param ┃ float_param ┃ choice_param ┃ int_param_two ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ 10.0              │ -96.0             │ -100.0            │ 2                │ 10        │ -100.0      │ 2            │ -96           │ -211749.32 │
└───────────────────┴───────────────────┴───────────────────┴──────────────────┴───────────┴─────────────┴──────────────┴───────────────┴────────────┘
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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

╭─────────────────────────────────────────────────────────────── OmniOpt2 Run Summary ───────────────────────────────────────────────────────────────╮
│                                                                                                                                                    │
│  ✅  Optimization complete!                                                                                                                        │
│                                                                                                                                                    │
│    📊 Trials: 2 succeeded / 0 failed / 6 done / 2 submitted                                                                                        │
│    ⏱️  Duration: 45s                                                                                                                               │
│    🏆 Best RESULT: -211749.32                                                                                                                      │
│    📁 Results: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/results.csv                                                    │
│    🤖 Model: BOTORCH_MODULAR                                                                                                                       │
│                                                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

2026-07-26 06:18:58 (5657451e-8de6-4d57-9504-f5327a92dbd8): SOBOL, best RESULT: -191787.789363496, ▁▇▁█, Started OmniOpt2 run...
2026-07-26 06:19:03 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█, getting new HP set (no sbatch)
2026-07-26 06:19:03 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█, requested 1 jobs, got 1, 4.19 s/job
2026-07-26 06:19:03 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█, eval #1/1 start                    
2026-07-26 06:19:03 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█, starting new job                   
2026-07-26 06:19:03 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█, started new job                    
2026-07-26 06:19:12 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█, new result: RESULT: -96195.115537  
2026-07-26 06:19:14 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█▁, finishing jobs, finished 1 job    
2026-07-26 06:19:16 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█▁, getting new HP set (no sbatch)    
2026-07-26 06:19:16 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█▁, requested 1 jobs, got 1, 2.47 s/job
2026-07-26 06:19:17 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█▁, eval #1/1 start                    
2026-07-26 06:19:17 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█▁, starting new job                   
2026-07-26 06:19:17 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█▁, started new job                    
2026-07-26 06:19:26 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -191787.789363496, ▁▇▁█▁, new result: RESULT: -211749.320000 
2026-07-26 06:19:28 (5657451e-8de6-4d57-9504-f5327a92dbd8): BOTORCH_MODULAR, best RESULT: -211749.32, ▁▆▁▆▁█, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.293 │    1 │        0.293 │
│       2 │   0.096 │    1 │        0.096 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.195 │      │              │
│  Median │   0.195 │      │              │
│   Total │   0.390 │      │              │
│     Max │   0.293 │      │              │
│     Min │   0.096 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   4.193 │    1 │        4.193 │
│         2 │   2.472 │    1 │        2.472 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   3.332 │      │              │
│    Median │   3.332 │      │              │
│     Total │   6.665 │      │              │
│       Max │   4.193 │      │              │
│       Min │   2.472 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJS…
experiment_name	adding_old_jobs_to_new_jobs
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	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	False
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	['runs/adding_old_jobs_to_new_jobs//0', 'runs/adding_old_jobs_to_new_jobs//1']
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
nr_evals_per_arm	1
disable_notifications	False
dump_config	None
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
1785046736,887.12109375,26.7

`RESULT` (goal: minimize)

Best value: -211749.32
Achieved at:
- float_param = -100 (r=0.986, strong positive correlation)
- int_param_two = -96 (r=0.169, weak positive correlation)
- int_param = 10 (r=-0.143, weak negative correlation)

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	10	10	10	0	2
OO_Info_int_param_two	-96	-87	-91.5	4.5	2
OO_Info_float_param	-100	-29.2377	-64.6188	35.3812	2
OO_Info_choice_param	No numerical statistics available
RESULT	-211749.32	-86534.7197	-144434.4999	52248.2249	6
int_param	-92	10	-37.5	38.3047	6
float_param	-100	-29.2377	-62.9205	30.3951	6
choice_param	No numerical statistics available
int_param_two	-96	-4	-62	34.0637	6

submitit INFO (2026-07-26 06:19:03,622) - Starting with JobEnvironment(job_id=79605, hostname=runnervmvrwv9, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-07-26 06:19:03,622) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/adding_old_jobs_to_new_jobs/2/single_runs/79605/79605_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": 10, "float_param": -29.237692002595775, "int_param_two": -87, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='10' --float_param='-29.23769200259577516476' --choice_param='hallo'  --int_param_two='-87' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1785045651.236434
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1785046281.8339853
Last modification: 1785045651.236434
Hostname: runnervmvrwv9
========
DEBUG INFOS END

./.tests/optimization_example --int_param='10' --float_param='-29.23769200259577516476' --choice_param='hallo'  --int_param_two='-87' --nr_results=1
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -87
OO-Info: float_param: -29.23769200259577516476
OO-Info: choice_param: hallo
RESULT: -96195.1155366461

stderr was empty
Result: {'RESULT': -96195.1155366461}
Final-results: {'RESULT': -96195.1155366461}
EXIT_CODE: 0
submitit INFO (2026-07-26 06:19:11,157) - Job completed successfully
submitit INFO (2026-07-26 06:19:11,157) - Exiting after successful completion