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	-60.18333325113601	hallo	1163629.0	-100	-60.18333325113602	hallo	-100	-262651.189337287

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 12:13:43 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -262651.189337287, waiting for 1 job, finished 1 job

Git-Version

Commit: 9ea50c5672e83fb0cab68074149f31bc18eaa6f7 (8863)

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,-83426.019134415604639798402786254883,8,-16.22898757457733154296875,hallo,-84
1,,,,,,,,,,,,,,,,1_0,COMPLETED,BOTORCH_MODULAR,-105449.859024411998689174652099609375,-97,-3.59848256619523887422928964952,8,7
2,,,,,,,,,,,,,,,,2_0,COMPLETED,SOBOL,-99486.134797121703741140663623809814,-35,-63.154247701168060302734375,8,-56
3,,,,,,,,,,,,,,,,3_0,COMPLETED,BOTORCH_MODULAR,-140876.591939281992381438612937927246,-87,3.385319248826497151583225786453,hallo,-70
4,1761300775,19,13f5acdb-d4ab-437f-a857-95d7d6540223,1761300795,1761300801,6,./.tests/optimization_example --int_param='-100' --float_param='-23.41370974537340998722' --choice_param='hallo'  --int_param_two='-100' --nr_results=1,0,,c143,-100,-100,-23.413709745373406434509888640605,hallo,1163616,4_0,COMPLETED,BOTORCH_MODULAR,-228235.909014942997600883245468139648,-100,-23.413709745373409987223567441106,hallo,-100
5,1761300806,7,13f5acdb-d4ab-437f-a857-95d7d6540223,1761300814,1761300820,6,./.tests/optimization_example --int_param='-100' --float_param='-60.18333325113601972589' --choice_param='hallo'  --int_param_two='-100' --nr_results=1,0,,c143,-100,-100,-60.183333251136012620463588973507,hallo,1163629,5_0,COMPLETED,BOTORCH_MODULAR,-262651.189337286981754004955291748047,-100,-60.183333251136019725890946574509,hallo,-100


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

To cancel, press CTRL c, then run 'scancel 1163602'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
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⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
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⠋ Importing pathlib.Path...
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⠙ Importing beartype...
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⠋ Trying to import pyfiglet...
⠙ Importing helpers...
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⠦ Importing torch...
⠋ Importing numpy...
[WARNING 10-24 12:12:36] 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...
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⠋ Importing Models from ax.generation_strategy.registry...
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Run-UUID: a9328a2b-0b6e-4812-866f-bf1bd1efbf1b
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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=11 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': -105449.859024412}: 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': -140876.591939282}: Saved results.csv
⠋ Setting global generation strategy
SOBOL, best RESULT: -262651.189337287, waiting for 1 job, finished 1 job            : 10it [00:55,  5.57s/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                │ -60.18333325113601  │ hallo                │ 1163629.0            │ -100      │ -60.18333325113602 │ hallo        │ -100          │ -262651.189337287 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴──────────────────────┴───────────┴────────────────────┴──────────────┴───────────────┴───────────────────┘
                                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 12:12:48 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, Started OmniOpt2 run...
2025-10-24 12:12:51 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, getting new HP set     
2025-10-24 12:12:52 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, requested 1 jobs, got 1, 1.85 s/job
2025-10-24 12:12:54 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, eval #1/1 start                    
2025-10-24 12:12:55 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, starting new job                   
2025-10-24 12:12:55 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, unknown 1, started new job         
2025-10-24 12:12:56 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, unknown 1, waiting for 1 job       
2025-10-24 12:12:58 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, pending 1, waiting for 1 job       
2025-10-24 12:13:22 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -140876.591939282, running 1, new result: RESULT: -228235.909015
2025-10-24 12:13:25 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, waiting for 1 job, finished 1 job            
2025-10-24 12:13:26 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, getting new HP set                           
2025-10-24 12:13:26 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, requested 1 jobs, got 1, 0.69 s/job          
2025-10-24 12:13:26 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, eval #1/1 start                              
2025-10-24 12:13:26 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, starting new job                             
2025-10-24 12:13:26 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, unknown 1, started new job                   
2025-10-24 12:13:27 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, unknown 1, waiting for 1 job                 
2025-10-24 12:13:28 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, pending 1, waiting for 1 job                 
2025-10-24 12:13:31 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, running 1, waiting for 1 job                 
2025-10-24 12:13:41 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -228235.909014943, running 1, new result: RESULT: -262651.189337
2025-10-24 12:13:43 (13f5acdb-d4ab-437f-a857-95d7d6540223): SOBOL, best RESULT: -262651.189337287, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.705 │    1 │        1.705 │
│       2 │   0.229 │    1 │        0.229 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.967 │      │              │
│  Median │   0.967 │      │              │
│   Total │   1.934 │      │              │
│     Max │   1.705 │      │              │
│     Min │   0.229 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   1.854 │    1 │        1.854 │
│         2 │   0.688 │    1 │        0.688 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   1.271 │      │              │
│    Median │   1.271 │      │              │
│     Total │   2.541 │      │              │
│       Max │   1.854 │      │              │
│       Min │   0.688 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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

1761300760.7732,1,0,0
1761300774.8924,1,0,0
1761300775.774,1,1,100
1761300823.0748,1,1,100
1761300825.7535,1,0,0

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

timestamp,ram_usage_mb,cpu_usage_percent
1761300760,804.47265625,7.6
1761300820,841.5625,7.2

`RESULT` (goal: minimize)

Best value: -262651.18933729
Achieved at:
- int_param = -100
- float_param = -60.183333251136
- 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	-100	-100	0	2
OO_Info_float_param	-60.1833	-23.4137	-41.7985	18.3848	2
OO_Info_choice_param	No numerical statistics available
RESULT	-262651.1893	-83426.0191	-153354.2839	68062.8848	6
int_param	-100	8	-68.5	41.0559	6
float_param	-63.1542	3.3853	-27.1989	25.8451	6
choice_param	No numerical statistics available
int_param_two	-100	7	-67.1667	36.6807	6

submitit INFO (2025-10-24 12:13:10,026) - Starting with JobEnvironment(job_id=1163616, hostname=c143, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 12:13:10,029) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/adding_old_jobs_to_new_jobs/2/single_runs/1163616/1163616_submitted.pkl
Trial-Index: 4

Parameters: {"int_param": -100, "float_param": -23.41370974537341, "int_param_two": -100, "choice_param": "hallo"}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-100' --float_param='-23.41370974537340998722' --choice_param='hallo'  --int_param_two='-100' --nr_results=1
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: ./.tests/optimization_example
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1163616
Status-Change-Time: 1755346813.0
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761300795.0
Last modification: 1755343211.0
Hostname: c143
========
DEBUG INFOS END

./.tests/optimization_example --int_param='-100' --float_param='-23.41370974537340998722' --choice_param='hallo'  --int_param_two='-100' --nr_results=1
stdout:
 OO-Info: int_param: -100
OO-Info: int_param_two: -100
OO-Info: float_param: -23.41370974537340998722
OO-Info: choice_param: hallo
RESULT: -228235.909014943

stderr was empty
Result: {'RESULT': -228235.909014943}
Final-results: {'RESULT': -228235.909014943}
EXIT_CODE: 0
submitit INFO (2025-10-24 12:13:21,845) - Job completed successfully
submitit INFO (2025-10-24 12:13:21,847) - Exiting after successful completion