def on_run_start(self):
content = ""
content += format_fold_run(fold=self._fold, run=self._run)
content += format(self.log_separator if content != "" and self.current_seed else "")
content += "Seed: {}".format(self.current_seed) if self.current_seed else ""
G.log(content, previous_frame=inspect.currentframe().f_back, add_time=True)
super().on_run_start()
def on_run_end(self):
content = list()
content.append(format_fold_run(fold=self._fold, run=self._run))
content.append(format_evaluation_results(self.last_evaluation_results, float_format=self.float_format))
content.append('Time Elapsed: {}'.format(sec_to_hms(self.stat_aggregates['times']['runs'][-1], as_str=True)))
G.log(self.log_separator.join(content), previous_frame=inspect.currentframe().f_back)
super().on_run_end()
def on_repetition_end(self):
content = format_fold_run(rep=self._rep, fold="-", run="-")
content += self.log_separator if not content.endswith(" ") else ""
content += format_evaluation(self.last_evaluation_results,
float_format=self.float_format)
content += self.log_separator if not content.endswith(" ") else ""
content += self.__elapsed_helper("reps")
if G.Env.verbose >= 2 and G.Env.cv_params.get("n_repeats", 1) > 1:
G.log(content, previous_frame=inspect.currentframe().f_back)
else:
G.debug(content, previous_frame=inspect.currentframe().f_back)
super().on_repetition_end()
def on_run_end(self):
content = [
format_fold_run(rep=self._rep, fold=self._fold, run=self._run),
format_evaluation(self.last_evaluation_results,
float_format=self.float_format),
self.__elapsed_helper("runs"),
]
if G.Env.verbose >= 3 and G.Env.runs > 1:
G.log(self.log_separator.join(content),
previous_frame=inspect.currentframe().f_back)
else:
G.debug(self.log_separator.join(content),
previous_frame=inspect.currentframe().f_back)
super().on_run_end()
def on_fold_end(self):
content = format_fold_run(rep=self._rep, fold=self._fold, run="-")
content += self.log_separator if not content.endswith(" ") else ""
content += format_evaluation(self.last_evaluation_results,
float_format=self.float_format)
content += self.log_separator if not content.endswith(" ") else ""
content += self.__elapsed_helper("folds")
if G.Env.verbose >= 2 and G.Env.cv_params["n_splits"] > 1:
G.log(content,
previous_frame=inspect.currentframe().f_back,
add_time=False)
else:
G.debug(content,
previous_frame=inspect.currentframe().f_back,
add_time=False)
super().on_fold_end()
def on_run_start(self):
content = format_fold_run(rep=self._rep,
fold=self._fold,
run=self._run)
content += format(
self.log_separator if content != "" and self.current_seed else "")
content += "Seed: {}".format(
self.current_seed) if self.current_seed else ""
if G.Env.verbose >= 4 and G.Env.runs > 1:
G.log(content,
previous_frame=inspect.currentframe().f_back,
add_time=True)
else:
G.debug(content,
previous_frame=inspect.currentframe().f_back,
add_time=True)
super().on_run_start()
