Experiment overview
| Setting | Value |
|---|
| Model for non-random steps | BOTORCH_MODULAR |
| Max. nr. evaluations | 2 |
| Number random steps | 1 |
| Nr. of workers (parameter) | 1 |
| Main process memory (GB) | 8 |
| Worker memory (GB) | 4 |
Best RESULT, min (total: 2)
| OO_Info_SLURM_JOB_ID | x | y | z | a | RESULT |
|---|
| 1168637 | 827.8159666806459 | 950.1731470227242 | 994.0275084227324 | -940.9208223223686 | -34431828.8871469 |
Job Summary per Generation Node
| Generation Node | Total | COMPLETED |
| SOBOL | 1 | 1 |
| BOTORCH_MODULAR | 1 | 1 |
Experiment parameters
| Name | Type | Lower bound | Upper bound | Type | Log Scale? |
|---|
| x | range | -1000 | 1000 | float | No |
| y | range | -1000 | 1000 | float | No |
| z | range | -1000 | 1000 | float | No |
| a | range | -1000 | 1000 | float | No |
Number of evaluations
| Failed |
Succeeded |
Running |
Total |
| 0 |
2 |
0 |
2 |
Result names and types
Last progressbar status
2025-10-24 22:22:36 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -34431828.8871469, waiting for 1 job, finished 1 job
Git-Version
Commit: 628555560e665603d20624eb3c8dc87fa6c723cd (8868)
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,x,y,z,a
0,1761337074,7,86deebf1-55b3-497d-89de-d09c1e82d3a0,1761337081,1761337202,121,.tests/optimization_example_all_float --x=9.73236560821533203125 --y=-935.81755459308624267578 --z=36.082744598388671875 --a=44.2082881927490234375,0,,c141,1168611,0_0,COMPLETED,SOBOL,-8867170.6070870496332645416259765625,9.73236560821533203125,-935.81755459308624267578125,36.082744598388671875,44.2082881927490234375
1,1761337212,20,86deebf1-55b3-497d-89de-d09c1e82d3a0,1761337232,1761337353,121,.tests/optimization_example_all_float --x=827.81596668064594268799 --y=950.17314702272415161133 --z=994.02750842273235321045 --a=-940.92082232236862182617,0,,c141,1168637,1_0,COMPLETED,BOTORCH_MODULAR,-34431828.887146897614002227783203125,827.81596668064594268798828125,950.173147022724151611328125,994.02750842273235321044921875,-940.920822322368621826171875
========================================================================
To cancel, press CTRL c, then run 'scancel 1168607'
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
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⠋ Importing pwd...
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⠋ Importing json...
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⠋ Importing ast...
⠋ Importing rich.table...
⠋ Importing rich print...
⠋ 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 10-24 22:17:44] 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...
⠋ Importing MaxTrials...
⠋ Importing GeneratorSpec...
⠋ Importing Models from ax.generation_strategy.registry...
⠋ Importing get_pending_observation_features...
⠋ Importing load_experiment...
⠋ Importing save_experiment...
⠋ Importing save_experiment_to_db...
⠋ Importing TrialStatus...
⠋ Importing Data...
⠋ Importing Experiment...
⠋ Importing parameter types...
⠋ Importing TParameterization...
⠋ Importing pandas...
⠋ Importing AxClient and ObjectiveProperties...
⠋ Importing RandomForestRegressor...
⠋ Importing botorch...
⠋ Importing submitit...
⠋ Importing ax logger...
⠋ Importing SQL-Storage-Stuff...
Run-UUID: df46e891-eb17-4af3-a7b5-b18834b89f04
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⠋ Writing worker creation log...
omniopt --partition=alpha --experiment_name=example_all_float --mem_gb=4 --time=60 --worker_timeout=5 --max_eval=2 --num_parallel_jobs=1 --gpus=1 --num_random_steps=1 --send_anonymized_usage_stats --run_program=LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK --cpus_per_task=1 --nodes_per_job=1 --model=BOTORCH_MODULAR --run_mode=local --parameter x range -1000 1000 float --parameter y range -1000 1000 float --parameter z range -1000 1000 float --parameter a range -1000 1000 float --live_share --generate_all_jobs_at_once --follow --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/2...
