Running a Multi Objective Optimization Directly in Python#
This notebook demonstrates how to:
Write a basic Wrapper in Python and launch a multi objective optimization from Python. If you wanted to launch it from command line, you would do a similar thing of defining the Wrapper, and then put in your configuration file the information about where the wrapper is, and use BOA’s CLI tools. See Running an Experiment from Command Line (Python Wrapper) for more information.
1import pathlib
2import shutil
3
4from IPython.display import Code
5
6import boa
7from boa.scripts.moo import Wrapper
[WARNING 08-09 18:59:32] 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]`.
Show code cell content
1# Remove old runs to have a clean slate for this example
2old_runs = pathlib.Path().resolve().glob("moo_run*")
3for path in old_runs:
4 shutil.rmtree(path, ignore_errors=True)
Loading the MOO Config File#
1config_path = pathlib.Path().resolve().parent.parent / "boa/scripts/moo.yaml"
Here we can see what the configuration file looks like
1Code(config_path)
# MultiObjective Optimization config
optimization_options:
objective_options:
objective_thresholds:
- branin >= -18.0
- currin >= -6.0
objectives:
- name: branin
lower_is_better: False
noise_sd: 0
- name: currin
lower_is_better: False
noise_sd: 0
experiment:
name: "moo_run"
trials: 50
parameters:
x0:
type: range
bounds: [0, 1]
value_type: float
x1:
type: range
bounds: [0, 1]
value_type: float
1config = boa.load_jsonlike(config_path)
The Wrapper#
We define our wrapper in wrapper.py and use a synthetic function that stands in for any black box model call
1Code(Wrapper.path())
from pathlib import Path
import torch
from boa.controller import Controller
from boa.metrics.synthetic_funcs import get_synth_func
from boa.utils import torch_device
from boa.wrappers.base_wrapper import BaseWrapper
tkwargs = {
"device": torch_device(),
}
Problem = get_synth_func("BraninCurrin")
problem = Problem(negate=True).to(**tkwargs)
class Wrapper(BaseWrapper):
def run_model(self, trial) -> None:
pass
def set_trial_status(self, trial) -> None:
trial.mark_completed()
def fetch_trial_data(self, trial, metric_properties, metric_name, *args, **kwargs):
evaluation = problem(torch.tensor([trial.arm.parameters["x0"], trial.arm.parameters["x1"]]))
a = float(evaluation[0])
b = float(evaluation[1])
return {"branin": a, "currin": b}
def main():
config_path = Path(__file__).resolve().parent / "moo.yaml"
wrapper = Wrapper(config_path=config_path)
controller = Controller(wrapper=wrapper)
controller.initialize_scheduler()
return controller.run()
if __name__ == "__main__":
main()
The Setup#
1controller = boa.Controller(config_path=config_path, wrapper=Wrapper)
2
3controller.initialize_scheduler()
[INFO 08-09 18:59:33] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='x0', parameter_type=FLOAT, range=[0.0, 1.0]), RangeParameter(name='x1', parameter_type=FLOAT, range=[0.0, 1.0])], parameter_constraints=[]).
[INFO 08-09 18:59:33] ax.modelbridge.dispatch_utils: Using Models.MOO since there are more ordered parameters than there are categories for the unordered categorical parameters.
[INFO 08-09 18:59:33] ax.modelbridge.dispatch_utils: Calculating the number of remaining initialization trials based on num_initialization_trials=None max_initialization_trials=None num_tunable_parameters=2 num_trials=None use_batch_trials=False
[INFO 08-09 18:59:33] ax.modelbridge.dispatch_utils: calculated num_initialization_trials=5
[INFO 08-09 18:59:33] ax.modelbridge.dispatch_utils: num_completed_initialization_trials=0 num_remaining_initialization_trials=5
[INFO 08-09 18:59:33] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 5 trials, MOO for subsequent trials]). Iterations after 5 will take longer to generate due to model-fitting.
[INFO 08-09 18:59:33] Scheduler: `Scheduler` requires experiment to have immutable search space and optimization config. Setting property immutable_search_space_and_opt_config to `True` on experiment.
(Scheduler(experiment=Experiment(moo_run), generation_strategy=GenerationStrategy(name='Sobol+MOO', steps=[Sobol for 5 trials, MOO for subsequent trials]), options=SchedulerOptions(max_pending_trials=10, trial_type=<TrialType.TRIAL: 0>, batch_size=None, total_trials=None, tolerated_trial_failure_rate=0.5, min_failed_trials_for_failure_rate_check=5, log_filepath=None, logging_level=20, ttl_seconds_for_trials=None, init_seconds_between_polls=1, min_seconds_before_poll=1.0, seconds_between_polls_backoff_factor=1.5, timeout_hours=None, run_trials_in_batches=False, debug_log_run_metadata=False, early_stopping_strategy=None, global_stopping_strategy=None, suppress_storage_errors_after_retries=False)),
<boa.scripts.moo.Wrapper at 0x7f294d36c3a0>)
Start our Experiment#
The Controller will save our scheduler to JSON after it completes the run so we can reload it at a later time for analysis or to resume our experiment
1scheduler = controller.run()
[INFO 2023-08-09 18:59:33,665 MainProcess] boa:
##############################################
BOA Experiment Run
Output Experiment Dir: /home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933
Start Time: 20230809T185933
Version: 0.8.8.dev0+gd6e453f.d20230809
##############################################
[INFO 08-09 18:59:33] Scheduler: Running trials [0]...
[INFO 08-09 18:59:34] Scheduler: Running trials [1]...
[INFO 08-09 18:59:35] Scheduler: Running trials [2]...
[INFO 08-09 18:59:36] Scheduler: Running trials [3]...
[INFO 08-09 18:59:37] Scheduler: Running trials [4]...
[INFO 08-09 18:59:38] Scheduler: Generated all trials that can be generated currently. Model requires more data to generate more trials.
[INFO 08-09 18:59:38] Scheduler: Retrieved COMPLETED trials: 0 - 4.
[INFO 08-09 18:59:38] Scheduler: Fetching data for trials: 0 - 4.
[ERROR 2023-08-09 18:59:38,789 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 18:59:38,802 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 18:59:38,824 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 18:59:38,905 MainProcess] boa: Trials so far: 5
Running trials:
Will Produce next trials from generation step: Sobol
Best trial so far: {}
[INFO 08-09 18:59:39] Scheduler: Running trials [5]...
[INFO 08-09 18:59:40] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:40] Scheduler: Running trials [6]...
[INFO 08-09 18:59:40] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:41] Scheduler: Running trials [7]...
[INFO 08-09 18:59:41] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:41] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 18:59:41] Scheduler: Retrieved COMPLETED trials: 5 - 7.
