OmniOpt2

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 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
-57	-86	9.591049189545844	hallo	-57	9.591049189545844	-86	hallo	-121188.497326608

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
RESULT	min

Last progressbar status

2025-10-18 08:41:14 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -121188.497326608, finishing jobs, finished 1 job

Git-Version

Commit: 5bc15eb90264da1af3a4f977836d321945e13f09 (8678-4-g5bc15eb90)

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
0,1760776832,2,8ac7ac9d-24ee-43e2-9d65-3b48302c4320,1760776834,1760776840,6,./.tests/optimization_example  --int_param='-33' --float_param='-75.47019287943840026855' --choice_param='4' --int_param_two='-31' --nr_results=1,0,,d9e926875d15,-33,-31,-75.4701928794384002685546875,4,0_0,COMPLETED,SOBOL,-92123.439420540205901488661766052246,-33,-75.4701928794384002685546875,-31,4
1,1760776858,2,8ac7ac9d-24ee-43e2-9d65-3b48302c4320,1760776860,1760776866,6,./.tests/optimization_example  --int_param='-57' --float_param='9.59104918954584384494' --choice_param='hallo' --int_param_two='-86' --nr_results=1,0,,d9e926875d15,-57,-86,9.591049189545843844939554401208,hallo,1_0,COMPLETED,BOTORCH_MODULAR,-121188.497326608005096204578876495361,-57,9.591049189545843844939554401208,-86,hallo


========================================================================

Current git-hash: 5bc15eb90264da1af3a4f977836d321945e13f09 (last fully tested stable version 4 commits ago [62196d07a39ec32920cf32a26d8f00f4ea9f36fd, 8678])
Using coverage run -p because $RUN_WITH_COVERAGE is set
⠋ Importing logging...
⠋ Importing warnings...
⠋ Importing argparse...
⠋ Importing datetime...
⠋ Importing dataclass...
⠋ Importing socket...
⠋ Importing stat...
⠋ Importing pwd...
⠋ Importing base64...
⠋ Importing json...
⠋ Importing yaml...
⠋ Importing toml...
⠋ Importing csv...
⠋ 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 10-18 08:40:17] 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: 5ee62329-515c-4bce-91f8-67ce03c6892d
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d88P" "Y88b                     Y8Pd88P" "Y88b        888   d88P  Y88b 
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888     88888888b.d88b. 88888b. 888888     88888888b. 888888     .d88P 
888     888888 "888 "88b888 "88b888888     888888 "88b888    .od888P"  
888     888888  888  888888  888888888     888888  888888   d88P"      
Y88b. .d88P888  888  888888  888888Y88b. .d88P888 d88PY88b. 888"       
 "Y88888P" 888  888  888888  888888 "Y88888P" 88888P"  "Y888888888888  
                                              888                      
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⠋ Writing worker creation log...
omniopt --live_share --send_anonymized_usage_stats --partition alpha --experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch --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 --show_generate_time_table
⠋ Disabling logging...
⠋ Setting run folder...
⠋ Creating folder /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/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: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0
⠋ 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...
Warning: The disk space is almost full. This may lead to error messages and you not being able to push jobs. If you want to see results anyway, check https://imageseg.scads.de/omniax/tutorials?tutorial=oo_share#run-locally-in-docker on how to install it locally (with docker). If you run on HPC, you may want to install this into a Research Cloud at the TU Dresden.
See https://imageseg.scads.de/omniax/share?user_id=defaultuser&experiment_name=__main__tests__BOTORCH_MODULAR___nogridsearch&run_nr=350 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=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 │
└─────────────┴─────────────┘
⠋ Write files and show overview
SOBOL, best RESULT: -121188.497326608, finishing jobs, finished 1 job     : 100%|██████████| 2/2 [00:42<00:00, 21.30s/it]
                                                                         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            ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -57               │ -86                   │ 9.591049189545844   │ hallo                │ -57       │ 9.591049189545844 │ -86           │ hallo        │ -121188.497326608 │
└───────────────────┴───────────────────────┴─────────────────────┴──────────────────────┴───────────┴───────────────────┴───────────────┴──────────────┴───────────────────┘
                                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 │   0.019 │    1 │        0.019 │
│         2 │   0.538 │    1 │        0.538 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.278 │      │              │
│    Median │   0.278 │      │              │
│     Total │   0.556 │      │              │
│       Max │   0.538 │      │              │
│       Min │   0.019 │      │              │
└───────────┴─────────┴──────┴──────────────┘
         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.176 │    1 │        0.176 │
│       2 │   0.098 │    1 │        0.098 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.137 │      │              │
│  Median │   0.137 │      │              │
│   Total │   0.274 │      │              │
│     Max │   0.176 │      │              │
│     Min │   0.098 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2025-10-18 08:40:32 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, Started OmniOpt2 run...
2025-10-18 08:40:32 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, getting new HP set (no sbatch)
2025-10-18 08:40:32 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, requested 1 jobs, got 1, 0.02 s/job
2025-10-18 08:40:32 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, eval #1/1 start                    
2025-10-18 08:40:32 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, starting new job                   
2025-10-18 08:40:32 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, started new job                    
2025-10-18 08:40:41 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, new result: -92123.4394205402      
2025-10-18 08:40:58 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -92123.4394205402, finishing jobs, finished 1 job
2025-10-18 08:40:58 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -92123.4394205402, getting new HP set (no sbatch)
2025-10-18 08:40:58 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -92123.4394205402, requested 1 jobs, got 1, 0.54 s/job
2025-10-18 08:40:58 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -92123.4394205402, eval #1/1 start                    
2025-10-18 08:40:58 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -92123.4394205402, starting new job                   
2025-10-18 08:40:58 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -92123.4394205402, started new job                    
2025-10-18 08:41:07 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -92123.4394205402, new result: -121188.497326608      
2025-10-18 08:41:14 (8ac7ac9d-24ee-43e2-9d65-3b48302c4320): SOBOL, best RESULT: -121188.497326608, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.176 │    1 │        0.176 │
│       2 │   0.098 │    1 │        0.098 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.137 │      │              │
│  Median │   0.137 │      │              │
│   Total │   0.274 │      │              │
│     Max │   0.176 │      │              │
│     Min │   0.098 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.019 │    1 │        0.019 │
│         2 │   0.538 │    1 │        0.538 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.278 │      │              │
│    Median │   0.278 │      │              │
│     Total │   0.556 │      │              │
│       Max │   0.538 │      │              │
│       Min │   0.019 │      │              │
└───────────┴─────────┴──────┴──────────────┘