⠋ 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/example_all_float/2
⠋ 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...
⠋ Setting global generation strategy
⠋ Initializing ax_client...
⠋ Setting orchestrator...
See https://imageseg.scads.de/omniax/share?user_id=s3811141&experiment_name=example_all_float&run_nr=6 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 BOTORCH_MODULAR for 1 step.
Run-Program: .tests/optimization_example_all_float --x=%(x) --y=%(y) --z=%(z) --a=%(a)
Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type ┃ Lower bound ┃ Upper bound ┃ Type ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x │ range │ -1000 │ 1000 │ float │ No │
│ y │ range │ -1000 │ 1000 │ float │ No │
│ z │ range │ -1000 │ 1000 │ float │ No │
│ a │ range │ -1000 │ 1000 │ float │ No │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT │ min │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: -34431828.8871469, waiting for 1 job, finished 1 job : 100%|██████████| 2/2 [04:45<00:00, 142.93s/it]
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ OO_Info_SLURM_JOB_ID ┃ x ┃ y ┃ z ┃ a ┃ RESULT ┃
┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 1168637 │ 827.8159666806459 │ 950.1731470227242 │ 994.0275084227324 │ -940.9208223223686 │ -34431828.8871469 │
└──────────────────────┴───────────────────┴───────────────────┴───────────────────┴────────────────────┴───────────────────┘
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time ┃ Max time ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ 2 │ 121.00 sec (2m1s) │ 121.00 sec (2m1s) │ 121.00 sec (2m1s) │ 121.00 sec (2m1s) │
└───────────────────────┴───────────────────┴───────────────────┴───────────────────┴───────────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.221 │ 1 │ 0.221 │
│ 2 │ 0.736 │ 1 │ 0.736 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.478 │ │ │
│ Median │ 0.478 │ │ │
│ Total │ 0.957 │ │ │
│ Max │ 0.736 │ │ │
│ Min │ 0.221 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 1.084 │ 1 │ 1.084 │
│ 2 │ 1.920 │ 1 │ 1.920 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 1.502 │ │ │
│ Median │ 1.502 │ │ │
│ Total │ 3.004 │ │ │
│ Max │ 1.920 │ │ │
│ Min │ 1.084 │ │ │
└─────────┴─────────┴──────┴──────────────┘
2025-10-24 22:17:51 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, Started OmniOpt2 run...
2025-10-24 22:17:53 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, getting new HP set
2025-10-24 22:17:53 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, requested 1 jobs, got 1, 0.22 s/job
2025-10-24 22:17:54 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, eval #1/1 start
2025-10-24 22:17:54 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, starting new job
2025-10-24 22:17:55 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, unknown 1 = ∑1/1, started new job
2025-10-24 22:17:56 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 22:17:59 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, running 1 = ∑1/1, waiting for 1 job
2025-10-24 22:20:03 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, running 1 = ∑1/1, new result: RESULT: -8867170.607087
2025-10-24 22:20:07 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, waiting for 1 job, finished 1 job
2025-10-24 22:20:09 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, getting new HP set
2025-10-24 22:20:10 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, requested 1 jobs, got 1, 0.74 s/job
2025-10-24 22:20:11 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, eval #1/1 start
2025-10-24 22:20:12 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, starting new job
2025-10-24 22:20:12 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, unknown 1 = ∑1/1, started new job
2025-10-24 22:20:13 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, unknown 1 = ∑1/1, waiting for 1 job
2025-10-24 22:20:15 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, pending 1 = ∑1/1, waiting for 1 job
