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 + inserted jobs: 4)

OO_Info_int_param	OO_Info_int_param_two	OO_Info_float_param	OO_Info_choice_param	OO_Info_SLURM_JOB_ID	int_param	float_param	choice_param	int_param_two	RESULT
-100.0	-100.0	-100.0	hallo	1167031.0	-100	-100.0	hallo	-100	-330412.52

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

2025-10-24 17:03:44 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -330412.52, waiting for 1 job, finished 1 job

Git-Version

Commit: e88ebd04db0d958da78f160bca8f3369a71e8b31 (8865-1-ge88ebd04d)

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,RESULT,int_param,float_param,choice_param,int_param_two
0,,,,,,,,,,,,,,,,0_0,COMPLETED,SOBOL,-69939.387677940103458240628242492676,-64,-28.2735145092010498046875,hallo,-28
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-78333.993698102000053040683269500732,2,1.297653472430972065865262266016,16,-83
2,,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-37926.448062138602836057543754577637,-34,-17.7383553981781005859375,4,-37
3,,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-216345.192973024997627362608909606934,-95,-62.753872932124686201404983876273,hallo,-79
4,1761318161,8,74c00db4-8bd9-4f50-9bcc-0ab17c0358f1,1761318170,1761318176,6,./.tests/optimization_example --int_param='-100' --float_param='-80.28644300024272695282' --choice_param='hallo'  --int_param_two='-95' --nr_results=1,0,,c110,-100,-95,-80.286443000242726952819793950766,hallo,1167028,4_0,COMPLETED,BOTORCH_MODULAR,-282704.293596337025519460439682006836,-100,-80.286443000242726952819793950766,hallo,-95
5,1761318191,23,74c00db4-8bd9-4f50-9bcc-0ab17c0358f1,1761318215,1761318221,6,./.tests/optimization_example --int_param='-100' --float_param='-100' --choice_param='hallo'  --int_param_two='-100' --nr_results=1,0,,c135,-100,-100,-100,hallo,1167031,5_0,COMPLETED,BOTORCH_MODULAR,-330412.520000000018626451492309570312,-100,-100,hallo,-100


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

To cancel, press CTRL c, then run 'scancel 1167026'
⠋ Importing logging...
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⠋ Importing argparse...
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⠋ Importing types.FunctionType...
⠋ Importing typing...
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⠋ Trying to import pyfiglet...
⠋ Importing helpers...
⠋ Parsing arguments...
⠸ Importing torch...
⠋ Importing numpy...
[WARNING 10-24 17:02:26] 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...
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⠋ Importing GeneratorSpec...
⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
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Run-UUID: 247faeac-6885-42db-be78-d30a4bbf56e8
  _________________________________________________
 /                                                 \
| OmniOpt2 - Channeling my inner Gandalf: ‘You shal |
| l not pass... without fine-tuning!’               |
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⠋ Writing worker creation log...
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=1 --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
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/adding_old_jobs_to_new_jobs/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: /data/horse/ws/s3811141-oo_crap/omniopt/runs/adding_old_jobs_to_new_jobs/2
⠋ 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...
⠋ Setting global generation strategy
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=adding_old_jobs_to_new_jobs&run_nr=14 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 --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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/0/results.csv
⠙ Loading job 1/2 from runs/adding_old_jobs_to_new_jobs/0/results.csv into ax_client, result: {'RESULT': -78333.993698102}: Saved results.csv
⠋ Setting global generation strategy
Inserted 2 jobs from runs/adding_old_jobs_to_new_jobs/1/results.csv
⠙ Loading job 1/2 from runs/adding_old_jobs_to_new_jobs/1/results.csv into ax_client, result: {'RESULT': -216345.192973025}: Saved results.csv
⠋ Setting global generation strategy
SOBOL, best RESULT: -330412.52, waiting for 1 job, finished 1 job                   : 10it [01:08,  6.89s/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 ┃ OO_Info_SLURM_JOB_ID ┃ int_param ┃ float_param ┃ choice_param ┃ int_param_two ┃ RESULT     ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩
│ -100.0            │ -100.0                │ -100.0              │ hallo                │ 1167031.0            │ -100      │ -100.0      │ hallo        │ -100          │ -330412.52 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴─────────────┴──────────────┴───────────────┴────────────┘
                                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   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘

