OmniOpt2

Experiment overview

Setting	Value
Max. nr. evaluations	23
Number random steps	1
Nr. of workers (parameter)	10

Best RESULT, min (total: 5, failed: 18)

program	RESULT
perl	0.7303813929

Job Summary per Generation Node

Generation Node	Total	ABANDONED	COMPLETED	FAILED
SOBOL	8	0	1	7
BOTORCH_MODULAR	27	12	4	11

Experiment parameters

Name	Type	Values
program	choice	divide_by_0, simple_ok, perl, exit_code_137,
		result_but_exit_code_stdout_stderr, exit_code_stdout,
		signal_but_has_output, exit_code_no_output,
		exit_code_stdout_stderr, module_not_found, signal, empty,
		file_does_not_exist, sleep_10_and_result_exit_252,
		no_chmod_x, no_shebang, perl_module_fail, segfault,
		wrong_arch, python_name_error, syntax_error,
		tensorflow_syntax_error, force_keyboard_interrupt

Number of evaluations

Failed	Succeeded	Running	Total
18	5	0	35

Result names and types

name	min/max
RESULT	min

Git-Version

Commit: 9e62e36bc13fa547cc20085c09b1d9c9dddf0763 (10042-9-g9e62e36bc)

⚠ Raw data does not conform to the expected structure. Expected either a tuple of (mean, SEM) or a float, but got None.

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.154 │    1 │        0.154 │
│       2 │   0.071 │    1 │        0.071 │
│       3 │   0.068 │    1 │        0.068 │
│       4 │   0.069 │    1 │        0.069 │
│       5 │   0.066 │    1 │        0.066 │
│       6 │   0.069 │    1 │        0.069 │
│       7 │   0.067 │    1 │        0.067 │
│       8 │   0.067 │    1 │        0.067 │
│       9 │   0.083 │    1 │        0.083 │
│      10 │   0.084 │    1 │        0.084 │
│      11 │   0.084 │    1 │        0.084 │
│      12 │   0.084 │    1 │        0.084 │
│      13 │   0.087 │    1 │        0.087 │
│      14 │   0.086 │    1 │        0.086 │
│      15 │   0.088 │    1 │        0.088 │
│      16 │   0.086 │    1 │        0.086 │
│      17 │   0.091 │    1 │        0.091 │
│      18 │   0.090 │    1 │        0.090 │
│      19 │   0.094 │    1 │        0.094 │
│      20 │   0.086 │    1 │        0.086 │
│      21 │   0.084 │    1 │        0.084 │
│      22 │   0.087 │    1 │        0.087 │
│      23 │   0.086 │    1 │        0.086 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.084 │      │              │
│  Median │   0.084 │      │              │
│   Total │   1.929 │      │              │
│     Max │   0.154 │      │              │
│     Min │   0.066 │      │              │
└─────────┴─────────┴──────┴──────────────┘

            Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃  Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │    0.036 │    1 │        0.036 │
│         2 │    0.049 │    1 │        0.049 │
│         3 │    0.051 │    1 │        0.051 │
│         4 │    0.049 │    1 │        0.049 │
│         5 │    0.051 │    1 │        0.051 │
│         6 │    0.057 │    1 │        0.057 │
│         7 │    0.057 │    1 │        0.057 │
│         8 │    0.058 │    1 │        0.058 │
│         9 │    1.031 │    1 │        1.031 │
│        10 │    0.408 │    1 │        0.408 │
│        11 │    0.370 │    1 │        0.370 │
│        12 │    0.384 │    1 │        0.384 │
│        13 │    1.518 │    1 │        1.518 │
│        14 │    2.485 │    1 │        2.485 │
│        15 │    1.705 │    1 │        1.705 │
│        16 │    3.233 │    1 │        3.233 │
│        17 │    7.558 │    1 │        7.558 │
│        18 │    2.617 │    1 │        2.617 │
│        19 │    2.484 │    1 │        2.484 │
│        20 │   11.920 │    1 │       11.920 │
│        21 │    6.657 │    1 │        6.657 │
│        22 │    3.783 │    1 │        3.783 │
│        23 │    9.945 │    1 │        9.945 │
│        24 │  818.317 │    0 │        0.000 │
│        25 │  831.642 │    0 │        0.000 │
│        26 │  805.854 │    0 │        0.000 │
│        27 │  832.428 │    0 │        0.000 │
│        28 │  820.048 │    0 │        0.000 │
│        29 │  801.275 │    0 │        0.000 │
│        30 │  833.206 │    0 │        0.000 │
├───────────┼──────────┼──────┼──────────────┤
│   Average │  193.309 │      │              │
│    Median │    2.484 │      │              │
│     Total │ 5799.276 │      │              │
│       Max │  833.206 │      │              │
│       Min │    0.036 │      │              │
└───────────┴──────────┴──────┴──────────────┘

