Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | BOTORCH_MODULAR |
| Max. nr. evaluations | 2 |
| Number random steps | 1 |
| Nr. of workers (parameter) | 1 |
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 |
|---|
| -89 | -78 | -8.823926448822021 | 2 | 2.7201566115 | -89 | -8.823926448822021 | -78 | 2 | 1.0845430692 |
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
2025-11-12 22:00:31 (78ebc042-1986-46d3-bdaf-6890311e89fa): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job
Git-Version
Commit: 5138dac9699446835928527562b5e2b197c923f4 (9078-4-g5138dac96)
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
0,1762984804,2,78ebc042-1986-46d3-bdaf-6890311e89fa,1762984806,1762984812,6,./.tests/optimization_example --int_param='-89' --float_param='-8.82392644882202148438' --choice_param='2' --int_param_two='-78' --nr_results=2,0,,runnervmfg25i,-89,-78,-8.823926448822021484375,2,0_0,COMPLETED,SOBOL,1.084543069199999987262117429054,2.720156611500000209957761398982,-89,-8.823926448822021484375,-78,2
1,1762984817,2,78ebc042-1986-46d3-bdaf-6890311e89fa,1762984819,1762984825,6,./.tests/optimization_example --int_param='10' --float_param='-100' --choice_param='4' --int_param_two='10' --nr_results=2,0,,runnervmfg25i,10,10,-100,4,1_0,COMPLETED,BOTORCH_MODULAR,1.744377512791289941418426678865,2.00787033568800987737290597579,10,-100,10,4
========================================================================
Current git-hash: 5138dac9699446835928527562b5e2b197c923f4 (last fully tested stable version 4 commits ago [13b42d39143a080c27e201c0b0e07304f6d150f7, 9078])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-12 21:59:59] 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: fbf4c4e7-b0e6-4e90-9f91-e30c53d0ddc8
_______________________________________
| OmniOpt2 - Turning knobs since day one! |
=======================================
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TRANSFORMS_Cont_X_trans --transforms=Cont_X_trans --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0y --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 --num_random_steps 1 --model BOTORCH_MODULAR --auto_exclude_defective_hosts --result_names RESULT1=min RESULT2=min --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TRANSFORMS_Cont_X_trans&run_nr=99 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
┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ 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? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT1 │ min │
│ RESULT2 │ min │
└─────────────┴─────────────┘
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:
┏━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┓
┃ trial_index ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT1 ┃ RESULT2 ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━┩
│ 0 │ -89 │ -8.823926448822021 │ -78 │ 2 │ 1.0845430692 │ 2.7201566115 │
├─────────────┼───────────┼────────────────────┼───────────────┼──────────────┼──────────────────┼──────────────────┤
│ 1 │ 10 │ -100 │ 10 │ 4 │ 1.74437751279129 │ 2.00787033568801 │
└─────────────┴───────────┴────────────────────┴───────────────┴──────────────┴──────────────────┴──────────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Not printing sixel graphics in CI
Not printing sixel graphics in CI
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.011 │ 1 │ 0.011 │
│ 2 │ 0.942 │ 1 │ 0.942 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.476 │ │ │
│ Median │ 0.476 │ │ │
│ Total │ 0.953 │ │ │
│ Max │ 0.942 │ │ │
│ Min │ 0.011 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.111 │ 1 │ 0.111 │
│ 2 │ 0.103 │ 1 │ 0.103 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.107 │ │ │
│ Median │ 0.107 │ │ │
│ Total │ 0.214 │ │ │
│ Max │ 0.111 │ │ │
│ Min │ 0.103 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2025-11-12 22:00:04 (78ebc042-1986-46d3-bdaf-6890311e89fa): SOBOL, Started OmniOpt2 run...