[INFO 08-09 18:59:41] Scheduler: Fetching data for trials: 5 - 7.
[ERROR 2023-08-09 18:59:41,817 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 18:59:41,832 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 18:59:41,852 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 18:59:41,920 MainProcess] boa: Trials so far: 8
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045}}
[INFO 08-09 18:59:41] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:42] Scheduler: Running trials [8]...
[INFO 08-09 18:59:42] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:43] Scheduler: Running trials [9]...
[INFO 08-09 18:59:44] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:45] Scheduler: Running trials [10]...
[INFO 08-09 18:59:46] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:46] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 18:59:46] Scheduler: Retrieved COMPLETED trials: 8 - 10.
[INFO 08-09 18:59:46] Scheduler: Fetching data for trials: 8 - 10.
[ERROR 2023-08-09 18:59:46,905 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 18:59:46,926 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 18:59:46,947 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 18:59:47,028 MainProcess] boa: Trials so far: 11
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045}}
[INFO 08-09 18:59:47] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:48] Scheduler: Running trials [11]...
[INFO 08-09 18:59:49] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:50] Scheduler: Running trials [12]...
[INFO 08-09 18:59:51] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:52] Scheduler: Running trials [13]...
[INFO 08-09 18:59:53] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:53] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 18:59:53] Scheduler: Retrieved COMPLETED trials: 11 - 13.
[INFO 08-09 18:59:53] Scheduler: Fetching data for trials: 11 - 13.
[ERROR 2023-08-09 18:59:53,464 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 18:59:53,490 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 18:59:53,512 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 18:59:53,628 MainProcess] boa: Trials so far: 14
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
13: {'branin': -3.6411819458007812, 'currin': -4.167500019073486}}
[INFO 08-09 18:59:53] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:54] Scheduler: Running trials [14]...
[INFO 08-09 18:59:55] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:56] Scheduler: Running trials [15]...
[INFO 08-09 18:59:58] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 18:59:59] Scheduler: Running trials [16]...
[INFO 08-09 19:00:00] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:00] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:00:00] Scheduler: Retrieved COMPLETED trials: 14 - 16.
[INFO 08-09 19:00:00] Scheduler: Fetching data for trials: 14 - 16.
[ERROR 2023-08-09 19:00:00,365 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:00:00,395 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:00:00,417 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:00:00,522 MainProcess] boa: Trials so far: 17
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
13: {'branin': -3.6411819458007812, 'currin': -4.167500019073486},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954}}
[INFO 08-09 19:00:00] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:01] Scheduler: Running trials [17]...
[INFO 08-09 19:00:02] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:04] Scheduler: Running trials [18]...
[INFO 08-09 19:00:05] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:06] Scheduler: Running trials [19]...
[INFO 08-09 19:00:07] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:07] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:00:07] Scheduler: Retrieved COMPLETED trials: 17 - 19.
[INFO 08-09 19:00:07] Scheduler: Fetching data for trials: 17 - 19.
[ERROR 2023-08-09 19:00:07,518 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:00:07,554 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:00:07,576 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:00:07,714 MainProcess] boa: Trials so far: 20
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
13: {'branin': -3.6411819458007812, 'currin': -4.167500019073486},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812}}
[INFO 08-09 19:00:07] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:08] Scheduler: Running trials [20]...
[INFO 08-09 19:00:09] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:11] Scheduler: Running trials [21]...
[INFO 08-09 19:00:12] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:13] Scheduler: Running trials [22]...
[INFO 08-09 19:00:14] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:14] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:00:14] Scheduler: Retrieved COMPLETED trials: 20 - 22.
[INFO 08-09 19:00:14] Scheduler: Fetching data for trials: 20 - 22.
[ERROR 2023-08-09 19:00:14,520 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:00:14,560 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:00:14,584 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:00:14,769 MainProcess] boa: Trials so far: 23
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625}}
[INFO 08-09 19:00:14] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:16] Scheduler: Running trials [23]...
[INFO 08-09 19:00:17] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:18] Scheduler: Running trials [24]...
[INFO 08-09 19:00:19] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:20] Scheduler: Running trials [25]...
[INFO 08-09 19:00:21] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:21] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:00:21] Scheduler: Retrieved COMPLETED trials: 23 - 25.
[INFO 08-09 19:00:21] Scheduler: Fetching data for trials: 23 - 25.
[ERROR 2023-08-09 19:00:21,768 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:00:21,813 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:00:21,836 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:00:22,009 MainProcess] boa: Trials so far: 26
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547}}
[INFO 08-09 19:00:22] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:23] Scheduler: Running trials [26]...
[INFO 08-09 19:00:24] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:26] Scheduler: Running trials [27]...
[INFO 08-09 19:00:27] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:28] Scheduler: Running trials [28]...
[INFO 08-09 19:00:28] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:28] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:00:28] Scheduler: Retrieved COMPLETED trials: 26 - 28.
[INFO 08-09 19:00:28] Scheduler: Fetching data for trials: 26 - 28.
[ERROR 2023-08-09 19:00:28,791 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:00:28,842 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:00:29,026 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:00:29,187 MainProcess] boa: Trials so far: 29
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781}}
[INFO 08-09 19:00:29] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:30] Scheduler: Running trials [29]...
[INFO 08-09 19:00:31] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:34] Scheduler: Running trials [30]...
[INFO 08-09 19:00:35] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:37] Scheduler: Running trials [31]...
[INFO 08-09 19:00:38] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:38] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:00:38] Scheduler: Retrieved COMPLETED trials: 29 - 31.
[INFO 08-09 19:00:38] Scheduler: Fetching data for trials: 29 - 31.
[ERROR 2023-08-09 19:00:38,421 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:00:38,477 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:00:38,503 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:00:38,672 MainProcess] boa: Trials so far: 32
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
29: {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
30: {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
31: {'branin': -16.510953903198242, 'currin': -1.3070967197418213}}
[INFO 08-09 19:00:38] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:40] Scheduler: Running trials [32]...
[INFO 08-09 19:00:41] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:43] Scheduler: Running trials [33]...
[INFO 08-09 19:00:44] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:46] Scheduler: Running trials [34]...
[INFO 08-09 19:00:47] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:47] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:00:47] Scheduler: Retrieved COMPLETED trials: 32 - 34.
[INFO 08-09 19:00:47] Scheduler: Fetching data for trials: 32 - 34.
[ERROR 2023-08-09 19:00:47,288 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:00:47,349 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:00:47,376 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:00:47,567 MainProcess] boa: Trials so far: 35
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
29: {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
30: {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
31: {'branin': -16.510953903198242, 'currin': -1.3070967197418213},
32: {'branin': -10.927223205566406, 'currin': -2.1065893173217773},
33: {'branin': -9.316916465759277, 'currin': -2.376455068588257},
34: {'branin': -6.522439479827881, 'currin': -2.9225077629089355}}
[INFO 08-09 19:00:47] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:49] Scheduler: Running trials [35]...
