clean-up
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@ -23,7 +23,7 @@ from joblib import (Parallel, cpu_count, delayed, dump, load,
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from pandas import DataFrame, json_normalize, isna
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from pandas import DataFrame, json_normalize, isna
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from tqdm import tqdm
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from tqdm import tqdm
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import tabulate
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import tabulate
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from os import path, popen
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from os import path
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import io
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import io
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from freqtrade.data.converter import trim_dataframe
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from freqtrade.data.converter import trim_dataframe
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@ -640,10 +640,6 @@ class Hyperopt:
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def _set_random_state(self, random_state: Optional[int]) -> int:
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def _set_random_state(self, random_state: Optional[int]) -> int:
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return random_state or random.randint(1, 2**16 - 1)
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return random_state or random.randint(1, 2**16 - 1)
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def _get_height(self) -> int:
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rows = int((popen('stty size', 'r').read().split())[0])
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return rows
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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', None))
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self.random_state = self._set_random_state(self.config.get('hyperopt_random_state', None))
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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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@ -680,15 +676,6 @@ class Hyperopt:
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try:
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try:
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with Parallel(n_jobs=config_jobs) as parallel:
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with Parallel(n_jobs=config_jobs) as parallel:
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"""
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self.progress_bar = progressbar.ProgressBar(
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min_value=0,
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max_value=self.total_epochs,
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initial_value=0,
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line_breaks=True,
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enable_colors=self.print_colorized
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)
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"""
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jobs = parallel._effective_n_jobs()
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jobs = parallel._effective_n_jobs()
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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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@ -712,7 +699,6 @@ class Hyperopt:
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self.fix_optimizer_models_list()
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self.fix_optimizer_models_list()
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# Calculate progressbar outputs
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# Calculate progressbar outputs
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# pbar_line = ceil(self._get_height() / 2)
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for j, val in enumerate(f_val):
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for j, val in enumerate(f_val):
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# Use human-friendly indexes here (starting from 1)
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# Use human-friendly indexes here (starting from 1)
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current = i * jobs + j + 1
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current = i * jobs + j + 1
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@ -726,18 +712,12 @@ class Hyperopt:
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# evaluations can take different time. Here they are aligned in the
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# evaluations can take different time. Here they are aligned in the
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# order they will be shown to the user.
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# order they will be shown to the user.
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val['is_best'] = is_best
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val['is_best'] = is_best
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# print(current)
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output = self.get_results(val)
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output = self.get_results(val)
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if output:
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if output:
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self.progress_bar.write(output)
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self.progress_bar.write(output)
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# self.progress_bar.write(str(len(output.split('\n')[0])))
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self.progress_bar.ncols = 108
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self.progress_bar.ncols = 108
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self.progress_bar.update(1)
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self.progress_bar.update(1)
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"""
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if pbar_line <= current:
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self.progress_bar.update(current)
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pbar_line = current + ceil(self._get_height() / 2)
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"""
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if is_best:
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if is_best:
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self.current_best_loss = val['loss']
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self.current_best_loss = val['loss']
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self.trials.append(val)
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self.trials.append(val)
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@ -747,8 +727,8 @@ class Hyperopt:
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self.progress_bar.ncols = 108
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self.progress_bar.ncols = 108
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self.progress_bar.close()
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self.progress_bar.close()
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# self.progress_bar.update(current)
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except KeyboardInterrupt:
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except KeyboardInterrupt:
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self.progress_bar.close()
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print('User interrupted..')
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print('User interrupted..')
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self.save_trials(final=True)
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self.save_trials(final=True)
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@ -761,9 +741,3 @@ class Hyperopt:
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# This is printed when Ctrl+C is pressed quickly, before first epochs have
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# This is printed when Ctrl+C is pressed quickly, before first epochs have
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# a chance to be evaluated.
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# a chance to be evaluated.
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print("No epochs evaluated yet, no best result.")
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print("No epochs evaluated yet, no best result.")
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def __getstate__(self):
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state = self.__dict__.copy()
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del state['trials']
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del state['progress_bar']
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return state
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