Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | RANDOMFOREST |
| Max. nr. evaluations | 2 |
| Number random steps | 1 |
| Nr. of workers (parameter) | 1 |
Best RESULT, min (total: 2)
| y | z | a | x | RESULT |
|---|
| 5062 | 0.26104232254359117 | 1 | 123 | 112350620.26104233 |
Job Summary per Generation Node
| Generation Node | Total | COMPLETED |
|---|
| SOBOL | 1 | 1 |
| RANDOMFOREST | 1 | 1 |
Experiment parameters
| Name | Type | Lower bound | Upper bound | Values | Type | Log Scale? |
|---|
| x | fixed | | | 123 | | |
| y | range | 1234 | 5431 | | int | No |
| z | range | 0 | 1 | | float | No |
| a | choice | | | 1, 2, 3 | | |
Number of evaluations
| Failed |
Succeeded |
Running |
Total |
| 0 |
2 |
0 |
2 |
Result names and types
Last progressbar status
2025-12-29 11:35:02 (b4e82734-5b79-447c-9f9d-f62825a5291c): RANDOMFOREST, best RESULT: 112350620.26104233, finishing jobs, finished 1 job
Git-Version
Commit: 941829b5ef8c208e9de98b3eb85bb46f0d23e169 (9210-3-g941829b5e)
trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,y,z,a,x
0,1767008079,2,b4e82734-5b79-447c-9f9d-f62825a5291c,1767008081,1767008087,6,echo "RESULT: 212321810.69340753555297851562",0,,runnervmdwttx,0_0,COMPLETED,SOBOL,212321810.693407535552978515625,2181,0.693407535552978515625,2,123
1,1767008090,2,b4e82734-5b79-447c-9f9d-f62825a5291c,1767008092,1767008098,6,echo "RESULT: 112350620.26104232254359116538",0,,runnervmdwttx,1_0,COMPLETED,RANDOMFOREST,112350620.2610423266887664794921875,5062,0.2610423225435911653846687841,1,123
========================================================================
Current git-hash: 941829b5ef8c208e9de98b3eb85bb46f0d23e169 (last fully tested stable version 3 commits ago [815910076e3b15c9f886789a2fc0797945e4f03f, 9210])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 12-29 11:34:36] 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: 5c575899-20bb-44c8-8fb9-c2fa3b8b857e
_________________________________________________
/ \
| OmniOpt2 - Climbing the hyperparameter mountain.. |
| . Montana Sacra style! |
\ /
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omniopt --partition=alpha --experiment_name=randomforest --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=2 --num_parallel_jobs=1 --gpus=0 --num_random_steps=1 --follow --live_share --send_anonymized_usage_stats --result_names RESULT=min --run_program=ZWNobyAiUkVTVUxUOiAlYSUoeCklKHkpJXoi --cpus_per_task=1 --nodes_per_job=1 --generate_all_jobs_at_once --revert_to_random_when_seemingly_exhausted --model=RANDOMFOREST --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 fixed 123 --parameter y range 5431 1234 int false --parameter z range 0 1 float false --parameter a choice 1,2,3
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/randomforest/0
Lower bound (5431.0) was larger than upper bound (1234.0) for parameter 'y'. Switched them.
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=randomforest&run_nr=259 for live-results.
You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then RANDOMFOREST for 1 step.
Run-Program: echo "RESULT: %a%(x)%(y)%z"
Experiment parameters
┏━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type ┃ Lower bound ┃ Upper bound ┃ Values ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x │ fixed │ │ │ 123 │ │ │
│ y │ range │ 1234 │ 5431 │ │ int │ No │
│ z │ range │ 0 │ 1 │ │ float │ No │
│ a │ choice │ │ │ 1, 2, 3 │ │ │
└──────┴────────┴─────────────┴─────────────┴─────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT │ min │
└─────────────┴─────────────┘
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)
┏━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━┳━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ y ┃ z ┃ a ┃ x ┃ RESULT ┃
┡━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│ 5062 │ 0.26104232254359117 │ 1 │ 123 │ 112350620.26104233 │
└──────┴─────────────────────┴───┴─────┴────────────────────┘
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 │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
2025-12-29 11:34:39 (b4e82734-5b79-447c-9f9d-f62825a5291c): SOBOL, Started OmniOpt2 run...