[INFO 08-09 19:00:50] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:52] Scheduler: Running trials [36]...
[INFO 08-09 19:00:53] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:55] Scheduler: Running trials [37]...
[INFO 08-09 19:00:56] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:56] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:00:56] Scheduler: Retrieved COMPLETED trials: 35 - 37.
[INFO 08-09 19:00:56] Scheduler: Fetching data for trials: 35 - 37.
[ERROR 2023-08-09 19:00:56,230 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:00:56,294 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:00:56,321 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:00:56,489 MainProcess] boa: Trials so far: 38
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
29: {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
30: {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
31: {'branin': -16.510953903198242, 'currin': -1.3070967197418213},
32: {'branin': -10.927223205566406, 'currin': -2.1065893173217773},
33: {'branin': -9.316916465759277, 'currin': -2.376455068588257},
34: {'branin': -6.522439479827881, 'currin': -2.9225077629089355},
35: {'branin': -5.298116683959961, 'currin': -3.2214713096618652},
36: {'branin': -2.1045546531677246, 'currin': -4.351060390472412}}
[INFO 08-09 19:00:56] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:00:58] Scheduler: Running trials [38]...
[INFO 08-09 19:00:59] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:01] Scheduler: Running trials [39]...
[INFO 08-09 19:01:02] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:03] Scheduler: Running trials [40]...
[INFO 08-09 19:01:04] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:04] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:01:04] Scheduler: Retrieved COMPLETED trials: 38 - 40.
[INFO 08-09 19:01:04] Scheduler: Fetching data for trials: 38 - 40.
[ERROR 2023-08-09 19:01:04,759 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:01:04,829 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:01:04,856 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:01:05,074 MainProcess] boa: Trials so far: 41
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
29: {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
30: {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
31: {'branin': -16.510953903198242, 'currin': -1.3070967197418213},
32: {'branin': -10.927223205566406, 'currin': -2.1065893173217773},
33: {'branin': -9.316916465759277, 'currin': -2.376455068588257},
34: {'branin': -6.522439479827881, 'currin': -2.9225077629089355},
35: {'branin': -5.298116683959961, 'currin': -3.2214713096618652},
36: {'branin': -2.1045546531677246, 'currin': -4.351060390472412},
38: {'branin': -2.8586301803588867, 'currin': -4.043128490447998},
39: {'branin': -0.6008186340332031, 'currin': -5.2616400718688965}}
[INFO 08-09 19:01:05] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:06] Scheduler: Running trials [41]...
[INFO 08-09 19:01:07] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:09] Scheduler: Running trials [42]...
[INFO 08-09 19:01:10] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:11] Scheduler: Running trials [43]...
[INFO 08-09 19:01:12] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:12] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:01:12] Scheduler: Retrieved COMPLETED trials: 41 - 43.
[INFO 08-09 19:01:12] Scheduler: Fetching data for trials: 41 - 43.
[ERROR 2023-08-09 19:01:12,727 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:01:12,801 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:01:12,828 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:01:13,021 MainProcess] boa: Trials so far: 44
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
29: {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
30: {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
31: {'branin': -16.510953903198242, 'currin': -1.3070967197418213},
32: {'branin': -10.927223205566406, 'currin': -2.1065893173217773},
33: {'branin': -9.316916465759277, 'currin': -2.376455068588257},
34: {'branin': -6.522439479827881, 'currin': -2.9225077629089355},
35: {'branin': -5.298116683959961, 'currin': -3.2214713096618652},
36: {'branin': -2.1045546531677246, 'currin': -4.351060390472412},
38: {'branin': -2.8586301803588867, 'currin': -4.043128490447998},
39: {'branin': -0.6008186340332031, 'currin': -5.2616400718688965},
41: {'branin': -7.871457576751709, 'currin': -2.6428561210632324},
42: {'branin': -3.6176652908325195, 'currin': -3.7639071941375732},
43: {'branin': -1.5360136032104492, 'currin': -4.618332386016846}}
[INFO 08-09 19:01:13] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:14] Scheduler: Running trials [44]...
[INFO 08-09 19:01:15] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:17] Scheduler: Running trials [45]...
[INFO 08-09 19:01:18] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:20] Scheduler: Running trials [46]...
[INFO 08-09 19:01:21] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:21] Scheduler: Generated all trials that can be generated currently. Max parallelism currently reached.
[INFO 08-09 19:01:21] Scheduler: Retrieved COMPLETED trials: 44 - 46.
[INFO 08-09 19:01:21] Scheduler: Fetching data for trials: 44 - 46.
[ERROR 2023-08-09 19:01:21,213 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:01:21,295 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:01:21,323 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:01:21,552 MainProcess] boa: Trials so far: 47
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
29: {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
30: {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
31: {'branin': -16.510953903198242, 'currin': -1.3070967197418213},
32: {'branin': -10.927223205566406, 'currin': -2.1065893173217773},
33: {'branin': -9.316916465759277, 'currin': -2.376455068588257},
34: {'branin': -6.522439479827881, 'currin': -2.9225077629089355},
35: {'branin': -5.298116683959961, 'currin': -3.2214713096618652},
36: {'branin': -2.1045546531677246, 'currin': -4.351060390472412},
38: {'branin': -2.8586301803588867, 'currin': -4.043128490447998},
39: {'branin': -0.6008186340332031, 'currin': -5.2616400718688965},
41: {'branin': -7.871457576751709, 'currin': -2.6428561210632324},
42: {'branin': -3.6176652908325195, 'currin': -3.7639071941375732},
43: {'branin': -1.5360136032104492, 'currin': -4.618332386016846},
44: {'branin': -0.40439414978027344, 'currin': -5.61297607421875},
45: {'branin': -4.3650641441345215, 'currin': -3.507798910140991},
46: {'branin': -1.0427875518798828, 'currin': -4.899118900299072}}
[INFO 08-09 19:01:21] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:23] Scheduler: Running trials [47]...
[INFO 08-09 19:01:23] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:24] Scheduler: Running trials [48]...
[INFO 08-09 19:01:25] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 08-09 19:01:26] Scheduler: Running trials [49]...
[INFO 08-09 19:01:27] Scheduler: Retrieved COMPLETED trials: 47 - 49.
[INFO 08-09 19:01:27] Scheduler: Fetching data for trials: 47 - 49.
