Source code for optuna.visualization.optimization_history

from optuna.logging import get_logger
from optuna.structs import StudyDirection
from optuna.structs import TrialState
from optuna import type_checking
from optuna.visualization.utils import _check_plotly_availability
from optuna.visualization.utils import is_available

if type_checking.TYPE_CHECKING:
    from import Study  # NOQA

if is_available():
    from optuna.visualization.plotly_imports import go

logger = get_logger(__name__)

[docs]def plot_optimization_history(study): # type: (Study) -> go.Figure """Plot optimization history of all trials in a study. Example: The following code snippet shows how to plot optimization history. .. code:: import optuna def objective(trial): ... study = optuna.create_study() study.optimize(objective, n_trials=100) optuna.visualization.plot_optimization_history(study) Args: study: A :class:`` object whose trials are plotted for their objective values. Returns: A :class:`plotly.graph_objs.Figure` object. """ _check_plotly_availability() return _get_optimization_history_plot(study)
def _get_optimization_history_plot(study): # type: (Study) -> go.Figure layout = go.Layout( title='Optimization History Plot', xaxis={'title': '#Trials'}, yaxis={'title': 'Objective Value'}, ) trials = [t for t in study.trials if t.state == TrialState.COMPLETE] if len(trials) == 0: logger.warning('Study instance does not contain trials.') return go.Figure(data=[], layout=layout) best_values = [float('inf')] if study.direction == StudyDirection.MINIMIZE else [-float('inf')] comp = min if study.direction == StudyDirection.MINIMIZE else max for trial in trials: trial_value = trial.value assert trial_value is not None # For mypy best_values.append(comp(best_values[-1], trial_value)) best_values.pop(0) traces = [ go.Scatter(x=[t.number for t in trials], y=[t.value for t in trials], mode='markers', name='Objective Value'), go.Scatter(x=[t.number for t in trials], y=best_values, name='Best Value') ] figure = go.Figure(data=traces, layout=layout) return figure