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
10.0	-16.0	-703.2006829375695	2.0	10	-703.2006829375695	-16	2	-5020245.3931324

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

2025-10-31 20:01:32 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -5020245.3931324, finishing jobs, finished 1 job

Git-Version

Commit: 3909bcfb0c82bd539605f5cb216e5e6d83c75fc1 (8956-5-g3909bcfb0)

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,-255217.530751890997635200619697570801,-98,-83.8417755067348480224609375,-79,2
1,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-14574.654999778000274091027677059174,-28,-9.629200250793017445971599954646,-5,hallo
2,,,,,,,,,,,,,,,2_0,COMPLETED,BOTORCH_MODULAR,-233470.119999999995343387126922607422,-32,-100,-100,2
3,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-219941.162002585013397037982940673828,-100,6.582466511028164823926545068389,-100,2
4,1761940866,2,320498f2-e48a-4a5f-9428-c906f76ff04b,1761940868,1761940874,6,./.tests/optimization_example  --int_param='10' --float_param='-527.85648063254416229029' --choice_param='2' --int_param_two='-36' --nr_results=1,0,,c2eaaf1afa46,10,-36,-527.856480632544162290287204086781,2,4_0,COMPLETED,BOTORCH_MODULAR,-2856307.609521009959280490875244140625,10,-527.856480632544162290287204086781,-36,2
5,1761940880,2,320498f2-e48a-4a5f-9428-c906f76ff04b,1761940882,1761940888,6,./.tests/optimization_example  --int_param='10' --float_param='-703.20068293756946786743' --choice_param='2' --int_param_two='-16' --nr_results=1,0,,c2eaaf1afa46,10,-16,-703.200682937569467867433559149504,2,5_0,COMPLETED,BOTORCH_MODULAR,-5020245.3931323997676372528076171875,10,-703.200682937569467867433559149504,-16,2


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

Current git-hash: 3909bcfb0c82bd539605f5cb216e5e6d83c75fc1 (last fully tested stable version 5 commits ago [85dcd2ee973697fb4743b0557a22a55fcbad7e2b, 8956])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ 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...
⠋ Importing pareto...
⠋ Parsing arguments...
⠸ Importing torch...
⠋ Importing numpy...
[WARNING 10-31 20:00:59] 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
Using old run's --gpus: 0
Run-UUID: f88b1ece-0d66-4369-bd6f-9428802fad31
  ___________________________________
| OmniOpt2 - When in doubt, optimize! |
  ===================================
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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...
Warning: The disk space is almost full. This may lead to error messages and you not being able to push jobs. If you want to see results anyway, check https://imageseg.scads.de/omniax/tutorials?tutorial=oo_share#run-locally-in-docker on how to install it locally (with docker). If you run on HPC, you may want to install this into a Research Cloud at the TU Dresden.
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=776 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: -5020245.3931324, finishing jobs, finished 1 job      : 100%|██████████| 6/6 [00:27<00:00,  4.56s/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           ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 10.0              │ -16.0                 │ -703.2006829375695  │ 2.0                  │ 10        │ -703.2006829375695 │ -16           │ 2            │ -5020245.3931324 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-31 20:01:05 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, Started OmniOpt2 run...
2025-10-31 20:01:06 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, getting new HP set (no sbatch)
2025-10-31 20:01:06 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, requested 1 jobs, got 1, 1.30 s/job
2025-10-31 20:01:06 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, eval #1/1 start                    
2025-10-31 20:01:06 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, starting new job                   
2025-10-31 20:01:06 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, started new job                    
2025-10-31 20:01:15 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, new result: RESULT: -2856307.609521
2025-10-31 20:01:19 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -2856307.60952101, finishing jobs, finished 1 job
2025-10-31 20:01:20 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -2856307.60952101, getting new HP set (no sbatch)
2025-10-31 20:01:20 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -2856307.60952101, requested 1 jobs, got 1, 1.42 s/job
2025-10-31 20:01:20 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -2856307.60952101, eval #1/1 start                    
2025-10-31 20:01:20 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -2856307.60952101, starting new job                   
2025-10-31 20:01:20 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -2856307.60952101, started new job                    
2025-10-31 20:01:29 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -2856307.60952101, new result: RESULT: -5020245.393132
2025-10-31 20:01:32 (320498f2-e48a-4a5f-9428-c906f76ff04b): BOTORCH_MODULAR, best RESULT: -5020245.3931324, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.173 │    1 │        0.173 │
│       2 │   0.101 │    1 │        0.101 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.137 │      │              │
│  Median │   0.137 │      │              │
│   Total │   0.274 │      │              │
│     Max │   0.173 │      │              │
│     Min │   0.101 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.297 │    1 │        1.297 │
│         2 │   1.423 │    1 │        1.423 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.360 │      │              │
│    Median │   1.360 │      │              │
│     Total │   2.720 │      │              │
│       Max │   1.423 │      │              │
│       Min │   1.297 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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
1761940859,804.1484375,28.8

`RESULT` (goal: minimize)

Best value: -5020245.3931324
Achieved at:
- int_param = 10
- float_param = -703.20068293757
- int_param_two = -16
- choice_param = 2

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	-36	-16	-26	10	2
OO_Info_float_param	-703.2007	-527.8565	-615.5286	87.6721	2
OO_Info_choice_param	2	2	2	0	2
RESULT	-5020245.3931	-14574.655	-1433292.7451	1879876.7348	6
int_param	-100	10	-39.6667	45.0395	6
float_param	-703.2007	6.5825	-236.3243	275.4373	6
int_param_two	-100	-5	-56	38.7341	6
choice_param	No numerical statistics available

submitit INFO (2025-10-31 20:01:07,143) - Starting with JobEnvironment(job_id=4411, hostname=c2eaaf1afa46, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-31 20:01:07,143) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/2/single_runs/4411/4411_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": 10, "float_param": -527.8564806325442, "int_param_two": -36, "choice_param": 2}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='10' --float_param='-527.85648063254416229029' --choice_param='2' --int_param_two='-36' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1761940683.9076004
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1761940320.0084245
Last modification: 1761940320.0084245
Hostname: c2eaaf1afa46
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='10' --float_param='-527.85648063254416229029' --choice_param='2' --int_param_two='-36' --nr_results=1
stdout:
 OO-Info: int_param: 10
OO-Info: int_param_two: -36
OO-Info: float_param: -527.85648063254416229029
OO-Info: choice_param: 2
RESULT: -2856307.60952101

stderr was empty
Result: {'RESULT': -2856307.60952101}
Final-results: {'RESULT': -2856307.60952101}
EXIT_CODE: 0
submitit INFO (2025-10-31 20:01:14,724) - Job completed successfully
submitit INFO (2025-10-31 20:01:14,724) - Exiting after successful completion