From 44d67389d2b88133c8ca745c4574b6c9fb4c3e10 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Tue, 4 Feb 2020 02:02:57 +0100 Subject: [PATCH 01/76] initial push of sortino, work not done, still need own tests --- freqtrade/optimize/hyperopt_loss_sortino.py | 49 +++++++++++++++++++++ 1 file changed, 49 insertions(+) create mode 100644 freqtrade/optimize/hyperopt_loss_sortino.py diff --git a/freqtrade/optimize/hyperopt_loss_sortino.py b/freqtrade/optimize/hyperopt_loss_sortino.py new file mode 100644 index 000000000..e84ecb402 --- /dev/null +++ b/freqtrade/optimize/hyperopt_loss_sortino.py @@ -0,0 +1,49 @@ +""" +SortinoHyperOptLoss + +This module defines the alternative HyperOptLoss class which can be used for +Hyperoptimization. +""" +from datetime import datetime + +from pandas import DataFrame +import numpy as np + +from freqtrade.optimize.hyperopt import IHyperOptLoss + + +class SortinoHyperOptLoss(IHyperOptLoss): + """ + Defines the loss function for hyperopt. + + This implementation uses the Sharpe Ratio calculation. + """ + + @staticmethod + def hyperopt_loss_function(results: DataFrame, trade_count: int, + min_date: datetime, max_date: datetime, + *args, **kwargs) -> float: + """ + Objective function, returns smaller number for more optimal results. + + Uses Sharpe Ratio calculation. + """ + total_profit = results["profit_percent"] + days_period = (max_date - min_date).days + + # adding slippage of 0.1% per trade + total_profit = total_profit - 0.0005 + expected_returns_mean = total_profit.sum() / days_period + + results['downside_returns'] = 0 + results.loc[total_profit < 0, 'downside_returns'] = results['profit_percent'] + down_stdev = np.std(results['downside_returns']) + + if np.std(total_profit) != 0.0: + sortino_ratio = expected_returns_mean / down_stdev * np.sqrt(365) + else: + # Define high (negative) sharpe ratio to be clear that this is NOT optimal. + sortino_ratio = -20. + + # print(expected_returns_mean, down_stdev, sortino_ratio) + return -sortino_ratio From deb0b7ad675b16cdbbde41d289fbe45840689c9b Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Fri, 7 Feb 2020 01:18:15 +0100 Subject: [PATCH 02/76] Added both SortinoHyperOptLoss and SortinoHyperOptLossDaily --- freqtrade/optimize/hyperopt_loss_sortino.py | 6 +- .../optimize/hyperopt_loss_sortino_daily.py | 64 +++++++++++++++++++ 2 files changed, 67 insertions(+), 3 deletions(-) create mode 100644 freqtrade/optimize/hyperopt_loss_sortino_daily.py diff --git a/freqtrade/optimize/hyperopt_loss_sortino.py b/freqtrade/optimize/hyperopt_loss_sortino.py index e84ecb402..83f644a43 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino.py +++ b/freqtrade/optimize/hyperopt_loss_sortino.py @@ -16,7 +16,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): """ Defines the loss function for hyperopt. - This implementation uses the Sharpe Ratio calculation. + This implementation uses the Sortino Ratio calculation. """ @staticmethod @@ -26,7 +26,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): """ Objective function, returns smaller number for more optimal results. - Uses Sharpe Ratio calculation. + Uses Sortino Ratio calculation. """ total_profit = results["profit_percent"] days_period = (max_date - min_date).days @@ -42,7 +42,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): if np.std(total_profit) != 0.0: sortino_ratio = expected_returns_mean / down_stdev * np.sqrt(365) else: - # Define high (negative) sharpe ratio to be clear that this is NOT optimal. + # Define high (negative) sortino ratio to be clear that this is NOT optimal. sortino_ratio = -20. # print(expected_returns_mean, down_stdev, sortino_ratio) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py new file mode 100644 index 000000000..b59baabcb --- /dev/null +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -0,0 +1,64 @@ +""" +SortinoHyperOptLossDaily + +This module defines the alternative HyperOptLoss class which can be used for +Hyperoptimization. +""" +import math +from datetime import datetime + +from pandas