[ERROR 2023-08-09 19:01:27,648 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:01:27,732 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:01:27,761 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 2023-08-09 19:01:27,966 MainProcess] boa: Trials so far: 50
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
29: {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
30: {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
31: {'branin': -16.510953903198242, 'currin': -1.3070967197418213},
32: {'branin': -10.927223205566406, 'currin': -2.1065893173217773},
33: {'branin': -9.316916465759277, 'currin': -2.376455068588257},
34: {'branin': -6.522439479827881, 'currin': -2.9225077629089355},
35: {'branin': -5.298116683959961, 'currin': -3.2214713096618652},
36: {'branin': -2.1045546531677246, 'currin': -4.351060390472412},
38: {'branin': -2.8586301803588867, 'currin': -4.043128490447998},
39: {'branin': -0.6008186340332031, 'currin': -5.2616400718688965},
41: {'branin': -7.871457576751709, 'currin': -2.6428561210632324},
42: {'branin': -3.6176652908325195, 'currin': -3.7639071941375732},
43: {'branin': -1.5360136032104492, 'currin': -4.618332386016846},
44: {'branin': -0.40439414978027344, 'currin': -5.61297607421875},
45: {'branin': -4.3650641441345215, 'currin': -3.507798910140991},
46: {'branin': -1.0427875518798828, 'currin': -4.899118900299072},
47: {'branin': -6.203330039978027, 'currin': -2.995047092437744},
48: {'branin': -5.59043025970459, 'currin': -3.14430570602417},
49: {'branin': -2.6651358604431152, 'currin': -4.118593692779541}}
[ERROR 2023-08-09 19:01:27,968 MainProcess] boa: Object <boa.scripts.moo.Wrapper object at 0x7f294d36c3a0> passed to `object_to_json` (of type <class 'boa.scripts.moo.Wrapper'>, module: boa.scripts.moo) is not registered with a corresponding encoder in ENCODER_REGISTRY.
[INFO 2023-08-09 19:01:28,052 MainProcess] boa: Saved JSON-serialized state of optimization to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/scheduler.json`.
Boa version: 0.8.8.dev0+gd6e453f.d20230809
[INFO 2023-08-09 19:01:28,081 MainProcess] boa: Saved optimization parametrization and objective to `/home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933/optimization.csv`.
[INFO 08-09 19:01:28] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
[INFO 2023-08-09 19:01:28,118 MainProcess] boa: Trials so far: 50
Running trials:
Will Produce next trials from generation step: MOO
Best trial so far: {7: {'branin': -17.508296966552734, 'currin': -1.180408000946045},
11: {'branin': -4.745694637298584, 'currin': -3.382941722869873},
12: {'branin': -10.067112922668457, 'currin': -2.247755289077759},
14: {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
15: {'branin': -7.180412769317627, 'currin': -2.781391143798828},
16: {'branin': -11.806434631347656, 'currin': -1.968353509902954},
17: {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
18: {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
20: {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
21: {'branin': -5.891499996185303, 'currin': -3.069143056869507},
22: {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
23: {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
25: {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
26: {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
27: {'branin': -1.279770851135254, 'currin': -4.7588210105896},
28: {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
29: {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
30: {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
31: {'branin': -16.510953903198242, 'currin': -1.3070967197418213},
32: {'branin': -10.927223205566406, 'currin': -2.1065893173217773},
33: {'branin': -9.316916465759277, 'currin': -2.376455068588257},
34: {'branin': -6.522439479827881, 'currin': -2.9225077629089355},
35: {'branin': -5.298116683959961, 'currin': -3.2214713096618652},
36: {'branin': -2.1045546531677246, 'currin': -4.351060390472412},
38: {'branin': -2.8586301803588867, 'currin': -4.043128490447998},
39: {'branin': -0.6008186340332031, 'currin': -5.2616400718688965},
41: {'branin': -7.871457576751709, 'currin': -2.6428561210632324},
42: {'branin': -3.6176652908325195, 'currin': -3.7639071941375732},
43: {'branin': -1.5360136032104492, 'currin': -4.618332386016846},
44: {'branin': -0.40439414978027344, 'currin': -5.61297607421875},
45: {'branin': -4.3650641441345215, 'currin': -3.507798910140991},
46: {'branin': -1.0427875518798828, 'currin': -4.899118900299072},
47: {'branin': -6.203330039978027, 'currin': -2.995047092437744},
48: {'branin': -5.59043025970459, 'currin': -3.14430570602417},
49: {'branin': -2.6651358604431152, 'currin': -4.118593692779541}}
[INFO 2023-08-09 19:01:28,151 MainProcess] boa:
##############################################
Trials Completed!
BOA Experiment Run
Output Experiment Dir: /home/docs/checkouts/readthedocs.org/user_builds/pyboa/checkouts/0.8.7/docs/examples/moo_run_20230809T185933
Start Time: 20230809T185933
Version: 0.8.8.dev0+gd6e453f.d20230809
End Time: 20230809T190128
Total Run Time: 114.45357728004456
trial_index arm_name trial_status generation_method branin \
0 0 0_0 COMPLETED Sobol -28.989222
1 1 1_0 COMPLETED Sobol -35.192238
2 2 2_0 COMPLETED Sobol -60.681313
3 3 3_0 COMPLETED Sobol -94.234596
4 4 4_0 COMPLETED Sobol -194.851837
5 5 5_0 COMPLETED MOO -308.129059
6 6 6_0 COMPLETED MOO -10.960894
7 7 7_0 COMPLETED MOO -17.508297
8 8 8_0 COMPLETED MOO -42.091705
9 9 9_0 COMPLETED MOO -72.214096
10 10 10_0 COMPLETED MOO -26.984507
11 11 11_0 COMPLETED MOO -4.745695
12 12 12_0 COMPLETED MOO -10.067113
13 13 13_0 COMPLETED MOO -3.641182
14 14 14_0 COMPLETED MOO -13.624521
15 15 15_0 COMPLETED MOO -7.180413
16 16 16_0 COMPLETED MOO -11.806435
17 17 17_0 COMPLETED MOO -1.808062
18 18 18_0 COMPLETED MOO -8.583932
19 19 19_0 COMPLETED MOO -58.506554
20 20 20_0 COMPLETED MOO -3.253641
21 21 21_0 COMPLETED MOO -5.891500
22 22 22_0 COMPLETED MOO -0.870420
23 23 23_0 COMPLETED MOO -15.530866
24 24 24_0 COMPLETED MOO -145.872208
25 25 25_0 COMPLETED MOO -2.476798
26 26 26_0 COMPLETED MOO -3.989310
27 27 27_0 COMPLETED MOO -1.279771
28 28 28_0 COMPLETED MOO -0.537457
29 29 29_0 COMPLETED MOO -14.569209
30 30 30_0 COMPLETED MOO -12.705889
31 31 31_0 COMPLETED MOO -16.510954
32 32 32_0 COMPLETED MOO -10.927223
