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
Main process memory (GB)	8
Worker memory (GB)	4

Best RESULT, min (total: 2)

OO_Info_SLURM_JOB_ID	x	y	z	a	RESULT
1173265	951.5234436839819	769.7520758956671	-986.1193429678679	-434.18800830841064	-26561465.8218134

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
x	range	-1000	1000	float	No
y	range	-1000	1000	float	No
z	range	-1000	1000	float	No
a	range	-1000	1000	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2025-10-25 04:40:56 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -26561465.8218134, waiting for 1 job, finished 1 job

Git-Version

Commit: 87dbf732124d22378d92f4f9fd4a3243b54c0639 (8885)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,x,y,z,a
0,1761359716,59,036e7673-1faf-4a5f-8d5e-303db2fbb0fb,1761359775,1761359897,122,.tests/optimization_example_all_float  --x=-951.59082487225532531738 --y=-717.75406599044799804688 --z=604.4464111328125 --a=613.37566375732421875,0,,c155,1173227,0_0,COMPLETED,SOBOL,-21669924.3569823987782001495361328125,-951.5908248722553253173828125,-717.754065990447998046875,604.4464111328125,613.37566375732421875
1,1761359907,19,036e7673-1faf-4a5f-8d5e-303db2fbb0fb,1761359926,1761360047,121,.tests/optimization_example_all_float  --x=951.52344368398189544678 --y=769.75207589566707611084 --z=-986.11934296786785125732 --a=-434.18800830841064453125,0,,c155,1173265,1_0,COMPLETED,BOTORCH_MODULAR,-26561465.8218134008347988128662109375,951.52344368398189544677734375,769.75207589566707611083984375,-986.11934296786785125732421875,-434.18800830841064453125


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

To cancel, press CTRL c, then run 'scancel 1173202'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
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⠋ 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...
⠋ Parsing arguments...
⠧ Importing torch...
⠋ Importing numpy...
[WARNING 10-25 04:34:58] 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...
Run-UUID: 81312f9f-19ae-427b-839c-461292f80798
  _________________________________________________
 /                                                 \
| OmniOpt2 - Hyperparameters: The Hitchcock thrille |
| r of machine learning.                            |
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⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=example_all_float --mem_gb=4 --time=60 --worker_timeout=5 --max_eval=2 --num_parallel_jobs=1 --gpus=1 --num_random_steps=1 --send_anonymized_usage_stats --run_program=LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK --cpus_per_task=1 --nodes_per_job=1 --model=BOTORCH_MODULAR --run_mode=local --parameter x range -1000 1000 float --parameter y range -1000 1000 float --parameter z range -1000 1000 float --parameter a range -1000 1000 float --live_share --generate_all_jobs_at_once --follow --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/4...
⠋ 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: /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/4
⠋ 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...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=example_all_float&run_nr=8 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: .tests/optimization_example_all_float  --x=%(x) --y=%(y) --z=%(z) --a=%(a)