import DataFrame, date_range + +from freqtrade.optimize.hyperopt import IHyperOptLoss + + +class SortinoHyperOptLossDaily(IHyperOptLoss): + """ + Defines the loss function for hyperopt. + + This implementation uses the Sortino Ratio calculation. + """ + + @staticmethod + def hyperopt_loss_function(results: DataFrame, trade_count: int, + min_date: datetime, max_date: datetime, + *args, **kwargs) -> float: + """ + Objective function, returns smaller number for more optimal results. + + Uses Sortino Ratio calculation. + """ + resample_freq = '1D' + slippage_per_trade_ratio = 0.0005 + days_in_year = 365 + annual_risk_free_rate = 0.0 + risk_free_rate = annual_risk_free_rate / days_in_year + + # apply slippage per trade to profit_percent + results.loc[:, 'profit_percent_after_slippage'] = \ + results['profit_percent'] - slippage_per_trade_ratio + + # create the index within the min_date and end max_date + t_index = date_range(start=min_date, end=max_date, freq=resample_freq) + + sum_daily = ( + results.resample(resample_freq, on='close_time').agg( + {"profit_percent_after_slippage": sum}).reindex(t_index).fillna(0) + ) + + total_profit = sum_daily["profit_percent_after_slippage"] - risk_free_rate + expected_returns_mean = total_profit.mean() + + results['downside_returns'] = 0 + results.loc[total_profit < 0, 'downside_returns'] = results['profit_percent'] + down_stdev = results['downside_returns'].std() + + if (down_stdev != 0.): + sortino_ratio = expected_returns_mean / down_stdev * math.sqrt(days_in_year) + else: + # Define high (negative) sortino ratio to be clear that this is NOT optimal. + sortino_ratio = -20. + + # print(t_index, sum_daily, total_profit) + # print(risk_free_rate, expected_returns_mean, down_stdev, sortino_ratio) + return -sortino_ratio From b56a1f060318c22fa414aa0060eeb9c7c0754ac9 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Tue, 4 Feb 2020 02:02:57 +0100 Subject: [PATCH 03/76] initial push of sortino, work not done, still need own tests --- freqtrade/optimize/hyperopt_loss_sortino.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino.py b/freqtrade/optimize/hyperopt_loss_sortino.py index 83f644a43..e84ecb402 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino.py +++ b/freqtrade/optimize/hyperopt_loss_sortino.py @@ -16,7 +16,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): """ Defines the loss function for hyperopt. - This implementation uses the Sortino Ratio calculation. + This implementation uses the Sharpe Ratio calculation. """ @staticmethod @@ -26,7 +26,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): """ Objective function, returns smaller number for more optimal results. - Uses Sortino Ratio calculation. + Uses Sharpe Ratio calculation. """ total_profit = results["profit_percent"] days_period = (max_date - min_date).days @@ -42,7 +42,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): if np.std(total_profit) != 0.0: sortino_ratio = expected_returns_mean / down_stdev * np.sqrt(365) else: - # Define high (negative) sortino ratio to be clear that this is NOT optimal. + # Define high (negative) sharpe ratio to be clear that this is NOT optimal. sortino_ratio = -20. # print(expected_returns_mean, down_stdev, sortino_ratio) From 728ab0ff2115dac6affd80c5b6b5f6bfb4e85a71 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Fri, 7 Feb 2020 01:18:15 +0100 Subject: [PATCH 04/76] Added both SortinoHyperOptLoss and SortinoHyperOptLossDaily --- freqtrade/optimize/hyperopt_loss_sortino.