33 33 33_0 COMPLETED MOO -9.316916
34 34 34_0 COMPLETED MOO -6.522439
35 35 35_0 COMPLETED MOO -5.298117
36 36 36_0 COMPLETED MOO -2.104555
37 37 37_0 COMPLETED MOO -35.575047
38 38 38_0 COMPLETED MOO -2.858630
39 39 39_0 COMPLETED MOO -0.600819
40 40 40_0 COMPLETED MOO -32.135201
41 41 41_0 COMPLETED MOO -7.871458
42 42 42_0 COMPLETED MOO -3.617665
43 43 43_0 COMPLETED MOO -1.536014
44 44 44_0 COMPLETED MOO -0.404394
45 45 45_0 COMPLETED MOO -4.365064
46 46 46_0 COMPLETED MOO -1.042788
47 47 47_0 COMPLETED MOO -6.203330
48 48 48_0 COMPLETED MOO -5.590430
49 49 49_0 COMPLETED MOO -2.665136
currin is_feasible x0 x1
0 -7.292576 False 0.441160 0.544831
1 -7.210213 False 0.608383 0.477067
2 -5.603604 False 0.279026 0.934830
3 -5.528978 False 0.635224 0.714342
4 -4.337658 False 0.704171 0.964813
5 -3.000000 False 0.000000 0.000000
6 -10.179487 False 1.000000 0.000000
7 -1.180408 True 0.000000 1.000000
8 -1.413868 False 0.000000 0.784543
9 -1.640656 False 0.000000 0.631624
10 -1.285073 False 0.000000 0.894068
11 -3.382942 True 0.058224 1.000000
12 -2.247755 True 0.026530 1.000000
13 -4.167500 True 0.085927 1.000000
14 -1.698781 True 0.012718 1.000000
15 -2.781391 True 0.040692 1.000000
16 -1.968354 True 0.019433 1.000000
17 -4.510494 True 0.090569 0.932912
18 -2.508125 True 0.033320 1.000000
19 -13.164115 False 0.323142 0.000000
20 -3.895394 True 0.071686 0.965250
21 -3.069143 True 0.048813 1.000000
22 -5.050674 True 0.106507 0.886335
23 -1.435694 True 0.006245 1.000000
24 -4.005316 False 1.000000 1.000000
25 -4.195019 True 0.080358 0.948049
26 -3.634660 True 0.064955 0.985218
27 -4.758821 True 0.096643 0.905352
28 -5.420479 True 0.118305 0.853514
29 -1.566143 True 0.009447 1.000000
30 -1.832462 True 0.016035 1.000000
31 -1.307097 True 0.003097 1.000000
32 -2.106589 True 0.022923 1.000000
33 -2.376455 True 0.029861 1.000000
34 -2.922508 True 0.044622 1.000000
35 -3.221471 True 0.053298 1.000000
36 -4.351060 True 0.084383 0.933835
37 -5.837549 False 1.000000 0.586817
38 -4.043128 True 0.075894 0.956721
39 -5.261640 True 0.110302 0.855604
40 -7.491528 False 0.842554 0.390764
41 -2.642856 True 0.036919 1.000000
42 -3.763907 True 0.068397 0.976585
43 -4.618332 True 0.091995 0.913264
44 -5.612976 True 0.121878 0.826253
45 -3.507799 True 0.061631 0.993753
46 -4.899119 True 0.100107 0.889953
47 -2.995047 True 0.046681 1.000000
48 -3.144306 True 0.051008 1.000000
49 -4.118594 True 0.078003 0.951642
##############################################
Get the Best Trial#
best_fitted_trials uses the data to do a fitting from all trials and with the noise levels you provided (or if no noise levels was provided, it assumed an unknown level of noise and inferred the noise level from the trial runs)
1trial = scheduler.best_fitted_trials()
2trial
[INFO 08-09 19:01:28] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
{7: {'params': {'x0': 0.0, 'x1': 1.0},
'means': {'branin': -17.505834512529077, 'currin': -1.1801211273849628},
'cov_matrix': {'branin': {'branin': 0.0003150450615375449, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 2.9796388557598316e-06}}},
11: {'params': {'x0': 0.05822414258120452, 'x1': 1.0},
'means': {'branin': -4.74574832119891, 'currin': -3.383152884969995},
'cov_matrix': {'branin': {'branin': 0.0002275630859715038, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.395872412036318e-06}}},
12: {'params': {'x0': 0.02652971967743398, 'x1': 1.0},
'means': {'branin': -10.066909199657495, 'currin': -2.2477015354127317},
'cov_matrix': {'branin': {'branin': 0.0001105736588682587, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.208694268620901e-07}}},
14: {'params': {'x0': 0.01271819029103163, 'x1': 1.0},
'means': {'branin': -13.624784566418306, 'currin': -1.6988984697698584},
'cov_matrix': {'branin': {'branin': 0.00011263394747710192, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.0165283612412204e-06}}},
15: {'params': {'x0': 0.04069187188400342, 'x1': 1.0},
'means': {'branin': -7.180421133747167, 'currin': -2.7813472487871995},
'cov_matrix': {'branin': {'branin': 0.00010820085727370596, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 8.69808943695875e-07}}},
16: {'params': {'x0': 0.0194330335104261, 'x1': 1.0},
'means': {'branin': -11.80593218417307, 'currin': -1.9683398208307161},
'cov_matrix': {'branin': {'branin': 0.00011039640117169742, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.28224380928477e-07}}},
17: {'params': {'x0': 0.09056946372334733, 'x1': 0.9329120772814209},
'means': {'branin': -1.8079551299449772, 'currin': -4.510809972966268},
'cov_matrix': {'branin': {'branin': 0.00035307657008311127, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.9196483026075283e-06}}},
18: {'params': {'x0': 0.033319703464788124, 'x1': 1.0},
'means': {'branin': -8.583961698748096, 'currin': -2.508085126960429},
'cov_matrix': {'branin': {'branin': 0.00011225116389528797, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.294560931215646e-07}}},
20: {'params': {'x0': 0.07168574900750513, 'x1': 0.9652497101585309},
'means': {'branin': -3.2542837954804806, 'currin': -3.8952477661635534},
'cov_matrix': {'branin': {'branin': 0.00017829016900948534, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.1910137119073798e-06}}},
21: {'params': {'x0': 0.04881261414192447, 'x1': 1.0},
'means': {'branin': -5.891585295620441, 'currin': -3.0691033798799356},
'cov_matrix': {'branin': {'branin': 8.828081728572529e-05, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 7.60350184985468e-07}}},
22: {'params': {'x0': 0.10650693335751665, 'x1': 0.886335481310917},
'means': {'branin': -0.8709316972844121, 'currin': -5.050878161924928},
'cov_matrix': {'branin': {'branin': 0.0003436219945755106, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 2.319833358039045e-06}}},
23: {'params': {'x0': 0.006244686263334478, 'x1': 1.0},
'means': {'branin': -15.532453424923032, 'currin': -1.4358681143246095},
'cov_matrix': {'branin': {'branin': 0.00012284992917839337, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.0225302369378158e-06}}},
25: {'params': {'x0': 0.08035800103474322, 'x1': 0.9480494891863682},
'means': {'branin': -2.476093225203755, 'currin': -4.195155841453511},
'cov_matrix': {'branin': {'branin': 0.00014948308642437176, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.0078772162430566e-06}}},