2025-12-29 11:34:39 (b4e82734-5b79-447c-9f9d-f62825a5291c): SOBOL, getting new HP set (no sbatch)
2025-12-29 11:34:39 (b4e82734-5b79-447c-9f9d-f62825a5291c): SOBOL, requested 1 jobs, got 1, 0.03 s/job
2025-12-29 11:34:39 (b4e82734-5b79-447c-9f9d-f62825a5291c): SOBOL, eval #1/1 start
2025-12-29 11:34:39 (b4e82734-5b79-447c-9f9d-f62825a5291c): SOBOL, starting new job
2025-12-29 11:34:39 (b4e82734-5b79-447c-9f9d-f62825a5291c): SOBOL, started new job
2025-12-29 11:34:48 (b4e82734-5b79-447c-9f9d-f62825a5291c): SOBOL, new result: RESULT: 212321810.693408
2025-12-29 11:34:50 (b4e82734-5b79-447c-9f9d-f62825a5291c): SOBOL, best RESULT: 212321810.69340754, finishing jobs, finished 1 job
2025-12-29 11:34:50 (b4e82734-5b79-447c-9f9d-f62825a5291c): RANDOMFOREST, best RESULT: 212321810.69340754, getting new HP set (no sbatch)
2025-12-29 11:34:50 (b4e82734-5b79-447c-9f9d-f62825a5291c): RANDOMFOREST, best RESULT: 212321810.69340754, requested 1 jobs, got 1, 0.14 s/job
2025-12-29 11:34:50 (b4e82734-5b79-447c-9f9d-f62825a5291c): RANDOMFOREST, best RESULT: 212321810.69340754, eval #1/1 start
2025-12-29 11:34:50 (b4e82734-5b79-447c-9f9d-f62825a5291c): RANDOMFOREST, best RESULT: 212321810.69340754, starting new job
2025-12-29 11:34:50 (b4e82734-5b79-447c-9f9d-f62825a5291c): RANDOMFOREST, best RESULT: 212321810.69340754, started new job
2025-12-29 11:34:59 (b4e82734-5b79-447c-9f9d-f62825a5291c): RANDOMFOREST, best RESULT: 212321810.69340754, new result: RESULT: 112350620.261042
2025-12-29 11:35:02 (b4e82734-5b79-447c-9f9d-f62825a5291c): RANDOMFOREST, best RESULT: 112350620.26104233, finishing jobs, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.106 │ 1 │ 0.106 │
│ 2 │ 0.067 │ 1 │ 0.067 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.087 │ │ │
│ Median │ 0.087 │ │ │
│ Total │ 0.173 │ │ │
│ Max │ 0.106 │ │ │
│ Min │ 0.067 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.027 │ 1 │ 0.027 │
│ 2 │ 0.141 │ 1 │ 0.141 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.084 │ │ │
│ Median │ 0.084 │ │ │
│ Total │ 0.168 │ │ │
│ Max │ 0.141 │ │ │
│ Min │ 0.027 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview
| Key | Value |
|---|
| config_yaml | None |
| config_toml | None |
| config_json | None |
| num_random_steps | 1 |
| max_eval | 2 |
| run_program | [['ZWNobyAiUkVTVUxUOiAlYSUoeCklKHkpJXoi']] |
| experiment_name | randomforest |
| mem_gb | 1 |
| parameter | [['x', 'fixed', '123'], ['y', 'range', '5431', '1234', 'int', 'false'], ['z', 'range', '0', '1', 'float', 'false'], ['a', 'choice', '1,2,3']] |
| continue_previous_job | None |
| experiment_constraints | None |
| run_dir | runs |
| seed | None |
| verbose_tqdm | False |
| model | RANDOMFOREST |
| 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 | 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=min'] |
| 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 | 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 | 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 | 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
1767008076,756.265625,29
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 6 | 6 | 6 | 0 | 2 |
| RESULT | 112350620.261 | 212321810.6934 | 162336215.4772 | 49985595.2162 | 2 |
| y | 2181 | 5062 | 3621.5 | 1440.5 | 2 |
| z | 0.261 | 0.6934 | 0.4772 | 0.2162 | 2 |
| a | 1 | 2 | 1.5 | 0.5 | 2 |
| x | 123 | 123 | 123 | 0 | 2 |
Show SLURM-Job-ID (if it exists)
submitit INFO (2025-12-29 11:34:40,134) - Starting with JobEnvironment(job_id=91842, hostname=runnervmdwttx, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-12-29 11:34:40,134) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/randomforest/0/single_runs/91842/91842_submitted.pkl
Trial-Index: 0
Parameters: {"y": 2181, "z": 0.6934075355529785, "a": 2, "x": 123}
Debug-Infos:
echo "RESULT: 212321810.69340753555297851562"
stdout:
RESULT: 212321810.69340753555297851562
stderr was empty
Result: {'RESULT': 212321810.69340754}
Final-results: {'RESULT': 212321810.69340754}
EXIT_CODE: 0
submitit INFO (2025-12-29 11:34:47,682) - Job completed successfully
submitit INFO (2025-12-29 11:34:47,682) - Exiting after successful completion
