Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | RANDOMFOREST |
| Max. nr. evaluations | 2 |
| Number random steps | 1 |
| Nr. of workers (parameter) | 1 |
| Main process memory (GB) | 8 |
| Worker memory (GB) | 1 |
Best RESULT, min (total: 2)
| OO_Info_SLURM_JOB_ID | y | z | a | x | RESULT |
|---|
| 1170945 | 2898 | 0.5701988339424133 | 1 | 123 | 112328980.57019883 |
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
2025-10-25 02:07:10 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, waiting for 1 job, finished 1 job
Git-Version
Commit: 87dbf732124d22378d92f4f9fd4a3243b54c0639 (8885)
trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,OO_Info_SLURM_JOB_ID,arm_name,trial_status,generation_node,RESULT,y,z,a,x
0,1761350738,49,773dfa58-89ed-49cd-a50e-bddaf8a3faf0,1761350787,1761350787,0,echo "RESULT: 112328980.57019883394241333008",0,,c124,1170945,0_0,COMPLETED,SOBOL,112328980.570198833942413330078125,2898,0.570198833942413330078125,1,123
1,1761350793,33,773dfa58-89ed-49cd-a50e-bddaf8a3faf0,1761350826,1761350826,0,echo "RESULT: 312348310.28222376821027672644",0,,c148,1170964,1_0,COMPLETED,RANDOMFOREST,312348310.282223761081695556640625,4831,0.282223768210276726442486960877,3,123
========================================================================
To cancel, press CTRL c, then run 'scancel 1170911'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
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⠋ Importing ast...
⠋ Importing rich.table...
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⠋ Importing rich.pretty...
⠋ Importing pformat...
⠋ Importing rich.prompt...
⠋ Importing types.FunctionType...
⠋ Importing typing...
⠋ Importing ThreadPoolExecutor...
⠋ Importing submitit.LocalExecutor...
⠋ Importing submitit.Job...
⠋ Importing importlib.util...
⠋ Importing platform...
⠋ Importing inspect frame info...
⠋ Importing pathlib.Path...
⠋ Importing uuid...
⠋ Importing cowsay...
⠋ Importing shutil...
⠋ Importing itertools.combinations...
⠋ Importing os.listdir...
⠋ Importing os.path...
⠋ Importing PIL.Image...
⠋ Importing sixel...
⠋ Importing subprocess...
⠋ Importing tqdm...
⠋ Importing beartype...
⠋ Importing statistics...
⠋ Trying to import pyfiglet...
⠹ Importing helpers...
⠋ Parsing arguments...
⠴ Importing torch...
⠋ Importing numpy...
[WARNING 10-25 02:05:25] 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]`.
⠼ Importing ax...
⠋ Importing ax.core.generator_run...
⠋ Importing Cont_X_trans and Y_trans from ax.adapter.registry...
⠋ Importing ax.core.arm...
⠋ Importing ax.core.objective...
⠋ Importing ax.core.Metric...
⠋ Importing ax.exceptions.core...
⠋ Importing ax.exceptions.generation_strategy...
⠋ Importing CORE_DECODER_REGISTRY...
⠋ Trying ax.generation_strategy.generation_node...
⠋ Importing GenerationStep, GenerationStrategy from generation_strategy...
⠋ Importing GenerationNode from generation_node...
⠋ Importing ExternalGenerationNode...
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⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
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⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Run-UUID: 37747a1f-df1e-4e9c-a5bc-3cf897b1d7a8
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\__/ | | |_/ | |_/|_/\__/ |__/ |_//___
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⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=randomforest --mem_gb=1 --time=60 --worker_timeout=60 --max_eval=2 --num_parallel_jobs=1 --gpus=1 --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
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/randomforest/0...
⠋ Writing revert_to_random_when_seemingly_exhausted file ...
⠋ Writing username state file...
⠋ Writing result names file...
⠋ Writing result min/max file...
⠋ Saving state files...
Run-folder: /data/horse/ws/s3811141-oo_crap/omniopt/runs/randomforest/0
Lower bound (5431.0) was larger than upper bound (1234.0) for parameter 'y'. Switched them.
⠋ Writing live_share file if it is present...
⠋ Writing job_start_time file...
⠸ Writing git information
⠋ Checking max_eval...
⠋ Calculating number of steps...
⠋ Adding excluded nodes...
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=randomforest&run_nr=3 for live-results.