                      Experiment parameters                      
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range │ -1000       │ 1000        │ float │ No         │
│ y    │ range │ -1000       │ 1000        │ float │ No         │
│ z    │ range │ -1000       │ 1000        │ float │ No         │
│ a    │ range │ -1000       │ 1000        │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
⠹ Write files and show overview
SOBOL, best RESULT: -26561465.8218134, waiting for 1 job, finished 1 job                     : 100%|██████████| 2/2 [05:42<00:00, 171.29s/it]
                                                  Best RESULT, min (total: 2)                                                  
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ x                 ┃ y                 ┃ z                  ┃ a                   ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 1173265              │ 951.5234436839819 │ 769.7520758956671 │ -986.1193429678679 │ -434.18800830841064 │ -26561465.8218134 │
└──────────────────────┴───────────────────┴───────────────────┴────────────────────┴─────────────────────┴───────────────────┘
                                              Runtime Infos                                              
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ Number of evaluations ┃     Min time      ┃     Max time      ┃   Average time    ┃    Median time    ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│           2           │ 121.00 sec (2m1s) │ 122.00 sec (2m2s) │ 121.50 sec (2m1s) │ 121.50 sec (2m1s) │
└───────────────────────┴───────────────────┴───────────────────┴───────────────────┴───────────────────┘
           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.083 │    1 │        0.083 │
│         2 │   0.800 │    1 │        0.800 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.441 │      │              │
│    Median │   0.441 │      │              │
│     Total │   0.882 │      │              │
│       Max │   0.800 │      │              │
│       Min │   0.083 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.601 │    1 │        0.601 │
│       2 │   0.771 │    1 │        0.771 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.686 │      │              │
│  Median │   0.686 │      │              │
│   Total │   1.372 │      │              │
│     Max │   0.771 │      │              │
│     Min │   0.601 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-10-25 04:35:14 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, Started OmniOpt2 run...
2025-10-25 04:35:15 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, getting new HP set     
2025-10-25 04:35:15 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, requested 1 jobs, got 1, 0.08 s/job
2025-10-25 04:35:15 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, eval #1/1 start                    
2025-10-25 04:35:16 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, starting new job                   
2025-10-25 04:35:16 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-25 04:35:17 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-25 04:35:18 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-25 04:36:51 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-10-25 04:38:17 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, running 1 = ∑1/1, new result: RESULT: -21669924.356982
2025-10-25 04:38:23 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, waiting for 1 job, finished 1 job
2025-10-25 04:38:24 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, getting new HP set               
2025-10-25 04:38:25 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, requested 1 jobs, got 1, 0.80 s/job
2025-10-25 04:38:27 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, eval #1/1 start                    
2025-10-25 04:38:27 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, starting new job                   
2025-10-25 04:38:27 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, unknown 1 = ∑1/1, started new job  
2025-10-25 04:38:28 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, unknown 1 = ∑1/1, waiting for 1 job
2025-10-25 04:38:30 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, pending 1 = ∑1/1, waiting for 1 job
2025-10-25 04:38:49 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, running 1 = ∑1/1, waiting for 1 job
2025-10-25 04:40:48 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -21669924.3569824, running 1 = ∑1/1, new result: RESULT: -26561465.821813
2025-10-25 04:40:56 (036e7673-1faf-4a5f-8d5e-303db2fbb0fb): SOBOL, best RESULT: -26561465.8218134, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.601 │    1 │        0.601 │
│       2 │   0.771 │    1 │        0.771 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.686 │      │              │
│  Median │   0.686 │      │              │
│   Total │   1.372 │      │              │
│     Max │   0.771 │      │              │
│     Min │   0.601 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.083 │    1 │        0.083 │
│         2 │   0.800 │    1 │        0.800 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.441 │      │              │
│    Median │   0.441 │      │              │
│     Total │   0.882 │      │              │
│       Max │   0.800 │      │              │
│       Min │   0.083 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK']]
experiment_name	example_all_float
mem_gb	4
parameter	[['x', 'range', '-1000', '1000', 'float'], ['y', 'range', '-1000', '1000', 'float'], ['z', 'range', '-1000', '1000', 'float'], ['a', 'range', '-1000',
	'1000', 'float']]
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/s3811141
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	1
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

1761359702.7043,1,0,0
1761359716.0686,1,0,0
1761359716.2631,1,1,100
1761359897.3279,1,1,100
1761359902.2278,1,0,0
1761359907.2393,1,0,0
1761359907.7757,1,1,100
1761360050.4117,1,1,100
1761360056.7155,1,0,0
1761360059.0477,1,0,0

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1761359702,805.84375,6.7
1761359762,819.34375,4.9
1761359822,819.34375,3.8
1761359882,819.34375,5.2
1761359942,841.26953125,4
1761360002,841.26953125,5.2

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	121	122	121.5	0.5	2
RESULT	-26561465.8218	-21669924.357	-24115695.0894	2445770.7324	2
x	-951.5908	951.5234	-0.0337	951.5571	2
y	-717.7541	769.7521	25.999	743.7531	2
z	-986.1193	604.4464	-190.8365	795.2829	2
a	-434.188	613.3757	89.5938	523.7818	2

submitit INFO (2025-10-25 04:36:11,359) - Starting with JobEnvironment(job_id=1173227, hostname=c155, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 04:36:11,362) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/4/single_runs/1173227/1173227_submitted.pkl
Trial-Index: 0

Parameters: {"x": -951.5908248722553, "y": -717.754065990448, "z": 604.4464111328125, "a": 613.3756637573242}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=-951.59082487225532531738 --y=-717.75406599044799804688 --z=604.4464111328125 --a=613.37566375732421875 
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: .tests/optimization_example_all_float
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1173227
Status-Change-Time: 1755346813.0
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761359896.0
Last modification: 1755343211.0
Hostname: c155
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=-951.59082487225532531738 --y=-717.75406599044799804688 --z=604.4464111328125 --a=613.37566375732421875 
stdout:
 x: -951.59082487225532531738
y: -717.75406599044799804688
z: 604.4464111328125
a: 613.37566375732421875
RESULT: -21669924.3569824

stderr was empty
Result: {'RESULT': -21669924.3569824}
Final-results: {'RESULT': -21669924.3569824}
EXIT_CODE: 0
submitit INFO (2025-10-25 04:38:17,147) - Job completed successfully
submitit INFO (2025-10-25 04:38:17,150) - Exiting after successful completion