2025-10-24 22:20:36 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, running 1 = ∑1/1, waiting for 1 job
2025-10-24 22:22:33 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -8867170.60708705, running 1 = ∑1/1, new result: RESULT: -34431828.887147
2025-10-24 22:22:36 (86deebf1-55b3-497d-89de-d09c1e82d3a0): SOBOL, best RESULT: -34431828.8871469, waiting for 1 job, finished 1 job
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 1.084 │ 1 │ 1.084 │
│ 2 │ 1.920 │ 1 │ 1.920 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │ 1.502 │ │ │
│ Median │ 1.502 │ │ │
│ Total │ 3.004 │ │ │
│ Max │ 1.920 │ │ │
│ Min │ 1.084 │ │ │
└─────────┴─────────┴──────┴──────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│ 1 │ 0.221 │ 1 │ 0.221 │
│ 2 │ 0.736 │ 1 │ 0.736 │
├───────────┼─────────┼──────┼──────────────┤
│ Average │ 0.478 │ │ │
│ Median │ 0.478 │ │ │
│ Total │ 0.957 │ │ │
│ Max │ 0.736 │ │ │
│ Min │ 0.221 │ │ │
└───────────┴─────────┴──────┴──────────────┘
Arguments Overview
| Key | Value |
|---|
| config_yaml | None |
| config_toml | None |
| config_json | None |
| num_random_steps | 1 |
| max_eval | 2 |
| run_program | [['LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK']] |
| experiment_name | example_all_float |
| mem_gb | 4 |
| parameter | [['x', 'range', '-1000', '1000', 'float'], ['y', 'range', '-1000', '1000', 'float'], ['z', 'range', '-1000', '1000', 'float'], ['a', 'range', '-1000', |
| '1000', 'float']] |
| 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/s3811141 |
| 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 | 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 |
1761337067.1339,1,0,0
1761337074.7385,1,0,0
1761337075.0338,1,1,100
1761337203.4441,1,1,100
1761337206.0282,1,0,0
1761337212.3008,1,0,0
1761337212.8798,1,1,100
1761337356.6237,1,1,100
1761337358.7428,1,0,0
This logs the CPU and RAM usage of the main worker process.
timestamp,ram_usage_mb,cpu_usage_percent
1761337067,807.22265625,10
1761337127,821.2734375,9.2
1761337187,821.2734375,4
1761337247,842.80078125,21
1761337307,843.30078125,13.7
Parameter statistics
| Parameter | Min | Max | Mean | Std Dev | Count |
|---|
| run_time | 121 | 121 | 121 | 0 | 2 |
| RESULT | -34431828.8871 | -8867170.6071 | -21649499.7471 | 12782329.14 | 2 |
| x | 9.7324 | 827.816 | 418.7742 | 409.0418 | 2 |
| y | -935.8176 | 950.1731 | 7.1778 | 942.9954 | 2 |
| z | 36.0827 | 994.0275 | 515.0551 | 478.9724 | 2 |
| a | -940.9208 | 44.2083 | -448.3563 | 492.5646 | 2 |
Show SLURM-Job-ID (if it exists)
submitit INFO (2025-10-24 22:17:59,571) - Starting with JobEnvironment(job_id=1168611, hostname=c141, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-24 22:17:59,573) - Loading pickle: /data/horse/ws/s3811141-oo_crap/omniopt/runs/example_all_float/2/single_runs/1168611/1168611_submitted.pkl
Trial-Index: 0
Parameters: {"x": 9.732365608215332, "y": -935.8175545930862, "z": 36.08274459838867, "a": 44.20828819274902}
Debug-Infos:
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float --x=9.73236560821533203125 --y=-935.81755459308624267578 --z=36.082744598388671875 --a=44.2082881927490234375
pwd: /data/horse/ws/s3811141-oo_crap/omniopt
File: .tests/optimization_example_all_float
UID: 2105408
GID: 200270
SLURM_JOB_ID: 1168611
Status-Change-Time: 1755346813.0
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: s3811141
Last access: 1761337201.0
Last modification: 1755343211.0
Hostname: c141
========
DEBUG INFOS END
.tests/optimization_example_all_float --x=9.73236560821533203125 --y=-935.81755459308624267578 --z=36.082744598388671875 --a=44.2082881927490234375
stdout:
x: 9.73236560821533203125
y: -935.81755459308624267578
z: 36.082744598388671875
a: 44.2082881927490234375
RESULT: -8867170.60708705
stderr was empty
Result: {'RESULT': -8867170.60708705}
Final-results: {'RESULT': -8867170.60708705}
EXIT_CODE: 0
submitit INFO (2025-10-24 22:20:02,923) - Job completed successfully
submitit INFO (2025-10-24 22:20:02,926) - Exiting after successful completion