2025-10-24 17:02:35 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, Started OmniOpt2 run...
2025-10-24 17:02:37 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, getting new HP set     
2025-10-24 17:02:39 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, requested 1 jobs, got 1, 1.03 s/job
2025-10-24 17:02:41 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, eval #1/1 start                    
2025-10-24 17:02:41 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, starting new job                   
2025-10-24 17:02:42 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, unknown 1, started new job         
2025-10-24 17:02:43 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, unknown 1, waiting for 1 job       
2025-10-24 17:02:44 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, running 1, waiting for 1 job       
2025-10-24 17:02:57 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -216345.192973025, running 1, new result: RESULT: -282704.293596
2025-10-24 17:03:04 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, waiting for 1 job, finished 1 job            
2025-10-24 17:03:06 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, getting new HP set                           
2025-10-24 17:03:06 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, requested 1 jobs, got 1, 1.04 s/job          
2025-10-24 17:03:10 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, eval #1/1 start                              
2025-10-24 17:03:11 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, starting new job                             
2025-10-24 17:03:11 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, unknown 1, started new job                   
2025-10-24 17:03:12 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, unknown 1, waiting for 1 job                 
2025-10-24 17:03:16 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, running 1, waiting for 1 job                 
2025-10-24 17:03:42 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -282704.293596337, running 1, new result: RESULT: -330412.520000
2025-10-24 17:03:44 (74c00db4-8bd9-4f50-9bcc-0ab17c0358f1): SOBOL, best RESULT: -330412.52, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.270 │    1 │        1.270 │
│       2 │   1.261 │    1 │        1.261 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   1.265 │      │              │
│  Median │   1.265 │      │              │
│   Total │   2.531 │      │              │
│     Max │   1.270 │      │              │
│     Min │   1.261 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.030 │    1 │        1.030 │
│         2 │   1.044 │    1 │        1.044 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.037 │      │              │
│    Median │   1.037 │      │              │
│     Total │   2.074 │      │              │
│       Max │   1.044 │      │              │
│       Min │   1.030 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2lj…
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/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	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
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	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

1761318149.1757,1,0,0
1761318161.8717,1,0,0
1761318162.2061,1,1,100
1761318178.02,1,1,100
1761318183.826,1,0,0
1761318190.7919,1,0,0
1761318191.2818,1,1,100
1761318224.0681,1,1,100
1761318226.2077,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761318149,795.1484375,9.7
1761318209,828.3515625,8.7

`RESULT` (goal: minimize)

Best value: -330412.52
Achieved at:
- int_param = -100
- float_param = -100
- int_param_two = -100

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-100	-100	-100	0	2
OO_Info_int_param_two	-100	-95	-97.5	2.5	2
OO_Info_float_param	-100	-80.2864	-90.1432	9.8568	2
OO_Info_choice_param	No numerical statistics available
RESULT	-330412.52	-37926.4481	-169276.9727	112869.6746	6
int_param	-100	2	-65.1667	38.2989	6
float_param	-100	1.2977	-47.9591	35.8219	6
choice_param	No numerical statistics available
int_param_two	-100	-28	-70.3333	27.7709	6

submitit INFO (2025-10-24 17:02:45,910) - Starting with JobEnvironment(job_id=1167028, hostname=c110, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 17:02:45,912) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/adding_old_jobs_to_new_jobs/2/single_runs/1167028/1167028_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -80.28644300024273, "int_param_two": -95, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-80.28644300024272695282' --choice_param='hallo'  --int_param_two='-95' --nr_results=1
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1167028
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761318170.0
Last modification: 1755343211.0
Hostname: c110
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-80.28644300024272695282' --choice_param='hallo'  --int_param_two='-95' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -95
OO-Info: float_param: -80.28644300024272695282
OO-Info: choice_param: hallo
RESULT: -282704.293596337

stderr was empty
Result: {'RESULT': -282704.293596337}
Final-results: {'RESULT': -282704.293596337}
EXIT_CODE: 0
submitit INFO (2025-10-24 17:02:56,984) - Job completed successfully
submitit INFO (2025-10-24 17:02:56,986) - Exiting after successful completion