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino.py b/freqtrade/optimize/hyperopt_loss_sortino.py index e84ecb402..83f644a43 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino.py +++ b/freqtrade/optimize/hyperopt_loss_sortino.py @@ -16,7 +16,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): """ Defines the loss function for hyperopt. - This implementation uses the Sharpe Ratio calculation. + This implementation uses the Sortino Ratio calculation. """ @staticmethod @@ -26,7 +26,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): """ Objective function, returns smaller number for more optimal results. - Uses Sharpe Ratio calculation. + Uses Sortino Ratio calculation. """ total_profit = results["profit_percent"] days_period = (max_date - min_date).days @@ -42,7 +42,7 @@ class SortinoHyperOptLoss(IHyperOptLoss): if np.std(total_profit) != 0.0: sortino_ratio = expected_returns_mean / down_stdev * np.sqrt(365) else: - # Define high (negative) sharpe ratio to be clear that this is NOT optimal. + # Define high (negative) sortino ratio to be clear that this is NOT optimal. sortino_ratio = -20. # print(expected_returns_mean, down_stdev, sortino_ratio) From 9bcc5d2eedb07417a0a468b3b6fa6514bc3fe2fd Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Fri, 7 Feb 2020 01:24:03 +0100 Subject: [PATCH 05/76] fixed downside_returns to read from profit_percent_after_slippage --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index b59baabcb..0739379f6 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -50,7 +50,7 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): expected_returns_mean = total_profit.mean() results['downside_returns'] = 0 - results.loc[total_profit < 0, 'downside_returns'] = results['profit_percent'] + results.loc[total_profit < 0, 'downside_returns'] = results['profit_percent_after_slippage'] down_stdev = results['downside_returns'].std() if (down_stdev != 0.): From be34dc463b31e4698638d72dc2c295f2c3ec91f5 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Fri, 7 Feb 2020 01:30:03 +0100 Subject: [PATCH 06/76] fixed bad commit From 951a19fb00f7e7203a430a254b583eca654cfd08 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Fri, 7 Feb 2020 01:50:51 +0100 Subject: [PATCH 07/76] added tests for both sortino methods --- tests/optimize/test_hyperopt.py | 36 +++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index b3356bd6d..5cdbe7b5a 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -360,6 +360,42 @@ def test_sharpe_loss_daily_prefers_higher_profits(default_conf, hyperopt_results assert under > correct +def test_sortino_loss_prefers_higher_profits(default_conf, hyperopt_results) -> None: + results_over = hyperopt_results.copy() + results_over['profit_percent'] = hyperopt_results['profit_percent'] * 2 + results_under = hyperopt_results.copy() + results_under['profit_percent'] = hyperopt_results['profit_percent'] / 2 + + default_conf.update({'hyperopt_loss': 'SortinoHyperOptLoss'}) + hl = HyperOptLossResolver.load_hyperoptloss(default_conf) + correct = hl.hyperopt_loss_function(hyperopt_results, len(hyperopt_results), + datetime(2019, 1, 1), datetime(2019, 5, 1)) + over = hl.hyperopt_loss_function(results_over, len(hyperopt_results), + datetime(2019, 1, 1), datetime(2019, 5, 1)) + under = hl.hyperopt_loss_function(results_under, len(hyperopt_results), + datetime(2019, 1, 1), datetime(2019, 5, 1)) + assert over < correct + assert under > correct + + +def test_sortino_loss_daily_prefers_higher_profits(default_conf, hyperopt_results) -> None: + results_over = hyperopt_results.copy() + results_over['profit_percent'] = hyperopt_results['profit_percent'] * 2 + results_under = hyperopt_results.copy() + results_under['profit_percent'] = hyperopt_results['profit_percent'] / 2 + + default_conf.update({'hyperopt_loss': 'SortinoHyperOptLossDaily'}) + hl = HyperOptLossResolver.load_hyperoptloss(default_conf) + correct = hl.hyperopt_loss_function(hyperopt_results, len(hyperopt_results), + datetime(2019, 1, 1), datetime(2019, 5, 1)) + over = hl.hyperopt_loss_function(results_over, len(hyperopt_results), + datetime(2019, 1, 1), datetime(2019, 5, 1)) + under = hl.hyperopt_loss_function(results_under, len(hyperopt_results), + datetime(2019, 1, 1), datetime(2019, 5, 1)) + assert over < correct + assert under > correct + + def test_onlyprofit_loss_prefers_higher_profits(default_conf, hyperopt_results) -> None: results_over = hyperopt_results.copy() results_over['profit_percent'] = hyperopt_results['profit_percent'] * 2 From