Arguments Overview

Key	Value
install	False
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	23
run_program	[['Li8udGVzdHMvdGVzdF93cm9uZ2dvaW5n…
experiment_name	test_wronggoing_stuff
mem_gb	1
parameter	[['program', 'choice',
	'divide_by_0,simple_ok,perl,exit_co…
continue_previous_job	None
experiment_constraints	None
run_dir	runs
modules
venv
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	True
wait_until_ended	False
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	3
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
local_cpu_monitor	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_exha…	False
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
optuna_sampler	None
optuna_pruner	none
optuna_n_startup_trials	10
optuna_multivariate	False
optuna_group	False
optuna_constraints	False
optuna_n_ei_candidates	0
optuna_storage	None
optuna_study_name	omniopt_study
optuna_no_load_if_exists	False
optuna_extra_iters	1
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
nr_evals_per_arm	1
dump_config	None
formula	None
formula_mode	auto
formula_python_path	/home/runner/.omniax_venvs/Python_3…
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	10
worker_timeout	1
slurm_use_srun	False
time	120
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	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

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

timestamp,ram_usage_mb,cpu_usage_percent
1793114287,796.69921875,28.3
1793114351,810.28125,9.5
1793114416,831.4140625,10.7
1793114486,834.359375,22.5
1793114552,837.31640625,23.6
1793115413,843.1796875,46.9
1793116244,845.53125,49.2
1793117050,846.79296875,49.1
1793117883,846.796875,49.2
1793118703,847.5234375,49.2
1793119504,847.5234375,49.2
1793120337,847.5234375,49.2

! No notable correlations between parameters were found (threshold: |r| > 0.3).

Top-5 Best Results

Parameter Sensitivity Ranking

Parameters ranked by absolute Pearson correlation with each result. Stronger correlations (|r| ≥ 0.7) suggest the parameter has more influence on the outcome.

Convergence Analysis

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	13	6.3043	1.4275	23
RESULT	0.7304	672791059	354126735.3461	292669733.2742	5
program	No numerical statistics available

Some single-run logs were not shared

By default only logs from failed or interrupted jobs are shared. Successful logs and logs above the upload cap were left out.

single_runs/16304 — successful job (logs are skipped by default)
single_runs/16342 — successful job (logs are skipped by default)

To see these logs here as well, run one of these commands on the machine that has the run folder:

send_all_failed_logs

omniopt_share /home/runner/work/OmniOpt/OmniOpt/runs/test_wronggoing_stuff/0 --update --username=runner --send_all_failed_logs

send_all_single_runs

omniopt_share /home/runner/work/OmniOpt/OmniOpt/runs/test_wronggoing_stuff/0 --update --username=runner --send_all_single_runs

To view an omitted log locally instead, open it on the machine that has the run folder, e.g.:

less '/home/runner/work/OmniOpt/OmniOpt/runs/test_wronggoing_stuff/0/single_runs/<job-id>/<job-id>_0_log.out'