OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	EXTERNAL_GENERATOR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1
Main process memory (GB)	8
Worker memory (GB)	1

Best RESULT, max (total: 2)

OO_Info_SLURM_JOB_ID	x	y	z	RESULT
1168024	938	1234	111	9381234.0

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
EXTERNAL_GENERATOR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Values	Type	Log Scale?
x	range	123	1000		int	No
y	choice			5431, 1234
z	fixed			111

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	max

Last progressbar status

2025-10-24 20:15:02 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 9381234, waiting for 1 job, finished 1 job

Git-Version

Commit: 628555560e665603d20624eb3c8dc87fa6c723cd (8867-1-g628555560)

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
0,1761329629,20,524c9272-b793-4752-a102-06fa3d562d6d,1761329649,1761329649,0,echo "RESULT: 8771234" && echo "RESULT2: 111",0,,c84,1168023,0_0,COMPLETED,SOBOL,8771234,877,1234,111
1,1761329653,45,524c9272-b793-4752-a102-06fa3d562d6d,1761329698,1761329698,0,echo "RESULT: 9381234" && echo "RESULT2: 111",0,,c113,1168024,1_0,COMPLETED,EXTERNAL_GENERATOR,9381234,938,1234,111


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

To cancel, press CTRL c, then run 'scancel 1168022'
⠋ 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 10-24 20:13:38] 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: 100eee17-b9af-4477-897f-c259b9874cf8
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
 \                                                 /
  =================================================
                                                    \
                                                     \
                                                      \
                                                       \
                                                        ("`-'  '-/") .___..--' ' "`-._
                                                         ` *_ *  )    `-.   (      ) .`-.__. `)
                                                          (_Y_.) ' ._   )   `._` ;  `` -. .-'
                                                       _.. `--'_..-_/   /--' _ .' ,4
                                                      ( i l ),-''  ( l i),'  ( ( ! .-'
⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=EXTERNAL_GENERATOR_test --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=2 --num_parallel_jobs=1 --gpus=1 --num_random_steps=1 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=max --run_program=ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSIgJiYgZWNobyAiUkVTVUxUMjogJXoi --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=EXTERNAL_GENERATOR --run_mode=local --occ_type=euclid --main_process_gb=8 --max_nr_of_zero_results=1 --slurm_signal_delay_s=0 --n_estimators_randomforest=100 --parameter x range 123 1000 int false --parameter y choice 5431,1234 --parameter z fixed 111 --external_generator=cHl0aG9uMyAvZGF0YS9ob3JzZS93cy9zMzgxMTE0MS1vb19jcmFwL29tbmlvcHQvLnRlc3RzL2V4YW1wbGVfZXh0ZXJuYWwucHkK
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/EXTERNAL_GENERATOR_test/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/EXTERNAL_GENERATOR_test/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=EXTERNAL_GENERATOR_test&run_nr=5 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 EXTERNAL_GENERATOR for 1 step.
Run-Program: echo "RESULT: %(x)%(y)" && echo "RESULT2: %z"
External-Generator: python3 /data/horse/ws/s3811141-oo_crap/omniopt/.tests/example_external.py

                            Experiment parameters                             
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type   ┃ Lower bound ┃ Upper bound ┃ Values     ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range  │ 123         │ 1000        │            │ int  │ No         │
│ y    │ choice │             │             │ 5431, 1234 │      │            │
│ z    │ fixed  │             │             │ 111        │      │            │
└──────┴────────┴─────────────┴─────────────┴────────────┴──────┴────────────┘
        Result-Names         
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         max │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: 9381234, waiting for 1 job, finished 1 job                   : 100%|██████████| 2/2 [01:16<00:00, 38.46s/it]
              Best RESULT, max (total: 2)              
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━┳━━━━━━┳━━━━━┳━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ x   ┃ y    ┃ z   ┃ RESULT    ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━╇━━━━━━╇━━━━━╇━━━━━━━━━━━┩
│ 1168024              │ 938 │ 1234 │ 111 │ 9381234.0 │
└──────────────────────┴─────┴──────┴─────┴───────────┘