26: {'params': {'x0': 0.06495538121825399, 'x1': 0.9852176970851503},
'means': {'branin': -3.988977409635517, 'currin': -3.6346757212869965},
'cov_matrix': {'branin': {'branin': 0.00017558541783320596, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.093202505950186e-06}}},
27: {'params': {'x0': 0.09664313790084653, 'x1': 0.9053516387187329},
'means': {'branin': -1.2788158631052475, 'currin': -4.758877663037239},
'cov_matrix': {'branin': {'branin': 0.00020298606051408425, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.269081965040518e-06}}},
28: {'params': {'x0': 0.11830532385171338, 'x1': 0.8535142662281873},
'means': {'branin': -0.5366070523305879, 'currin': -5.421362307221791},
'cov_matrix': {'branin': {'branin': 0.0004029693221782592, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 3.519814498566761e-06}}},
29: {'params': {'x0': 0.00944728038928123, 'x1': 1.0},
'means': {'branin': -14.570278783886138, 'currin': -1.5663200494962823},
'cov_matrix': {'branin': {'branin': 0.000120887470140975, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.032240814806263e-06}}},
30: {'params': {'x0': 0.016034967890989914, 'x1': 1.0},
'means': {'branin': -12.705578196933553, 'currin': -1.8325063652898566},
'cov_matrix': {'branin': {'branin': 0.0001092627990464424, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.6594452946689e-07}}},
31: {'params': {'x0': 0.003096738452682272, 'x1': 1.0},
'means': {'branin': -16.511807374024354, 'currin': -1.30714109602489},
'cov_matrix': {'branin': {'branin': 0.00013163144044868566, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.3182450509486315e-06}}},
32: {'params': {'x0': 0.02292333454010122, 'x1': 1.0},
'means': {'branin': -10.926817142065472, 'currin': -2.1065431553504377},
'cov_matrix': {'branin': {'branin': 0.00011132784730693532, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.172388307394084e-07}}},
33: {'params': {'x0': 0.029861270497109176, 'x1': 1.0},
'means': {'branin': -9.316866378221027, 'currin': -2.3764070911338906},
'cov_matrix': {'branin': {'branin': 0.00011039332778800953, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.269698084283152e-07}}},
34: {'params': {'x0': 0.04462216205989457, 'x1': 1.0},
'means': {'branin': -6.5224503332009665, 'currin': -2.92245616168689},
'cov_matrix': {'branin': {'branin': 9.467339575244581e-05, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 7.99710383631828e-07}}},
35: {'params': {'x0': 0.05329818024244168, 'x1': 1.0},
'means': {'branin': -5.298301444433902, 'currin': -3.2215018609150303},
'cov_matrix': {'branin': {'branin': 0.00010560795772257417, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 8.607369485089472e-07}}},
36: {'params': {'x0': 0.0843828817394624, 'x1': 0.9338347564288549},
'means': {'branin': -2.1049518799402716, 'currin': -4.350984770286717},
'cov_matrix': {'branin': {'branin': 0.00024850583352040156, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.2751331451035046e-06}}},
38: {'params': {'x0': 0.07589400561612691, 'x1': 0.9567207118392003},
'means': {'branin': -2.8587378071044274, 'currin': -4.043128253754904},
'cov_matrix': {'branin': {'branin': 0.00013178172766612796, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.902646662907832e-07}}},
39: {'params': {'x0': 0.11030203126068233, 'x1': 0.8556041949974715},
'means': {'branin': -0.6006477826269396, 'currin': -5.26088075078132},
'cov_matrix': {'branin': {'branin': 0.0004048984040500271, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 3.4028475402649535e-06}}},
41: {'params': {'x0': 0.03691865220764037, 'x1': 1.0},
'means': {'branin': -7.871489787551603, 'currin': -2.6428184736008156},
'cov_matrix': {'branin': {'branin': 0.00011367601618580517, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.156733111574406e-07}}},
42: {'params': {'x0': 0.06839665039677736, 'x1': 0.9765853938504023},
'means': {'branin': -3.6174960320509957, 'currin': -3.7639080207785467},
'cov_matrix': {'branin': {'branin': 0.00017102910218384616, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.125404001082088e-06}}},
43: {'params': {'x0': 0.09199522685897912, 'x1': 0.9132640195452175},
'means': {'branin': -1.53660916152368, 'currin': -4.618224252660215},
'cov_matrix': {'branin': {'branin': 0.00023755246532422572, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.4119199320352307e-06}}},
44: {'params': {'x0': 0.12187774810347876, 'x1': 0.8262532577464271},
'means': {'branin': -0.4051414687735537, 'currin': -5.61268682655713},
'cov_matrix': {'branin': {'branin': 0.00042096208878856785, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 4.202969874365567e-06}}},
45: {'params': {'x0': 0.06163103172767276, 'x1': 0.9937533097279961},
'means': {'branin': -4.364572611650637, 'currin': -3.507918446325588},
'cov_matrix': {'branin': {'branin': 0.00015353785769502045, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.1118858572083878e-06}}},
46: {'params': {'x0': 0.1001071532973822, 'x1': 0.8899534663288654},
'means': {'branin': -1.0430874556581173, 'currin': -4.898978809686378},
'cov_matrix': {'branin': {'branin': 0.00026898721174184757, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 1.6215432204847958e-06}}},
47: {'params': {'x0': 0.04668062599482302, 'x1': 1.0},
'means': {'branin': -6.203371153592309, 'currin': -2.9949965968207826},
'cov_matrix': {'branin': {'branin': 8.927306715028872e-05, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 7.707938232840011e-07}}},
48: {'params': {'x0': 0.05100780289675336, 'x1': 1.0},
'means': {'branin': -5.590572670262841, 'currin': -3.144290445841845},
'cov_matrix': {'branin': {'branin': 9.298109683629115e-05, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 7.826956455218376e-07}}},
49: {'params': {'x0': 0.07800293968645686, 'x1': 0.9516419266543672},
'means': {'branin': -2.6651829098343125, 'currin': -4.118612181628746},
'cov_matrix': {'branin': {'branin': 0.0001268744619297993, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 9.864536358545445e-07}}}}
if you need the exact points of the best trial, maybe because you need the trial number of the best trial to plot results, or for any other reason, best_raw_trails does not do any fitting
1trial = scheduler.best_raw_trials()
2trial
[INFO 08-09 19:01:28] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.
