def on_get_lpi(self, req: Request, resp: Response, experiment_name: str):
"""
Handle GET requests for plotting lpi plots on plots/lpi/:experiment
where ``experiment`` is the user-defined name of the experiment.
"""
experiment = ExperimentClient(retrieve_experiment(experiment_name),
None)
resp.body = experiment.plot.lpi().to_json()
def on_get_partial_dependencies(self, req: Request, resp: Response,
experiment_name: str):
"""
Handle GET requests for plotting partial dependencies on
plots/partial_dependencies/:experiment where ``experiment`` is the user-defined name of the
experiment.
"""
experiment = ExperimentClient(retrieve_experiment(experiment_name),
None)
resp.body = experiment.plot.partial_dependencies().to_json()
def on_get_trial_in_experiment(self, req: Request, resp: Response,
experiment_name: str, trial_id: str):
"""
Handle GET requests for trials/:experiment/:trial_id where ``experiment`` is
the user-defined name of the experiment and ``trial_id`` the id of the trial.
"""
experiment = retrieve_experiment(experiment_name)
trial = retrieve_trial(experiment, trial_id)
response = build_trial_response(trial)
resp.body = json.dumps(response)
def on_get_experiment(self, req: Request, resp: Response, name: str):
"""
Handle GET requests for experiments/:name where `name` is
the user-defined name of the experiment
"""
verify_query_parameters(req.params, ["version"])
version = req.get_param_as_int("version")
experiment = retrieve_experiment(name, version)
status = _retrieve_status(experiment)
algorithm = _retrieve_algorithm(experiment)
best_trial = _retrieve_best_trial(experiment)
response = build_experiment_response(experiment, status, algorithm, best_trial)
resp.body = json.dumps(response)
def on_get_trials_in_experiment(self, req: Request, resp: Response,
experiment_name: str):
"""
Handle GET requests for trials/:experiment where ``experiment`` is
the user-defined name of the experiment.
"""
verify_query_parameters(req.params, SUPPORTED_PARAMETERS)
status = req.get_param("status", default=None)
verify_status(status)
version = req.get_param_as_int("version")
with_ancestors = req.get_param_as_bool("ancestors", default=False)
experiment = retrieve_experiment(experiment_name, version)
if status:
trials = experiment.fetch_trials_by_status(status, with_ancestors)
else:
trials = experiment.fetch_trials(with_ancestors)
response = build_trials_response(trials)
resp.body = json.dumps(response)