Extract widget colorization to separate function
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9c8c7a03a1
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@ -410,7 +410,7 @@ class Hyperopt:
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model_queue_size=SKOPT_MODEL_QUEUE_SIZE,
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model_queue_size=SKOPT_MODEL_QUEUE_SIZE,
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)
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)
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def run_optimizer_parallel(self, parallel, asked, i) -> List:
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def run_optimizer_parallel(self, parallel: Parallel, asked: List[List], i: int) -> List:
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return parallel(delayed(
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return parallel(delayed(
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wrap_non_picklable_objects(self.generate_optimizer))(v, i) for v in asked)
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wrap_non_picklable_objects(self.generate_optimizer))(v, i) for v in asked)
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@ -491,6 +491,29 @@ class Hyperopt:
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else:
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else:
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return self.opt.ask(n_points=n_points), [False for _ in range(n_points)]
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return self.opt.ask(n_points=n_points), [False for _ in range(n_points)]
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def get_progressbar_widgets(self):
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if self.print_colorized:
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widgets = [
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' [Epoch ', progressbar.Counter(), ' of ', str(self.total_epochs),
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' (', progressbar.Percentage(), ')] ',
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progressbar.Bar(marker=progressbar.AnimatedMarker(
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fill='\N{FULL BLOCK}',
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fill_wrap=Fore.GREEN + '{}' + Fore.RESET,
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marker_wrap=Style.BRIGHT + '{}' + Style.RESET_ALL,
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)),
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' [', progressbar.ETA(), ', ', progressbar.Timer(), ']',
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]
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else:
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widgets = [
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' [Epoch ', progressbar.Counter(), ' of ', str(self.total_epochs),
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' (', progressbar.Percentage(), ')] ',
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progressbar.Bar(marker=progressbar.AnimatedMarker(
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fill='\N{FULL BLOCK}',
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)),
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' [', progressbar.ETA(), ', ', progressbar.Timer(), ']',
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]
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return widgets
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def start(self) -> None:
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def start(self) -> None:
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self.random_state = self._set_random_state(self.config.get('hyperopt_random_state'))
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self.random_state = self._set_random_state(self.config.get('hyperopt_random_state'))
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logger.info(f"Using optimizer random state: {self.random_state}")
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logger.info(f"Using optimizer random state: {self.random_state}")
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@ -526,26 +549,7 @@ class Hyperopt:
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logger.info(f'Effective number of parallel workers used: {jobs}')
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logger.info(f'Effective number of parallel workers used: {jobs}')
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# Define progressbar
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# Define progressbar
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if self.print_colorized:
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widgets = self.get_progressbar_widgets()
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widgets = [
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' [Epoch ', progressbar.Counter(), ' of ', str(self.total_epochs),
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' (', progressbar.Percentage(), ')] ',
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progressbar.Bar(marker=progressbar.AnimatedMarker(
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fill='\N{FULL BLOCK}',
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fill_wrap=Fore.GREEN + '{}' + Fore.RESET,
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marker_wrap=Style.BRIGHT + '{}' + Style.RESET_ALL,
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)),
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' [', progressbar.ETA(), ', ', progressbar.Timer(), ']',
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]
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else:
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widgets = [
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' [Epoch ', progressbar.Counter(), ' of ', str(self.total_epochs),
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' (', progressbar.Percentage(), ')] ',
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progressbar.Bar(marker=progressbar.AnimatedMarker(
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fill='\N{FULL BLOCK}',
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)),
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' [', progressbar.ETA(), ', ', progressbar.Timer(), ']',
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]
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with progressbar.ProgressBar(
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with progressbar.ProgressBar(
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max_value=self.total_epochs, redirect_stdout=False, redirect_stderr=False,
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max_value=self.total_epochs, redirect_stdout=False, redirect_stderr=False,
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widgets=widgets
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widgets=widgets
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