You have 1 CPUs available for the main process. Using CUDA device NVIDIA H100.
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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: 112328980.57019883, waiting for 1 job, finished 1 job : 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━┳━━━━━┳━━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ y ┃ z ┃ a ┃ x ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━╇━━━━━╇━━━━━━━━━━━━━━━━━━━━┩
│ 1170945 │ 2898 │ 0.5701988339424133 │ 1 │ 123 │ 112328980.57019883 │
└──────────────────────┴──────┴────────────────────┴───┴─────┴────────────────────┘
2025-10-25 02:05:33 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, Started OmniOpt2 run...
2025-10-25 02:05:36 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, getting new HP set
2025-10-25 02:05:36 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, requested 1 jobs, got 1, 0.48 s/job
2025-10-25 02:05:38 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, eval #1/1 start
2025-10-25 02:05:38 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, starting new job
2025-10-25 02:05:39 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, unknown 1 = ∑1/1, started new job
2025-10-25 02:05:40 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-25 02:05:42 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, pending 1 = ∑1/1, waiting for 1 job
2025-10-25 02:06:27 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, pending 1 = ∑1/1, new result: RESULT: 112328980.570199
2025-10-25 02:06:30 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, waiting for 1 job, finished 1 job
2025-10-25 02:06:32 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, getting new HP set
2025-10-25 02:06:32 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, requested 1 jobs, got 1, 1.20 s/job
2025-10-25 02:06:33 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, eval #1/1 start
2025-10-25 02:06:33 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, starting new job
2025-10-25 02:06:34 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, unknown 1 = ∑1/1, started new job
2025-10-25 02:06:35 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, unknown 1 = ∑1/1, waiting for 1 job
2025-10-25 02:06:39 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, pending 1 = ∑1/1, waiting for 1 job
2025-10-25 02:07:07 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, pending 1 = ∑1/1, new result: RESULT: 312348310.282224
2025-10-25 02:07:10 (773dfa58-89ed-49cd-a50e-bddaf8a3faf0): SOBOL, best RESULT: 112328980.57019883, waiting for 1 job, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.522 │ 1 │ 0.522 │
│ 2 │ 0.931 │ 1 │ 0.931 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 0.727 │ │ │
│ Median │ 0.727 │ │ │
│ Total │ 1.453 │ │ │
│ Max │ 0.931 │ │ │
│ Min │ 0.522 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.482 │ 1 │ 0.482 │
│ 2 │ 1.199 │ 1 │ 1.199 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.841 │ │ │
│ Median │ 0.841 │ │ │
│ Total │ 1.681 │ │ │
│ Max │ 1.199 │ │ │
│ Min │ 0.482 │ │ │
└───────────┴─────────┴──────┴──────────────┘
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/s3811141 |
| 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 | 1 |
| 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 |
1761350728.7164,1,0,0
1761350738.8487,1,0,0
1761350739.0901,1,1,100
1761350788.4813,1,1,100
1761350790.7524,1,0,0
1761350793.7945,1,0,0
1761350794.0886,1,1,100
1761350832.1862,1,1,100
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1761350728,806.53515625,11.6
1761350788,822.24609375,27.9
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 0 | 0 | 0 | 0 | 2 |
| RESULT | 112328980.5702 | 312348310.2822 | 212338645.4262 | 100009664.856 | 2 |
| y | 2898 | 4831 | 3864.5 | 966.5 | 2 |
| z | 0.2822 | 0.5702 | 0.4262 | 0.144 | 2 |
| a | 1 | 3 | 2 | 1 | 2 |
| x | 123 | 123 | 123 | 0 | 2 |
Show SLURM-Job-ID (if it exists)
submitit INFO (2025-10-25 02:06:20,526) - Starting with JobEnvironment(job_id=1170945, hostname=c124, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-25 02:06:20,531) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/randomforest/0/single_runs/1170945/1170945_submitted.pkl
Trial-Index: 0
Parameters: {"y": 2898, "z": 0.5701988339424133, "a": 1, "x": 123}
Debug-Infos:
echo "RESULT: 112328980.57019883394241333008"
stdout:
RESULT: 112328980.57019883394241333008
stderr was empty
Result: {'RESULT': 112328980.57019883}
Final-results: {'RESULT': 112328980.57019883}
EXIT_CODE: 0
submitit INFO (2025-10-25 02:06:27,567) - Job completed successfully
submitit INFO (2025-10-25 02:06:27,592) - Exiting after successful completion