OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	4
Number random steps	2
Number random steps (from arguments)	20
Nr. of workers (parameter)	20
Main process memory (GB)	8
Worker memory (GB)	4
Nr. imported jobs	2

Best RESULT1, min (total: 2 + inserted jobs: 2)

OO_Info_int_param	OO_Info_int_param…	OO_Info_float_par…	OO_Info_choice_pa…	OO_Info_SLURM_JOB_…	RESULT2	int_param	float_param	int_param_two	choice_param	RESULT1
nan	nan	nan	nan	nan	2.6136064498	-21	-0.26238353621150…	-10	16	1.0596331622

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
UNIFORM	3	3

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
int_param	rangeparameter	-100	10		int	No
float_param	rangeparameter	-100	10		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	4	0	4

Result names and types

name	min/max
RESULT1	min
RESULT2	min

Last progressbar status

2025-10-25 05:16:34 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, 4 done, 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_int_param,OO_Info_int_param_two,OO_Info_float_param,OO_Info_choice_param,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,1.90540655410000003833204118564,2.707188497399999782544455229072,-45,-30.6148052215576171875,-83,8
1,,,,,,,,,,,,,,,,1_0,COMPLETED,UNIFORM,1.059633162199999922847837297013,2.613606449799999786876014695736,-21,-0.262383536211501677826163358986,-10,16
2,1761361899,275,33712064-cebc-4063-af3a-92f18cd74855,1761362174,1761362180,6,./.tests/optimization_example --int_param='-61' --float_param='-22.47414362974230073178' --choice_param='4'  --int_param_two='-34' --nr_results=2,0,,c143,-61,-34,-22.474143629742300731777504552156,4,1173786,2_0,COMPLETED,UNIFORM,1.794989565228209960068284090084,2.246923919857609863726111143478,-61,-22.474143629742300731777504552156,-34,4
3,1761361901,35,33712064-cebc-4063-af3a-92f18cd74855,1761361936,1761361942,6,./.tests/optimization_example --int_param='-56' --float_param='-38.00902074672878683259' --choice_param='16'  --int_param_two='-17' --nr_results=2,0,,c143,-56,-17,-38.009020746728793938018498010933,16,1173794,3_0,COMPLETED,UNIFORM,1.638895052326009960097508155741,2.447028503843709845710918671102,-56,-38.009020746728786832591140409932,-17,16


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

To cancel, press CTRL c, then run 'scancel 1173778'
⠋ 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...
⠋ Parsing arguments...
⠦ Importing torch...
⠋ Importing numpy...
[WARNING 10-25 05:11:28] 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: 1
Using old run's --max_eval: 2
Run-UUID: c5e30942-433c-4bf5-9e25-ebba291effee
  _______________________________________________
| OmniOpt2 - Taking parameters to the next level. |
  ===============================================
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⠋ Writing worker creation log...
omniopt --continue runs/multi_results_2_results_UNIFORM/0 --live_share --mem_gb=4 --live_share
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_UNIFORM/1...
⠋ 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/multi_results_2_results_UNIFORM/1
Continuation from runs/multi_results_2_results_UNIFORM/0
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠹ Writing git information
⠋ Checking max_eval...
You have less --max_eval 2 than --num_random_steps 20. Switched both.
Warning: --num_random_steps 2 is smaller than --num_parallel_jobs 20. It's recommended that --num_parallel_jobs is the same as or a multiple of --num_random_steps
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=multi_results_2_results_UNIFORM&run_nr=3 for live-results.

You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
Generation strategy: UNIFORM for 4 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=2

                                           Experiment parameters                                            
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name          ┃ Type            ┃ Lower bound ┃ Upper bound ┃ Values                ┃ Type  ┃ Log Scale? ┃
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ int_param     │ rangeparameter  │ -100        │ 10          │                       │ int   │ No         │
│ float_param   │ rangeparameter  │ -100        │ 10          │                       │ 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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1     │         min │
│ RESULT2     │         min │
└─────────────┴─────────────┘
⠙ Write files and show overview
UNIFORM, 4 done, waiting for 1 job, finished 1 job                                       : 100%|██████████| 4/4 [04:56<00:00, 74.01s/it]