{7: {'params': {'x0': 0.0, 'x1': 1.0},
'means': {'branin': -17.508296966552734, 'currin': -1.180408000946045},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
11: {'params': {'x0': 0.05822414258120452, 'x1': 1.0},
'means': {'branin': -4.745694637298584, 'currin': -3.382941722869873},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
12: {'params': {'x0': 0.02652971967743398, 'x1': 1.0},
'means': {'branin': -10.067112922668457, 'currin': -2.247755289077759},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
14: {'params': {'x0': 0.01271819029103163, 'x1': 1.0},
'means': {'branin': -13.624521255493164, 'currin': -1.6987805366516113},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
15: {'params': {'x0': 0.04069187188400342, 'x1': 1.0},
'means': {'branin': -7.180412769317627, 'currin': -2.781391143798828},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
16: {'params': {'x0': 0.0194330335104261, 'x1': 1.0},
'means': {'branin': -11.806434631347656, 'currin': -1.968353509902954},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
17: {'params': {'x0': 0.09056946372334733, 'x1': 0.9329120772814209},
'means': {'branin': -1.8080615997314453, 'currin': -4.510494232177734},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
18: {'params': {'x0': 0.033319703464788124, 'x1': 1.0},
'means': {'branin': -8.583931922912598, 'currin': -2.5081253051757812},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
20: {'params': {'x0': 0.07168574900750513, 'x1': 0.9652497101585309},
'means': {'branin': -3.253640651702881, 'currin': -3.8953936100006104},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
21: {'params': {'x0': 0.04881261414192447, 'x1': 1.0},
'means': {'branin': -5.891499996185303, 'currin': -3.069143056869507},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
22: {'params': {'x0': 0.10650693335751665, 'x1': 0.886335481310917},
'means': {'branin': -0.8704195022583008, 'currin': -5.0506744384765625},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
23: {'params': {'x0': 0.006244686263334478, 'x1': 1.0},
'means': {'branin': -15.530865669250488, 'currin': -1.4356940984725952},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
25: {'params': {'x0': 0.08035800103474322, 'x1': 0.9480494891863682},
'means': {'branin': -2.4767980575561523, 'currin': -4.195018768310547},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
26: {'params': {'x0': 0.06495538121825399, 'x1': 0.9852176970851503},
'means': {'branin': -3.9893102645874023, 'currin': -3.634659767150879},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
27: {'params': {'x0': 0.09664313790084653, 'x1': 0.9053516387187329},
'means': {'branin': -1.279770851135254, 'currin': -4.7588210105896},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
28: {'params': {'x0': 0.11830532385171338, 'x1': 0.8535142662281873},
'means': {'branin': -0.5374574661254883, 'currin': -5.420478820800781},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
29: {'params': {'x0': 0.00944728038928123, 'x1': 1.0},
'means': {'branin': -14.569209098815918, 'currin': -1.5661427974700928},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
30: {'params': {'x0': 0.016034967890989914, 'x1': 1.0},
'means': {'branin': -12.705888748168945, 'currin': -1.8324615955352783},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
31: {'params': {'x0': 0.003096738452682272, 'x1': 1.0},
'means': {'branin': -16.510953903198242, 'currin': -1.3070967197418213},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
32: {'params': {'x0': 0.02292333454010122, 'x1': 1.0},
'means': {'branin': -10.927223205566406, 'currin': -2.1065893173217773},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
33: {'params': {'x0': 0.029861270497109176, 'x1': 1.0},
'means': {'branin': -9.316916465759277, 'currin': -2.376455068588257},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
34: {'params': {'x0': 0.04462216205989457, 'x1': 1.0},
'means': {'branin': -6.522439479827881, 'currin': -2.9225077629089355},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
35: {'params': {'x0': 0.05329818024244168, 'x1': 1.0},
'means': {'branin': -5.298116683959961, 'currin': -3.2214713096618652},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
36: {'params': {'x0': 0.0843828817394624, 'x1': 0.9338347564288549},
'means': {'branin': -2.1045546531677246, 'currin': -4.351060390472412},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
38: {'params': {'x0': 0.07589400561612691, 'x1': 0.9567207118392003},
'means': {'branin': -2.8586301803588867, 'currin': -4.043128490447998},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
39: {'params': {'x0': 0.11030203126068233, 'x1': 0.8556041949974715},
'means': {'branin': -0.6008186340332031, 'currin': -5.2616400718688965},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
41: {'params': {'x0': 0.03691865220764037, 'x1': 1.0},
'means': {'branin': -7.871457576751709, 'currin': -2.6428561210632324},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
42: {'params': {'x0': 0.06839665039677736, 'x1': 0.9765853938504023},
'means': {'branin': -3.6176652908325195, 'currin': -3.7639071941375732},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
43: {'params': {'x0': 0.09199522685897912, 'x1': 0.9132640195452175},
'means': {'branin': -1.5360136032104492, 'currin': -4.618332386016846},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
44: {'params': {'x0': 0.12187774810347876, 'x1': 0.8262532577464271},
'means': {'branin': -0.40439414978027344, 'currin': -5.61297607421875},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
45: {'params': {'x0': 0.06163103172767276, 'x1': 0.9937533097279961},
