Experiment overview
Setting | Value |
---|
Model for non-random steps | BOTORCH_MODULAR |
Max. nr. evaluations | 2 |
Number random steps | 1 |
Nr. of workers (parameter) | 20 |
Best RESULT1, min (total: 2)
OO_Info_int_param | OO_Info_int_param_two | OO_Info_float_param | OO_Info_choice_param | RESULT2 | int_param | float_param | int_param_two | choice_param | RESULT1 |
---|
-99 | -72 | -81.46829361812294 | 4 | 2.22264249375755 | -99 | -81.46829361812296 | -72 | 4 | 1.33425133682704 |
Job Summary per Generation Node
Generation Node | Total | COMPLETED |
SOBOL | 1 | 1 |
BOTORCH_MODULAR | 1 | 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 |
Number of evaluations
Failed |
Succeeded |
Running |
Total |
0 |
2 |
0 |
2 |
Result names and types
name | min/max |
RESULT1 |
min |
RESULT2 |
min |
Last progressbar status
2025-10-21 07:30:43 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 2 done, finishing jobs, finished 1 job
Git-Version
Commit: 2bfcf4ebab7e0b53d16282a8de94a4c409ec3fbf (8689-2-g2bfcf4eba)
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,arm_name,trial_status,generation_node,RESULT1,RESULT2,int_param,float_param,int_param_two,choice_param
0,1761031819,2,1b76dc98-5b1c-46a9-b707-83f1e765394f,1761031821,1761031827,6,./.tests/optimization_example --int_param='-12' --float_param='-31.13696575164794921875' --choice_param='2' --int_param_two='-38' --nr_results=2,0,,runnervmnfq8z,-12,-38,-31.13696575164794921875,2,0_0,COMPLETED,SOBOL,1.395588260000000024874111659301,2.21088751229999980196794240328,-12,-31.13696575164794921875,-38,2
1,1761031830,2,1b76dc98-5b1c-46a9-b707-83f1e765394f,1761031832,1761031838,6,./.tests/optimization_example --int_param='-99' --float_param='-81.4682936181229564454' --choice_param='4' --int_param_two='-72' --nr_results=2,0,,runnervmnfq8z,-99,-72,-81.468293618122942234549554996192,4,1_0,COMPLETED,BOTORCH_MODULAR,1.334251336827039891019808237616,2.222642493757549964072950388072,-99,-81.468293618122956445404270198196,-72,4
========================================================================
Current git-hash: 2bfcf4ebab7e0b53d16282a8de94a4c409ec3fbf (last fully tested stable version 2 commits ago [9043d91dbe370183252bdf120ecb2c226402839d, 8689])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 10-21 07:30:18] 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]`.
Run-UUID: 814e9903-02a0-4715-9156-ebb1226d11b3
________________________________________
| OmniOpt2 - Cooking up some optimization! |
========================================
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=multi_results_2_results_BOTORCH_MODULAR --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 20 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgLS1pbnRfcGFyYW09JyUoaW50X3BhcmFtKScgLS1mbG9hdF9wYXJhbT0nJShmbG9hdF9wYXJhbSknIC0tY2hvaWNlX3BhcmFtPSclKGNob2ljZV9wYXJhbSknICAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0yCg== --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 --result_names RESULT1=min RESULT2=min --model=BOTORCH_MODULAR --generate_all_jobs_at_once
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=multi_results_2_results_BOTORCH_MODULAR&run_nr=4 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
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=2
Experiment parameters
โโโโโโโโโโโโโโโโโณโโโโโโโโโณโโโโโโโโโโโโโโณโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโณโโโโโโโโโโโโโ
โ Name โ Type โ Lower bound โ Upper bound โ Values โ Type โ Log Scale? โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ int_param โ range โ -100 โ 10 โ โ int โ No โ
โ float_param โ range โ -100 โ 10 โ โ float โ No โ
โ choice_param โ choice โ โ โ 1, 2, 4, 8, 16, hallo โ โ โ
โ int_param_two โ range โ -100 โ 10 โ โ int โ No โ
โโโโโโโโโโโโโโโโโดโโโโโโโโโดโโโโโโโโโโโโโโดโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโดโโโโโโโโโโโโโ
Result-Names
โโโโโโโโโโโโโโโณโโโโโโโโโโโโโโ
โ Result-Name โ Min or max? โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ RESULT1 โ min โ
โ RESULT2 โ min โ
โโโโโโโโโโโโโโโดโโโโโโโโโโโโโโ
Your console does not support sixel-images. Will not print Pareto-frontier as a
matplotlib-sixel-plot for RESULT1/RESULT2.
Pareto-Front for RESULT1/RESULT2:
โโโโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโ
โ trial_index โ int_param โ float_param โ int_param_two โ choice_param โ RESULT1 โ RESULT2 โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ 0 โ -12 โ -31.13696575164795 โ -38 โ 2 โ 1.39558826 โ 2.2108875123 โ
โโโโโโโโโโโโโโโผโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโค
โ 1 โ -99 โ -81.46829361812296 โ -72 โ 4 โ 1.33425133682704 โ 2.22264249375755 โ
โโโโโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโ
Failed Jobs parameters
โโโโโโโโโโณโโโโโโโโโณโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ param1 โ param2 โ param3 โ error_description โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ value1 โ value2 โ value3 โ Some error occurred during execution (this is not a real error!). โ
โโโโโโโโโโดโโโโโโโโโดโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
Not printing sixel graphics in CI
Not printing sixel graphics in CI
Runtime Infos
โโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโโโโณโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโ
โ Number of evaluations โ Min time โ Max time โ Average time โ Median time โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ 2 โ 6.00 sec โ 6.00 sec โ 6.00 sec โ 6.00 sec โ
โโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโ
2025-10-21 07:30:19 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, Started OmniOpt2 run...