                                          Pareto-Front for RESULT1/RESULT2:                                           
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃     float_param     ┃ int_param_two ┃ choice_param ┃     RESULT1      ┃     RESULT2      ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│      1      │    -21    │ -0.2623835362115017 │      -10      │      16      │   1.0596331622   │   2.6136064498   │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      2      │    -61    │  -22.4741436297423  │      -34      │      4       │ 1.79498956522821 │ 2.24692391985761 │
├─────────────┼───────────┼─────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│      3      │    -56    │ -38.00902074672879  │      -17      │      16      │ 1.63889505232601 │ 2.44702850384371 │
└─────────────┴───────────┴─────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-25 05:11:38 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, Started OmniOpt2 run...
2025-10-25 05:11:38 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, getting new HP set     
2025-10-25 05:11:39 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, requested 1 jobs, got 1, 0.10 s/job
2025-10-25 05:11:39 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, eval #1/1 start                    
2025-10-25 05:11:39 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, starting new job                   
2025-10-25 05:11:41 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, unknown 1∑1 (5%/20), started new job
2025-10-25 05:11:41 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, unknown 1∑1 (5%/20), getting new HP set
2025-10-25 05:11:41 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, unknown 1∑1 (5%/20), requested 1 jobs, got 1, 0.01 s/job
2025-10-25 05:11:41 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, unknown 1∑1 (5%/20), eval #1/1 start                    
2025-10-25 05:11:41 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, unknown 1∑1 (5%/20), starting new job                   
2025-10-25 05:11:41 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, unknown 2∑2 (5%/20), started new job                    
2025-10-25 05:11:42 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, unknown 2∑2 (5%/20), waiting for 2 jobs                 
2025-10-25 05:11:43 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, pending 2∑2 (5%/20), waiting for 2 jobs                 
2025-10-25 05:11:45 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, pending 2∑2 (10%/20), waiting for 2 jobs                
2025-10-25 05:12:21 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, pending/running 1/1∑2 (10%/20), waiting for 2 jobs      
2025-10-25 05:12:22 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, pending/running 1/1∑2 (10%/20), new result: RESULT1: 1.638895, RESULT2: 2.447029
2025-10-25 05:12:29 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, 3 done, pending 1∑1 (5%/20), waiting for 2 jobs, finished 1 job                 
2025-10-25 05:12:29 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, 3 done, pending 1∑1 (5%/20), waiting for 1 job                                  
2025-10-25 05:16:20 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, 3 done, pending 1∑1 (5%/20), new result: RESULT1: 1.794990, RESULT2: 2.246924   
2025-10-25 05:16:34 (33712064-cebc-4063-af3a-92f18cd74855): UNIFORM, 4 done, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.511 │    1 │        1.511 │
│       2 │   0.504 │    1 │        0.504 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.007 │      │              │
│  Median │   1.007 │      │              │
│   Total │   2.015 │      │              │
│     Max │   1.511 │      │              │
│     Min │   0.504 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.102 │    1 │        0.102 │
│         2 │   0.014 │    1 │        0.014 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.058 │      │              │
│    Median │   0.058 │      │              │
│     Total │   0.116 │      │              │
│       Max │   0.102 │      │              │
│       Min │   0.014 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	20
max_eval	None
run_program	None
experiment_name	None
mem_gb	4
parameter	None
continue_previous_job	runs/multi_results_2_results_UNIFORM/0
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	False
send_anonymized_usage_stats	False
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	False
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	20
worker_timeout	30
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	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

1761361891.7363,20,0,0
1761361899.9071,20,0,0
1761361900.0949,20,1,5
1761361904.9269,20,1,5
1761361905.7255,20,2,10
1761361942.8538,20,2,10
1761361945.7144,20,1,5
1761362180.8039,20,1,5
1761362190.718,20,0,0
1761362202.7332,20,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761361891,807.93359375,3.1
1761361951,818.93359375,2.4
1761362011,818.93359375,2.3
1761362071,818.93359375,2.2
1761362131,818.93359375,2.2
1761362192,819.93359375,2.9

`RESULT1` (goal: minimize)

Best value: 1.0596331622
Achieved at:
- RESULT2 = 2.6136064498
- int_param = -21
- float_param = -0.2623835362115
- int_param_two = -10
- choice_param = 16

`RESULT2` (goal: minimize)

Best value: 2.2469239198576
Achieved at:
- RESULT1 = 1.7949895652282
- int_param = -61
- float_param = -22.474143629742
- int_param_two = -34
- choice_param = 4

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-61	-56	-58.5	2.5	2
OO_Info_int_param_two	-34	-17	-25.5	8.5	2
OO_Info_float_param	-38.009	-22.4741	-30.2416	7.7674	2
OO_Info_choice_param	4	16	10	6	2
RESULT1	1.0596	1.9054	1.5997	0.3259	4
RESULT2	2.2469	2.7072	2.5037	0.1751	4
int_param	-61	-21	-45.75	15.4171	4
float_param	-38.009	-0.2624	-22.8401	14.1459	4
int_param_two	-83	-10	-36	28.5044	4
choice_param	4	16	11	5.1962	4

submitit INFO (2025-10-25 05:16:09,246) - Starting with JobEnvironment(job_id=1173786, hostname=c143, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 05:16:09,249) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/multi_results_2_results_UNIFORM/1/single_runs/1173786/1173786_submitted.pkl
Trial-Index: 2

Parameters: {"int_param": -61, "float_param": -22.4741436297423, "int_param_two": -34, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-61' --float_param='-22.47414362974230073178' --choice_param='4'  --int_param_two='-34' --nr_results=2 
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1173786
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761362174.0
Last modification: 1755343211.0
Hostname: c143
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-61' --float_param='-22.47414362974230073178' --choice_param='4'  --int_param_two='-34' --nr_results=2 
stdout:
 OO-Info: int_param: -61
OO-Info: int_param_two: -34
OO-Info: float_param: -22.47414362974230073178
OO-Info: choice_param: 4
RESULT1: 1.79498956522821
RESULT2: 2.24692391985761

stderr was empty
Result: {'RESULT1': 1.79498956522821, 'RESULT2': 2.24692391985761}
Final-results: {'RESULT1': 1.79498956522821, 'RESULT2': 2.24692391985761}
EXIT_CODE: 0
submitit INFO (2025-10-25 05:16:20,384) - Job completed successfully
submitit INFO (2025-10-25 05:16:20,386) - Exiting after successful completion