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	__main__tests__BOTORCH_MODULAR___nogridsearch
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	/root
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

timestamp,ram_usage_mb,cpu_usage_percent
1760776832,807.5234375,8.7

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
OO_Info_int_param	-57	-33	-45	12	2
OO_Info_int_param_two	-86	-31	-58.5	27.5	2
OO_Info_float_param	-75.4702	9.591	-32.9396	42.5306	2
OO_Info_choice_param	No numerical statistics available
RESULT	-121188.4973	-92123.4394	-106655.9684	14532.529	2
int_param	-57	-33	-45	12	2
float_param	-75.4702	9.591	-32.9396	42.5306	2
int_param_two	-86	-31	-58.5	27.5	2
choice_param	No numerical statistics available

submitit INFO (2025-10-18 08:40:32,573) - Starting with JobEnvironment(job_id=566, hostname=d9e926875d15, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2025-10-18 08:40:32,573) - Loading pickle: /var/opt/omniopt/runs/__main__tests__BOTORCH_MODULAR___nogridsearch/0/single_runs/566/566_submitted.pkl
Trial-Index: 0

Parameters: {"int_param": -33, "float_param": -75.4701928794384, "int_param_two": -31, "choice_param": 4}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: ./.tests/optimization_example  --int_param='-33' --float_param='-75.47019287943840026855' --choice_param='4' --int_param_two='-31' --nr_results=1
pwd: /var/opt/omniopt
File: ./.tests/optimization_example
UID: 0
GID: 0
Status-Change-Time: 1760776761.8623202
Size: 5714 Bytes
Permissions: -rwxr-xr-x
Owner: root
Last access: 1760776357.4416769
Last modification: 1760776357.4416769
Hostname: d9e926875d15
========
DEBUG INFOS END

./.tests/optimization_example  --int_param='-33' --float_param='-75.47019287943840026855' --choice_param='4' --int_param_two='-31' --nr_results=1
stdout:
 OO-Info: int_param: -33
OO-Info: int_param_two: -31
OO-Info: float_param: -75.47019287943840026855
OO-Info: choice_param: 4
RESULT: -92123.4394205402

stderr was empty
Result: {'RESULT': -92123.4394205402}
Final-results: {'RESULT': -92123.4394205402}
EXIT_CODE: 0
submitit INFO (2025-10-18 08:40:40,103) - Job completed successfully
submitit INFO (2025-10-18 08:40:40,103) - Exiting after successful completion