Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | TPE |
| Max. nr. evaluations | 2 |
| Number random steps | 1 |
| Nr. of workers (parameter) | 1 |
Best RESULT, min (total: 2)
| OO_Info_int_param | OO_Info_int_param_two | OO_Info_float_param | OO_Info_choice_param | int_param | float_param | int_param_two | choice_param | RESULT |
|---|
| -39 | -31 | -83.69514241814613 | hallo | -39 | -83.69514241814613 | -31 | hallo | -111274.002885752 |
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? |
|---|
| 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
Last progressbar status
2025-11-04 18:53:35 (9a49f749-ef24-48cf-8b6e-066d56515d27): EXTERNAL_GENERATOR, best RESULT: -111274.002885752, finishing jobs, finished 1 job
Git-Version
Commit: 1eacf3041c19e479bd2ff269d046c55201c14bb5 (9069-1-g1eacf3041)
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,RESULT,int_param,float_param,int_param_two,choice_param
0,1762282392,2,9a49f749-ef24-48cf-8b6e-066d56515d27,1762282394,1762282400,6,./.tests/optimization_example --int_param='-39' --float_param='-83.69514241814613342285' --choice_param='hallo' --int_param_two='-31' --nr_results=1,0,,runnervmxu1zt,-39,-31,-83.6951424181461334228515625,hallo,0_0,COMPLETED,SOBOL,-111274.002885751993744634091854095459,-39,-83.6951424181461334228515625,-31,hallo
1,1762282404,2,9a49f749-ef24-48cf-8b6e-066d56515d27,1762282406,1762282412,6,./.tests/optimization_example --int_param='-43' --float_param='-24.4998879337534987144' --choice_param='16' --int_param_two='-10' --nr_results=1,0,,runnervmxu1zt,-43,-10,-24.499887933753495161681712488644,16,1_0,COMPLETED,EXTERNAL_GENERATOR,-35537.753881040196574758738279342651,-43,-24.499887933753498714395391289145,-10,16
========================================================================
Current git-hash: 1eacf3041c19e479bd2ff269d046c55201c14bb5 (last fully tested stable version 1 commit ago [7a7a36b0d71c0f21242cd3e193c84e6375482517, 9069])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 11-04 18:53:08] 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: b3a457ee-b110-4f69-b208-ebb6b554810c
_________________________________________________
/ \
| OmniOpt2 - Open the third eye of optimization – t |
| he truth is in the numbers. |
\ /
=================================================
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omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=TPE --mem_gb=4 --time=60 --worker_timeout=5 --max_eval 2 --num_parallel_jobs 1 --gpus=0 --run_program Li8udGVzdHMvb3B0aW1pemF0aW9uX2V4YW1wbGUgIC0taW50X3BhcmFtPSclKGludF9wYXJhbSknIC0tZmxvYXRfcGFyYW09JyUoZmxvYXRfcGFyYW0pJyAtLWNob2ljZV9wYXJhbT0nJShjaG9pY2VfcGFyYW0pJyAtLWludF9wYXJhbV90d289JyUoaW50X3BhcmFtX3R3byknIC0tbnJfcmVzdWx0cz0x --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 --generate_all_jobs_at_once --follow --model=TPE --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=TPE&run_nr=76 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then TPE 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 │
└─────────────┴─────────────┘
Error loading experiment state: Function __main__.decode_if_base64() parameter
input_str="None" violates type hint , as "None" not instance of str.
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_int_param ┃ OO_Info_int_param_two ┃ OO_Info_float_param ┃ OO_Info_choice_param ┃ int_param ┃ float_param ┃ int_param_two ┃ choice_param ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -39 │ -31 │ -83.69514241814613 │ hallo │ -39 │ -83.69514241814613 │ -31 │ hallo │ -111274.002885752 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴────────────────────┴───────────────┴──────────────┴───────────────────┘
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 │ 0.010 │ 1 │ 0.010 │
│ 2 │ 0.799 │ 1 │ 0.799 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.404 │ │ │
│ Median │ 0.404 │ │ │
│ Total │ 0.809 │ │ │
│ Max │ 0.799 │ │ │
│ Min │ 0.010 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.096 │ 1 │ 0.096 │
│ 2 │ 0.066 │ 1 │ 0.066 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.081 │ │ │
│ Median │ 0.081 │ │ │
│ Total │ 0.162 │ │ │
│ Max │ 0.096 │ │ │
│ Min │ 0.066 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2025-11-04 18:53:12 (9a49f749-ef24-48cf-8b6e-066d56515d27): SOBOL, Started OmniOpt2 run...