'means': {'branin': -4.3650641441345215, 'currin': -3.507798910140991},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
46: {'params': {'x0': 0.1001071532973822, 'x1': 0.8899534663288654},
'means': {'branin': -1.0427875518798828, 'currin': -4.899118900299072},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
47: {'params': {'x0': 0.04668062599482302, 'x1': 1.0},
'means': {'branin': -6.203330039978027, 'currin': -2.995047092437744},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
48: {'params': {'x0': 0.05100780289675336, 'x1': 1.0},
'means': {'branin': -5.59043025970459, 'currin': -3.14430570602417},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}},
49: {'params': {'x0': 0.07800293968645686, 'x1': 0.9516419266543672},
'means': {'branin': -2.6651358604431152, 'currin': -4.118593692779541},
'cov_matrix': {'branin': {'branin': 0.0, 'currin': 0.0},
'currin': {'branin': 0.0, 'currin': 0.0}}}}
Output All Trials#
1boa.scheduler_to_df(scheduler)
| trial_index | arm_name | trial_status | generation_method | branin | currin | is_feasible | x0 | x1 | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0_0 | COMPLETED | Sobol | -28.989222 | -7.292576 | False | 0.441160 | 0.544831 |
| 1 | 1 | 1_0 | COMPLETED | Sobol | -35.192238 | -7.210213 | False | 0.608383 | 0.477067 |
| 2 | 2 | 2_0 | COMPLETED | Sobol | -60.681313 | -5.603604 | False | 0.279026 | 0.934830 |
| 3 | 3 | 3_0 | COMPLETED | Sobol | -94.234596 | -5.528978 | False | 0.635224 | 0.714342 |
| 4 | 4 | 4_0 | COMPLETED | Sobol | -194.851837 | -4.337658 | False | 0.704171 | 0.964813 |
| 5 | 5 | 5_0 | COMPLETED | MOO | -308.129059 | -3.000000 | False | 0.000000 | 0.000000 |
| 6 | 6 | 6_0 | COMPLETED | MOO | -10.960894 | -10.179487 | False | 1.000000 | 0.000000 |
| 7 | 7 | 7_0 | COMPLETED | MOO | -17.508297 | -1.180408 | True | 0.000000 | 1.000000 |
| 8 | 8 | 8_0 | COMPLETED | MOO | -42.091705 | -1.413868 | False | 0.000000 | 0.784543 |
| 9 | 9 | 9_0 | COMPLETED | MOO | -72.214096 | -1.640656 | False | 0.000000 | 0.631624 |
| 10 | 10 | 10_0 | COMPLETED | MOO | -26.984507 | -1.285073 | False | 0.000000 | 0.894068 |
| 11 | 11 | 11_0 | COMPLETED | MOO | -4.745695 | -3.382942 | True | 0.058224 | 1.000000 |
| 12 | 12 | 12_0 | COMPLETED | MOO | -10.067113 | -2.247755 | True | 0.026530 | 1.000000 |
| 13 | 13 | 13_0 | COMPLETED | MOO | -3.641182 | -4.167500 | True | 0.085927 | 1.000000 |
| 14 | 14 | 14_0 | COMPLETED | MOO | -13.624521 | -1.698781 | True | 0.012718 | 1.000000 |
| 15 | 15 | 15_0 | COMPLETED | MOO | -7.180413 | -2.781391 | True | 0.040692 | 1.000000 |
| 16 | 16 | 16_0 | COMPLETED | MOO | -11.806435 | -1.968354 | True | 0.019433 | 1.000000 |
| 17 | 17 | 17_0 | COMPLETED | MOO | -1.808062 | -4.510494 | True | 0.090569 | 0.932912 |
| 18 | 18 | 18_0 | COMPLETED | MOO | -8.583932 | -2.508125 | True | 0.033320 | 1.000000 |
| 19 | 19 | 19_0 | COMPLETED | MOO | -58.506554 | -13.164115 | False | 0.323142 | 0.000000 |
| 20 | 20 | 20_0 | COMPLETED | MOO | -3.253641 | -3.895394 | True | 0.071686 | 0.965250 |
| 21 | 21 | 21_0 | COMPLETED | MOO | -5.891500 | -3.069143 | True | 0.048813 | 1.000000 |
| 22 | 22 | 22_0 | COMPLETED | MOO | -0.870420 | -5.050674 | True | 0.106507 | 0.886335 |
| 23 | 23 | 23_0 | COMPLETED | MOO | -15.530866 | -1.435694 | True | 0.006245 | 1.000000 |
| 24 | 24 | 24_0 | COMPLETED | MOO | -145.872208 | -4.005316 | False | 1.000000 | 1.000000 |
| 25 | 25 | 25_0 | COMPLETED | MOO | -2.476798 | -4.195019 | True | 0.080358 | 0.948049 |
| 26 | 26 | 26_0 | COMPLETED | MOO | -3.989310 | -3.634660 | True | 0.064955 | 0.985218 |
| 27 | 27 | 27_0 | COMPLETED | MOO | -1.279771 | -4.758821 | True | 0.096643 | 0.905352 |
| 28 | 28 | 28_0 | COMPLETED | MOO | -0.537457 | -5.420479 | True | 0.118305 | 0.853514 |
| 29 | 29 | 29_0 | COMPLETED | MOO | -14.569209 | -1.566143 | True | 0.009447 | 1.000000 |
| 30 | 30 | 30_0 | COMPLETED | MOO | -12.705889 | -1.832462 | True | 0.016035 | 1.000000 |
| 31 | 31 | 31_0 | COMPLETED | MOO | -16.510954 | -1.307097 | True | 0.003097 | 1.000000 |
| 32 | 32 | 32_0 | COMPLETED | MOO | -10.927223 | -2.106589 | True | 0.022923 | 1.000000 |
| 33 | 33 | 33_0 | COMPLETED | MOO | -9.316916 | -2.376455 | True | 0.029861 | 1.000000 |
| 34 | 34 | 34_0 | COMPLETED | MOO | -6.522439 | -2.922508 | True | 0.044622 | 1.000000 |
| 35 | 35 | 35_0 | COMPLETED | MOO | -5.298117 | -3.221471 | True | 0.053298 | 1.000000 |
| 36 | 36 | 36_0 | COMPLETED | MOO | -2.104555 | -4.351060 | True | 0.084383 | 0.933835 |
| 37 | 37 | 37_0 | COMPLETED | MOO | -35.575047 | -5.837549 | False | 1.000000 | 0.586817 |
| 38 | 38 | 38_0 | COMPLETED | MOO | -2.858630 | -4.043128 | True | 0.075894 | 0.956721 |
| 39 | 39 | 39_0 | COMPLETED | MOO | -0.600819 | -5.261640 | True | 0.110302 | 0.855604 |
| 40 | 40 | 40_0 | COMPLETED | MOO | -32.135201 | -7.491528 | False | 0.842554 | 0.390764 |
| 41 | 41 | 41_0 | COMPLETED | MOO | -7.871458 | -2.642856 | True | 0.036919 | 1.000000 |
| 42 | 42 | 42_0 | COMPLETED | MOO | -3.617665 | -3.763907 | True | 0.068397 | 0.976585 |
| 43 | 43 | 43_0 | COMPLETED | MOO | -1.536014 | -4.618332 | True | 0.091995 | 0.913264 |
| 44 | 44 | 44_0 | COMPLETED | MOO | -0.404394 | -5.612976 | True | 0.121878 | 0.826253 |
| 45 | 45 | 45_0 | COMPLETED | MOO | -4.365064 | -3.507799 | True | 0.061631 | 0.993753 |
| 46 | 46 | 46_0 | COMPLETED | MOO | -1.042788 | -4.899119 | True | 0.100107 | 0.889953 |
| 47 | 47 | 47_0 | COMPLETED | MOO | -6.203330 | -2.995047 | True | 0.046681 | 1.000000 |
| 48 | 48 | 48_0 | COMPLETED | MOO | -5.590430 | -3.144306 | True | 0.051008 | 1.000000 |
| 49 | 49 | 49_0 | COMPLETED | MOO | -2.665136 | -4.118594 | True | 0.078003 | 0.951642 |