2025-10-24 20:13:45 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, Started OmniOpt2 run...
2025-10-24 20:13:47 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, getting new HP set     
2025-10-24 20:13:47 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, requested 1 jobs, got 1, 0.41 s/job
2025-10-24 20:13:48 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, eval #1/1 start                    
2025-10-24 20:13:49 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, starting new job                   
2025-10-24 20:13:49 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, unknown 1 = ∑1/1, started new job  
2025-10-24 20:13:50 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 20:13:52 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 20:14:10 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, pending 1 = ∑1/1, new result: RESULT: 8771234.000000
2025-10-24 20:14:12 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, waiting for 1 job, finished 1 job
2025-10-24 20:14:13 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, getting new HP set               
2025-10-24 20:14:13 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, requested 1 jobs, got 1, 0.16 s/job
2025-10-24 20:14:13 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, eval #1/1 start                    
2025-10-24 20:14:13 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, starting new job                   
2025-10-24 20:14:13 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, unknown 1 = ∑1/1, started new job  
2025-10-24 20:14:14 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 20:14:18 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 20:14:56 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, running 1 = ∑1/1, waiting for 1 job
2025-10-24 20:14:59 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 8771234, running 1 = ∑1/1, new result: RESULT: 9381234.000000
2025-10-24 20:15:02 (524c9272-b793-4752-a102-06fa3d562d6d): SOBOL, best RESULT: 9381234, waiting for 1 job, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   1.240 │    1 │        1.240 │
│       2 │   0.538 │    1 │        0.538 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.889 │      │              │
│  Median │   0.889 │      │              │
│   Total │   1.779 │      │              │
│     Max │   1.240 │      │              │
│     Min │   0.538 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.408 │    1 │        0.408 │
│         2 │   0.164 │    1 │        0.164 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.286 │      │              │
│    Median │   0.286 │      │              │
│     Total │   0.572 │      │              │
│       Max │   0.408 │      │              │
│       Min │   0.164 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['ZWNobyAiUkVTVUxUOiAlKHgpJSh5KSIgJiYgZWNobyAiUkVTVUxUMjogJXoi']]
experiment_name	EXTERNAL_GENERATOR_test
mem_gb	1
parameter	[['x', 'range', '123', '1000', 'int', 'false'], ['y', 'choice', '5431,1234'], ['z', 'fixed', '111']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	EXTERNAL_GENERATOR
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	1
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=max']
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	cHl0aG9uMyAvZGF0YS9ob3JzZS93cy9zMzgxMTE0MS1vb19jcmFwL29tbmlvcHQvLnRlc3RzL2V4YW1wbGVfZXh0ZXJuYWwucHkK
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	60
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

1761329620.7571,1,0,0
1761329629.0975,1,0,0
1761329629.8152,1,1,100
1761329704.7942,1,1,100

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

timestamp,ram_usage_mb,cpu_usage_percent
1761329620,808.3828125,17.3
1761329680,826.890625,25.6

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	0	0	0	0	2
RESULT	8771234	9381234	9076234	305000	2
x	877	938	907.5	30.5	2
y	1234	1234	1234	0	2
z	111	111	111	0	2

submitit INFO (2025-10-24 20:14:07,035) - Starting with JobEnvironment(job_id=1168023, hostname=c84, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 20:14:07,037) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/EXTERNAL_GENERATOR_test/2/single_runs/1168023/1168023_submitted.pkl
Trial-Index: 0

Parameters: {"x": 877, "y": 1234, "z": 111}
Debug-Infos: 
echo "RESULT: 8771234" && echo "RESULT2: 111"
stdout:
 RESULT: 8771234
RESULT2: 111

stderr was empty
Result: {'RESULT': 8771234.0}
Final-results: {'RESULT': 8771234.0}
EXIT_CODE: 0
submitit INFO (2025-10-24 20:14:09,556) - Job completed successfully
submitit INFO (2025-10-24 20:14:09,558) - Exiting after successful completion