2025-11-04 18:53:12 (9a49f749-ef24-48cf-8b6e-066d56515d27): SOBOL, getting new HP set (no sbatch)
2025-11-04 18:53:12 (9a49f749-ef24-48cf-8b6e-066d56515d27): SOBOL, requested 1 jobs, got 1, 0.01 s/job
2025-11-04 18:53:12 (9a49f749-ef24-48cf-8b6e-066d56515d27): SOBOL, eval #1/1 start
2025-11-04 18:53:12 (9a49f749-ef24-48cf-8b6e-066d56515d27): SOBOL, starting new job
2025-11-04 18:53:12 (9a49f749-ef24-48cf-8b6e-066d56515d27): SOBOL, started new job
2025-11-04 18:53:21 (9a49f749-ef24-48cf-8b6e-066d56515d27): SOBOL, new result: RESULT: -111274.002886
2025-11-04 18:53:23 (9a49f749-ef24-48cf-8b6e-066d56515d27): SOBOL, best RESULT: -111274.002885752, finishing jobs, finished 1 job
2025-11-04 18:53:24 (9a49f749-ef24-48cf-8b6e-066d56515d27): EXTERNAL_GENERATOR, best RESULT: -111274.002885752, getting new HP set (no sbatch)
2025-11-04 18:53:24 (9a49f749-ef24-48cf-8b6e-066d56515d27): EXTERNAL_GENERATOR, best RESULT: -111274.002885752, requested 1 jobs, got 1, 0.80 s/job
2025-11-04 18:53:24 (9a49f749-ef24-48cf-8b6e-066d56515d27): EXTERNAL_GENERATOR, best RESULT: -111274.002885752, eval #1/1 start
2025-11-04 18:53:24 (9a49f749-ef24-48cf-8b6e-066d56515d27): EXTERNAL_GENERATOR, best RESULT: -111274.002885752, starting new job
2025-11-04 18:53:24 (9a49f749-ef24-48cf-8b6e-066d56515d27): EXTERNAL_GENERATOR, best RESULT: -111274.002885752, started new job
2025-11-04 18:53:33 (9a49f749-ef24-48cf-8b6e-066d56515d27): EXTERNAL_GENERATOR, best RESULT: -111274.002885752, new result: RESULT: -35537.753881
2025-11-04 18:53:35 (9a49f749-ef24-48cf-8b6e-066d56515d27): EXTERNAL_GENERATOR, best RESULT: -111274.002885752, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.096 │ 1 │ 0.096 │
│ 2 │ 0.066 │ 1 │ 0.066 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.081 │ │ │
│ Median │ 0.081 │ │ │
│ Total │ 0.162 │ │ │
│ Max │ 0.096 │ │ │
│ Min │ 0.066 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.010 │ 1 │ 0.010 │
│ 2 │ 0.799 │ 1 │ 0.799 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.404 │ │ │
│ Median │ 0.404 │ │ │
│ Total │ 0.809 │ │ │
│ Max │ 0.799 │ │ │
│ Min │ 0.010 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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 | TPE |
| 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 | TPE |
| 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 | ['RESULT=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 | [] |
| 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
1762282388,749.80078125,28.8
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 2 |
| OO_Info_int_param | -43 | -39 | -41 | 2 | 2 |
| OO_Info_int_param_two | -31 | -10 | -20.5 | 10.5 | 2 |
| OO_Info_float_param | -83.6951 | -24.4999 | -54.0975 | 29.5976 | 2 |
| OO_Info_choice_param | No numerical statistics available |
| RESULT | -111274.0029 | -35537.7539 | -73405.8784 | 37868.1245 | 2 |
| int_param | -43 | -39 | -41 | 2 | 2 |
| float_param | -83.6951 | -24.4999 | -54.0975 | 29.5976 | 2 |
| int_param_two | -31 | -10 | -20.5 | 10.5 | 2 |
| choice_param | No numerical statistics available |
Show SLURM-Job-ID (if it exists)
submitit INFO (2025-11-04 18:53:12,657) - Starting with JobEnvironment(job_id=147751, hostname=runnervmxu1zt, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-11-04 18:53:12,657) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/TPE/0/single_runs/147751/147751_submitted.pkl
Trial-Index: 0
Parameters: {"int_param": -39, "float_param": -83.69514241814613, "int_param_two": -31, "choice_param": "hallo"}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example --int_param='-39' --float_param='-83.69514241814613342285' --choice_param='hallo' --int_param_two='-31' --nr_results=1
pwd: /home/runner/work/OmniOpt/OmniOpt
File: ./.tests/optimization_example
UID: 1001
GID: 1001
Status-Change-Time: 1762280181.530798
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1762280570.4392753
Last modification: 1762280181.530798
Hostname: runnervmxu1zt
========
DEBUG INFOS END
./.tests/optimization_example --int_param='-39' --float_param='-83.69514241814613342285' --choice_param='hallo' --int_param_two='-31' --nr_results=1
stdout:
OO-Info: int_param: -39
OO-Info: int_param_two: -31
OO-Info: float_param: -83.69514241814613342285
OO-Info: choice_param: hallo
RESULT: -111274.002885752
stderr was empty
Result: {'RESULT': -111274.002885752}
Final-results: {'RESULT': -111274.002885752}
EXIT_CODE: 0
submitit INFO (2025-11-04 18:53:20,183) - Job completed successfully
submitit INFO (2025-11-04 18:53:20,183) - Exiting after successful completion