2025-10-21 07:30:19 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, getting new HP set (no sbatch)
2025-10-21 07:30:19 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-10-21 07:30:19 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, eval #1/1 start
2025-10-21 07:30:19 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, starting new job
2025-10-21 07:30:19 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, started new job
2025-10-21 07:30:28 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, new result: 1.39558825998484
2025-10-21 07:30:30 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 1 done, finishing jobs, finished 1 job
2025-10-21 07:30:30 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 1 done, getting new HP set (no sbatch)
2025-10-21 07:30:30 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 1 done, requested 1 jobs, got 1, 0.55 s/job
2025-10-21 07:30:30 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 1 done, eval #1/1 start
2025-10-21 07:30:30 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 1 done, starting new job
2025-10-21 07:30:30 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 1 done, started new job
2025-10-21 07:30:39 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 1 done, new result: 1.33425133682704
2025-10-21 07:30:43 (1b76dc98-5b1c-46a9-b707-83f1e765394f): SOBOL, 2 done, finishing jobs, finished 1 job
Job submission durations
โโโโโโโโโโโณโโโโโโโโโโณโโโโโโโณโโโโโโโโโโโโโโโ
โ Batch โ Seconds โ Jobs โ Time per job โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ 1 โ 0.093 โ 1 โ 0.093 โ
โ 2 โ 0.084 โ 1 โ 0.084 โ
โโโโโโโโโโโผโโโโโโโโโโผโโโโโโโผโโโโโโโโโโโโโโโค
โ Average โ 0.088 โ โ โ
โ Median โ 0.088 โ โ โ
โ Total โ 0.177 โ โ โ
โ Max โ 0.093 โ โ โ
โ Min โ 0.084 โ โ โ
โโโโโโโโโโโดโโโโโโโโโโดโโโโโโโดโโโโโโโโโโโโโโโ
Model generation times
โโโโโโโโโโโโโณโโโโโโโโโโณโโโโโโโณโโโโโโโโโโโโโโโ
โ Iteration โ Seconds โ Jobs โ Time per job โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ 1 โ 0.029 โ 1 โ 0.029 โ
โ 2 โ 0.546 โ 1 โ 0.546 โ
โโโโโโโโโโโโโผโโโโโโโโโโผโโโโโโโผโโโโโโโโโโโโโโโค
โ Average โ 0.287 โ โ โ
โ Median โ 0.287 โ โ โ
โ Total โ 0.574 โ โ โ
โ Max โ 0.546 โ โ โ
โ Min โ 0.029 โ โ โ
โโโโโโโโโโโโโดโโโโโโโโโโดโโโโโโโดโโโโโโโโโโโโโโโ
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 | multi_results_2_results_BOTORCH_MODULAR |
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/runner |
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 | ['RESULT1=min', 'RESULT2=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 | 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 | 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 | 0 |
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 |
timestamp,ram_usage_mb,cpu_usage_percent
1761031819,753.8203125,24.3
Parameter statistics
Parameter | Min | Max | Mean | Std Dev | Count |
---|
run_time | 6 | 6 | 6 | 0 | 2 |
OO_Info_int_param | -99 | -12 | -55.5 | 43.5 | 2 |
OO_Info_int_param_two | -72 | -38 | -55 | 17 | 2 |
OO_Info_float_param | -81.4683 | -31.137 | -56.3026 | 25.1657 | 2 |
OO_Info_choice_param | 2 | 4 | 3 | 1 | 2 |
RESULT1 | 1.3343 | 1.3956 | 1.3649 | 0.0307 | 2 |
RESULT2 | 2.2109 | 2.2226 | 2.2168 | 0.0059 | 2 |
int_param | -99 | -12 | -55.5 | 43.5 | 2 |
float_param | -81.4683 | -31.137 | -56.3026 | 25.1657 | 2 |
int_param_two | -72 | -38 | -55 | 17 | 2 |
choice_param | 2 | 4 | 3 | 1 | 2 |
Show SLURM-Job-ID (if it exists)
submitit INFO (2025-10-21 07:30:20,157) - Starting with JobEnvironment(job_id=152025, hostname=runnervmnfq8z, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-21 07:30:20,157) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/multi_results_2_results_BOTORCH_MODULAR/0/single_runs/152025/152025_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -12, "float_param": -31.13696575164795, "int_param_two": -38, "choice_param": 2}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-12' --float_param='-31.13696575164794921875' --choice_param='2' --int_param_two='-38' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1761029399.1402278
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1761029762.8597522
Last modification: 1761029399.1402278
Hostname: runnervmnfq8z
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-12' --float_param='-31.13696575164794921875' --choice_param='2' --int_param_two='-38' --nr_results=2
stdout:
OO-Info: int_param: -12
OO-Info: int_param_two: -38
OO-Info: float_param: -31.13696575164794921875
OO-Info: choice_param: 2
RESULT1: 1.39558825998484
RESULT2: 2.2108875122826
stderr was empty
Result: {'RESULT1': 1.39558825998484, 'RESULT2': 2.2108875122826}
Final-results: {'RESULT1': 1.39558825998484, 'RESULT2': 2.2108875122826}
EXIT_CODE: 0
submitit INFO (2025-10-21 07:30:27,642) - Job completed successfully
submitit INFO (2025-10-21 07:30:27,642) - Exiting after successful completion