2025-11-12 22:00:04 (78ebc042-1986-46d3-bdaf-6890311e89fa): SOBOL, getting new HP set (no sbatch)
2025-11-12 22:00:04 (78ebc042-1986-46d3-bdaf-6890311e89fa): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-12 22:00:04 (78ebc042-1986-46d3-bdaf-6890311e89fa): SOBOL, eval #1/1 start
2025-11-12 22:00:04 (78ebc042-1986-46d3-bdaf-6890311e89fa): SOBOL, starting new job
2025-11-12 22:00:04 (78ebc042-1986-46d3-bdaf-6890311e89fa): SOBOL, started new job
2025-11-12 22:00:13 (78ebc042-1986-46d3-bdaf-6890311e89fa): SOBOL, new result: RESULT1: 1.084543, RESULT2: 2.720157
2025-11-12 22:00:16 (78ebc042-1986-46d3-bdaf-6890311e89fa): SOBOL, 1 done, finishing jobs, finished 1 job
2025-11-12 22:00:17 (78ebc042-1986-46d3-bdaf-6890311e89fa): BOTORCH_MODULAR, 1 done, getting new HP set (no sbatch)
2025-11-12 22:00:17 (78ebc042-1986-46d3-bdaf-6890311e89fa): BOTORCH_MODULAR, 1 done, requested 1 jobs, got 1, 0.94 s/job
2025-11-12 22:00:17 (78ebc042-1986-46d3-bdaf-6890311e89fa): BOTORCH_MODULAR, 1 done, eval #1/1 start
2025-11-12 22:00:17 (78ebc042-1986-46d3-bdaf-6890311e89fa): BOTORCH_MODULAR, 1 done, starting new job
2025-11-12 22:00:17 (78ebc042-1986-46d3-bdaf-6890311e89fa): BOTORCH_MODULAR, 1 done, started new job
2025-11-12 22:00:26 (78ebc042-1986-46d3-bdaf-6890311e89fa): BOTORCH_MODULAR, 1 done, new result: RESULT1: 1.744378, RESULT2: 2.007870
2025-11-12 22:00:31 (78ebc042-1986-46d3-bdaf-6890311e89fa): BOTORCH_MODULAR, 2 done, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.111 │ 1 │ 0.111 │
│ 2 │ 0.103 │ 1 │ 0.103 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.107 │ │ │
│ Median │ 0.107 │ │ │
│ Total │ 0.214 │ │ │
│ Max │ 0.111 │ │ │
│ Min │ 0.103 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.011 │ 1 │ 0.011 │
│ 2 │ 0.942 │ 1 │ 0.942 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.476 │ │ │
│ Median │ 0.476 │ │ │
│ Total │ 0.953 │ │ │
│ Max │ 0.942 │ │ │
│ Min │ 0.011 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview
| Key | Value |
|---|
| config_yaml | None |
| config_toml | None |
| config_json | None |
| num_random_steps | 1 |
| max_eval | 2 |
| run_program | [['Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9p… |
| experiment_name | TRANSFORMS_Cont_X_trans |
| 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 | True |
| 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 | ['Cont_X_trans'] |
| 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 | 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 |
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1762984799,749.90234375,28.6
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 2 |
| OO_Info_int_param | -89 | 10 | -39.5 | 49.5 | 2 |
| OO_Info_int_param_two | -78 | 10 | -34 | 44 | 2 |
| OO_Info_float_param | -100 | -8.8239 | -54.412 | 45.588 | 2 |
| OO_Info_choice_param | 2 | 4 | 3 | 1 | 2 |
| RESULT1 | 1.0845 | 1.7444 | 1.4145 | 0.3299 | 2 |
| RESULT2 | 2.0079 | 2.7202 | 2.364 | 0.3561 | 2 |
| int_param | -89 | 10 | -39.5 | 49.5 | 2 |
| float_param | -100 | -8.8239 | -54.412 | 45.588 | 2 |
| int_param_two | -78 | 10 | -34 | 44 | 2 |
| choice_param | 2 | 4 | 3 | 1 | 2 |
Show SLURM-Job-ID (if it exists)
submitit INFO (2025-11-12 22:00:05,026) - Starting with JobEnvironment(job_id=154203, hostname=runnervmfg25i, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-12 22:00:05,026) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TRANSFORMS_Cont_X_trans/0/single_runs/154203/154203_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -89, "float_param": -8.823926448822021, "int_param_two": -78, "choice_param": 2}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-89' --float_param='-8.82392644882202148438' --choice_param='2' --int_param_two='-78' --nr_results=2
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762982323.8641346
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762982711.1052525
Last modification: 1762982323.8641346
Hostname: runnervmfg25i
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-89' --float_param='-8.82392644882202148438' --choice_param='2' --int_param_two='-78' --nr_results=2
stdout:
OO-Info: int_param: -89
OO-Info: int_param_two: -78
OO-Info: float_param: -8.82392644882202148438
OO-Info: choice_param: 2
RESULT1: 1.08454306919976
RESULT2: 2.7201566114995
stderr was empty
Result: {'RESULT1': 1.08454306919976, 'RESULT2': 2.7201566114995}
Final-results: {'RESULT1': 1.08454306919976, 'RESULT2': 2.7201566114995}
EXIT_CODE: 0
submitit INFO (2025-11-12 22:00:12,701) - Job completed successfully
submitit INFO (2025-11-12 22:00:12,701) - Exiting after successful completion
