Merge pull request #2089 from hroff-1902/hyperopt-print-colorized
Hyperopt print colorized results
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@@ -13,6 +13,8 @@ from pathlib import Path
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from pprint import pprint
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from typing import Any, Dict, List, Optional
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from colorama import init as colorama_init
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from colorama import Fore, Style
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from joblib import Parallel, delayed, dump, load, wrap_non_picklable_objects, cpu_count
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from pandas import DataFrame
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from skopt import Optimizer
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@@ -153,8 +155,17 @@ class Hyperopt(Backtesting):
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Log results if it is better than any previous evaluation
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"""
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print_all = self.config.get('print_all', False)
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if print_all or results['loss'] < self.current_best_loss:
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is_best_loss = results['loss'] < self.current_best_loss
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if print_all or is_best_loss:
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if is_best_loss:
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self.current_best_loss = results['loss']
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log_str = self.format_results_logstring(results)
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# Colorize output
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if self.config.get('print_colorized', False):
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if results['total_profit'] > 0:
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log_str = Fore.GREEN + log_str
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if print_all and is_best_loss:
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log_str = Style.BRIGHT + log_str
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if print_all:
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print(log_str)
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else:
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@@ -169,7 +180,6 @@ class Hyperopt(Backtesting):
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total = self.total_epochs
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res = results['results_explanation']
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loss = results['loss']
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self.current_best_loss = results['loss']
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log_str = f'{current:5d}/{total}: {res} Objective: {loss:.5f}'
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log_str = f'*{log_str}' if results['is_initial_point'] else f' {log_str}'
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return log_str
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@@ -237,6 +247,7 @@ class Hyperopt(Backtesting):
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results_explanation = self.format_results(results)
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trade_count = len(results.index)
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total_profit = results.profit_abs.sum()
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# If this evaluation contains too short amount of trades to be
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# interesting -- consider it as 'bad' (assigned max. loss value)
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@@ -247,6 +258,7 @@ class Hyperopt(Backtesting):
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'loss': MAX_LOSS,
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'params': params,
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'results_explanation': results_explanation,
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'total_profit': total_profit,
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}
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loss = self.calculate_loss(results=results, trade_count=trade_count,
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@@ -256,6 +268,7 @@ class Hyperopt(Backtesting):
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'loss': loss,
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'params': params,
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'results_explanation': results_explanation,
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'total_profit': total_profit,
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}
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def format_results(self, results: DataFrame) -> str:
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@@ -339,6 +352,10 @@ class Hyperopt(Backtesting):
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logger.info(f'Number of parallel jobs set as: {config_jobs}')
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opt = self.get_optimizer(config_jobs)
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if self.config.get('print_colorized', False):
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colorama_init(autoreset=True)
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try:
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with Parallel(n_jobs=config_jobs) as parallel:
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jobs = parallel._effective_n_jobs()
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