Alignment and cleanups
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@ -154,7 +154,7 @@ class Hyperopt:
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"""
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num_trials = len(self.trials)
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if num_trials > self.num_trials_saved:
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logger.info(f"Saving {num_trials} {plural(num_trials, 'epoch')}.")
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logger.debug(f"Saving {num_trials} {plural(num_trials, 'epoch')}.")
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dump(self.trials, self.trials_file)
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self.num_trials_saved = num_trials
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if final:
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@ -322,7 +322,6 @@ class Hyperopt:
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trials['is_profit'] = False
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trials.loc[trials['is_initial_point'], 'Best'] = '*'
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trials.loc[trials['is_best'], 'Best'] = 'Best'
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trials['Objective'] = trials['Objective'].astype(str)
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trials.loc[trials['Total profit'] > 0, 'is_profit'] = True
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trials['Trades'] = trials['Trades'].astype(str)
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@ -336,14 +335,15 @@ class Hyperopt:
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lambda x: ('{:,.1f} m'.format(x)).rjust(7, ' ') if not isna(x) else "--".rjust(7, ' ')
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)
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trials['Objective'] = trials['Objective'].apply(
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lambda x: str(x).rjust(10, ' ') if str(x) != str(100000) else "N/A".rjust(10, ' ')
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lambda x: '{:,.5f}'.format(x).rjust(8, ' ') if x != 100000 else "N/A".rjust(8, ' ')
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)
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trials['Profit'] = trials.apply(
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lambda x: '{:,.8f} {} ({:,.2f}%)'.format(
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lambda x: '{:,.8f} {} {}'.format(
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x['Total profit'], config['stake_currency'],
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x['Profit']).rjust(24+len(config['stake_currency']))
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if x['Total profit'] != 0.0 else '--'.rjust(24+len(config['stake_currency'])),
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'({:,.2f}%)'.format(x['Profit']).rjust(10, ' ')
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).rjust(25+len(config['stake_currency']))
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if x['Total profit'] != 0.0 else '--'.rjust(25+len(config['stake_currency'])),
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axis=1
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)
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trials = trials.drop(columns=['Total profit'])
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@ -351,27 +351,33 @@ class Hyperopt:
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if print_colorized:
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for i in range(len(trials)):
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if trials.loc[i]['is_profit']:
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for z in range(len(trials.loc[i])-3):
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trials.iat[i, z] = "{}{}{}".format(
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Fore.GREEN, str(trials.loc[i][z]), Fore.RESET)
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for j in range(len(trials.loc[i])-3):
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trials.iat[i, j] = "{}{}{}".format(Fore.GREEN,
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str(trials.loc[i][j]), Fore.RESET)
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if trials.loc[i]['is_best'] and highlight_best:
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for z in range(len(trials.loc[i])-3):
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trials.iat[i, z] = "{}{}{}".format(
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Style.BRIGHT, str(trials.loc[i][z]), Style.RESET_ALL)
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for j in range(len(trials.loc[i])-3):
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trials.iat[i, j] = "{}{}{}".format(Style.BRIGHT,
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str(trials.loc[i][j]), Style.RESET_ALL)
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trials = trials.drop(columns=['is_initial_point', 'is_best', 'is_profit'])
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if remove_header > 0:
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table = tabulate.tabulate(
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trials.to_dict(orient='list'), tablefmt='orgtbl', headers='keys', stralign="right")
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# print(table)
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trials.to_dict(orient='list'), tablefmt='orgtbl',
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headers='keys', stralign="right"
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)
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table = table.split("\n", remove_header)[remove_header]
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elif remove_header < 0:
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table = tabulate.tabulate(
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trials.to_dict(orient='list'), tablefmt='psql', headers='keys', stralign="right")
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trials.to_dict(orient='list'), tablefmt='psql',
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headers='keys', stralign="right"
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)
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table = "\n".join(table.split("\n")[0:remove_header])
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else:
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table = tabulate.tabulate(
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trials.to_dict(orient='list'), tablefmt='psql', headers='keys', stralign="right")
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trials.to_dict(orient='list'), tablefmt='psql',
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headers='keys', stralign="right"
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)
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print(table)
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def has_space(self, space: str) -> bool:
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@ -432,13 +432,11 @@ def test_save_trials_saves_trials(mocker, hyperopt, testdatadir, caplog) -> None
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hyperopt.trials = trials
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hyperopt.save_trials(final=True)
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assert log_has("Saving 1 epoch.", caplog)
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assert log_has(f"1 epoch saved to '{trials_file}'.", caplog)
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mock_dump.assert_called_once()
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hyperopt.trials = trials + trials
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hyperopt.save_trials(final=True)
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assert log_has("Saving 2 epochs.", caplog)
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assert log_has(f"2 epochs saved to '{trials_file}'.", caplog)
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