a46b7bcd6d7705bb4d2c6adc4c85ddbf8d2ad18e Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Fri, 7 Feb 2020 02:12:24 +0100 Subject: [PATCH 08/76] more fixes... --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 8 +++++--- tests/optimize/test_hyperopt.py | 4 ++-- 2 files changed, 7 insertions(+), 5 deletions(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index 0739379f6..31482b981 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -47,11 +47,13 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): ) total_profit = sum_daily["profit_percent_after_slippage"] - risk_free_rate + total_downside = sum_daily['downside_returns'] - risk_free_rate expected_returns_mean = total_profit.mean() - results['downside_returns'] = 0 - results.loc[total_profit < 0, 'downside_returns'] = results['profit_percent_after_slippage'] - down_stdev = results['downside_returns'].std() + sum_daily['downside_returns'] = 0 + sum_daily.loc[total_profit < 0, + 'downside_returns'] = sum_daily['profit_percent_after_slippage'] + down_stdev = total_downside.std() if (down_stdev != 0.): sortino_ratio = expected_returns_mean / down_stdev * math.sqrt(days_in_year) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 5cdbe7b5a..a2a98b0fb 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -380,9 +380,9 @@ def test_sortino_loss_prefers_higher_profits(default_conf, hyperopt_results) -> def test_sortino_loss_daily_prefers_higher_profits(default_conf, hyperopt_results) -> None: results_over = hyperopt_results.copy() - results_over['profit_percent'] = hyperopt_results['profit_percent'] * 2 + results_over['profit_percent_after_slippage'] = hyperopt_results['profit_percent_after_slippage'] * 2 results_under = hyperopt_results.copy() - results_under['profit_percent'] = hyperopt_results['profit_percent'] / 2 + results_under['profit_percent_after_slippage'] = hyperopt_results['profit_percent_after_slippage'] / 2 default_conf.update({'hyperopt_loss': 'SortinoHyperOptLossDaily'}) hl = HyperOptLossResolver.load_hyperoptloss(default_conf) From e8b9d88eb68cdda26b666dd42b8be39dccfc9940 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Fri, 7 Feb 2020 02:14:12 +0100 Subject: [PATCH 09/76] moved line for total_downside --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index 31482b981..891e2bf1c 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -47,12 +47,12 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): ) total_profit = sum_daily["profit_percent_after_slippage"] - risk_free_rate - total_downside = sum_daily['downside_returns'] - risk_free_rate expected_returns_mean = total_profit.mean() sum_daily['downside_returns'] = 0 sum_daily.loc[total_profit < 0, 'downside_returns'] = sum_daily['profit_percent_after_slippage'] + total_downside = sum_daily['downside_returns'] - risk_free_rate down_stdev = total_downside.std() if (down_stdev != 0.): From 6b279f297c1eb0e8f75957f7562fc2b6784677fe Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Fri, 7 Feb 2020 02:22:05 +0100 Subject: [PATCH 10/76] fixed test --- tests/optimize/test_hyperopt.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index a2a98b0fb..5cdbe7b5a 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -380,9 +380,9 @@ def test_sortino_loss_prefers_higher_profits(default_conf, hyperopt_results) -> def test_sortino_loss_daily_prefers_higher_profits(default_conf, hyperopt_results) -> None: results_over = hyperopt_results.copy() - results_over['profit_percent_after_slippage'] = hyperopt_results['profit_percent_after_slippage'] * 2 + results_over['profit_percent'] = hyperopt_results['profit_percent'] * 2 results_under = hyperopt_results.copy() - results_under['profit_percent_after_slippage'] = hyperopt_results['profit_percent_after_slippage'] / 2 + results_under['profit_percent'] = hyperopt_results['profit_percent'] / 2 default_conf.update({'hyperopt_loss': 'SortinoHyperOptLossDaily'}) hl = HyperOptLossResolver.load_hyperoptloss(default_conf) From 9ec9a7b124a05c4f25905e8b391d06b2ec17cc26 Mon Sep 17 00:00:00 2001 From: hroff-1902 <47309513+hroff-1902@users.noreply.github.com> Date: Sun, 9 Feb 2020 21:20:15 +0300 Subject: [PATCH 11/76] Fix t_index to be normalized --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index 891e2bf1c..c02f88434 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -39,7 +39,8 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): results['profit_percent'] - slippage_per_trade_ratio # create the index within the min_date and end max_date - t_index = date_range(start=min_date, end=max_date, freq=resample_freq) + t_index = date_range(start=min_date, end=max_date, freq=resample_freq, + normalize=True) sum_daily = ( results.resample(resample_freq, on='close_time').agg( From b2328cdf4fdf45c1e2f3842ec08f855fa04f1552 Mon Sep 17 00:00:00 2001 From: hroff-1902 <47309513+hroff-1902@users.noreply.github.com> Date: Thu, 13 Feb 2020 07:07:35 +0300 Subject: [PATCH 12/76] Do not subtract risk_free_ratio twice --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index c02f88434..d869a4e4e 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -53,7 +53,7 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): sum_daily['downside_returns'] = 0 sum_daily.loc[total_profit < 0, 'downside_returns'] = sum_daily['profit_percent_after_slippage'] - total_downside = sum_daily['downside_returns'] - risk_free_rate + total_downside = sum_daily['downside_returns'] down_stdev = total_downside.std() if (down_stdev != 0.): From 161dd1a3e60e70928d7bab25f1a8913a079420f9 Mon Sep 17 00:00:00 2001 From: hroff-1902 Date: Sun, 16 Feb 2020 03:55:16 +0300 Subject: [PATCH 13/76] Rename risk_free_return to minumum_accepted_return --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index d869a4e4e..72f70e3f9 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -31,8 +31,7 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): resample_freq = '1D' slippage_per_trade_ratio = 0.0005 days_in_year = 365 - annual_risk_free_rate = 0.0 - risk_free_rate = annual_risk_free_rate / days_in_year + minimum_acceptable_return = 0.0 # apply slippage per trade to profit_percent results.loc[:, 'profit_percent_after_slippage'] = \ @@ -47,7 +46,7 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): {"profit_percent_after_slippage": sum}).reindex(t_index).fillna(0) ) - total_profit = sum_daily["profit_percent_after_slippage"] - risk_free_rate + total_profit = sum_daily["profit_percent_after_slippage"] - minimum_acceptable_return expected_returns_mean = total_profit.mean() sum_daily['downside_returns'] = 0 From 1e84b2770cfa2e0e5e8177615dfee178ac136c1f Mon Sep 17 00:00:00 2001 From: hroff-1902 Date: Sun, 16 Feb 2020 04:10:53 +0300 Subject: [PATCH 14/76] Fix values of downside_returns --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index 72f70e3f9..26eb54c25 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -50,8 +50,7 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): expected_returns_mean = total_profit.mean() sum_daily['downside_returns'] = 0 - sum_daily.loc[total_profit < 0, - 'downside_returns'] = sum_daily['profit_percent_after_slippage'] + sum_daily.loc[total_profit < 0, 'downside_returns'] = total_profit total_downside = sum_daily['downside_returns'] down_stdev = total_downside.std() From fbe5cc44da260d50db28dedf5acd12aad06913ce Mon Sep 17 00:00:00 2001 From: hroff-1902 Date: Sun, 16 Feb 2020 13:43:23 +0300 Subject: [PATCH 15/76] Use statistics.pstdev --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index 26eb54c25..09042cb48 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -5,6 +5,7 @@ This module defines the alternative HyperOptLoss class which can be used for Hyperoptimization. """ import math +import statistics from datetime import datetime from pandas import DataFrame, date_range @@ -52,7 +53,7 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): sum_daily['downside_returns'] = 0 sum_daily.loc[total_profit < 0, 'downside_returns'] = total_profit total_downside = sum_daily['downside_returns'] - down_stdev = total_downside.std() + down_stdev = statistics.pstdev(total_downside, 0) if (down_stdev != 0.): sortino_ratio = expected_returns_mean / down_stdev * math.sqrt(days_in_year) From 42dfda92316b4678107eac65359d56d5e8b6ee0a Mon Sep 17 00:00:00 2001 From: hroff-1902 Date: Sun, 16 Feb 2020 13:46:07 +0300 Subject: [PATCH 16/76] Adjust docstring --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index 09042cb48..22cd93984 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -28,6 +28,9 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): Objective function, returns smaller number for more optimal results. Uses Sortino Ratio calculation. + + Sortino Ratio calculated as described in + http://www.redrockcapital.com/Sortino__A__Sharper__Ratio_Red_Rock_Capital.pdf """ resample_freq = '1D' slippage_per_trade_ratio = 0.0005 From 674898bd32eede682dad5a688ee1428b89a8805c Mon Sep 17 00:00:00 2001 From: hroff-1902 Date: Sun, 16 Feb 2020 15:26:40 +0300 Subject: [PATCH 17/76] Fix usage of vars in the commented out line --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index 22cd93984..0f81ffca5 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -65,5 +65,5 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): sortino_ratio = -20. # print(t_index, sum_daily, total_profit) - # print(risk_free_rate, expected_returns_mean, down_stdev, sortino_ratio) + # print(minimum_acceptable_return, expected_returns_mean, down_stdev, sortino_ratio) return -sortino_ratio From df26c357d293f69e57cffc4de60284776d183026 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Wed, 19 Feb 2020 01:31:25 +0100 Subject: [PATCH 18/76] doc updates --- docs/bot-usage.md | 12 +++++++----- docs/hyperopt.md | 14 ++++++++------ freqtrade/commands/cli_options.py | 3 ++- 3 files changed, 17 insertions(+), 12 deletions(-) diff --git a/docs/bot-usage.md b/docs/bot-usage.md index 56e6008a1..e0d96a8c2 100644 --- a/docs/bot-usage.md +++ b/docs/bot-usage.md @@ -270,7 +270,7 @@ Check the corresponding [Data Downloading](data-download.md) section for more de ## Hyperopt commands To optimize your strategy, you can use hyperopt parameter hyperoptimization -to find optimal parameter values for your stategy. +to find optimal parameter values for your strategy. ``` usage: freqtrade hyperopt [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH] @@ -318,7 +318,7 @@ optional arguments: --print-all Print all results, not only the best ones. --no-color Disable colorization of hyperopt results. May be useful if you are redirecting output to a file. - --print-json Print best result detailization in JSON format. + --print-json Print best results in JSON format. -j JOBS, --job-workers JOBS The number of concurrently running jobs for hyperoptimization (hyperopt worker processes). If -1 @@ -336,9 +336,11 @@ optional arguments: class (IHyperOptLoss). Different functions can generate completely different results, since the target for optimization is different. Built-in - Hyperopt-loss-functions are: DefaultHyperOptLoss, - OnlyProfitHyperOptLoss, SharpeHyperOptLoss, - SharpeHyperOptLossDaily (default: `DefaultHyperOptLoss`). + Hyperopt-loss-functions are: + DefaultHyperOptLoss, OnlyProfitHyperOptLoss, + SharpeHyperOptLoss, SharpeHyperOptLossDaily, + SortinoHyperOptLoss, SortinoHyperOptLossDaily. + (default: `DefaultHyperOptLoss`). Common arguments: -v, --verbose Verbose mode (-vv for more, -vvv to get all messages). diff --git a/docs/hyperopt.md b/docs/hyperopt.md index 3e10f66da..3fb7ce7ba 100644 --- a/docs/hyperopt.md +++ b/docs/hyperopt.md @@ -81,11 +81,11 @@ There are two places you need to change in your hyperopt file to add a new buy h There you have two different types of indicators: 1. `guards` and 2. `triggers`. 1. Guards are conditions like "never buy if ADX < 10", or never buy if current price is over EMA10. -2. Triggers are ones that actually trigger buy in specific moment, like "buy when EMA5 crosses over EMA10" or "buy when close price touches lower bollinger band". +2. Triggers are ones that actually trigger buy in specific moment, like "buy when EMA5 crosses over EMA10" or "buy when close price touches lower Bollinger band". Hyperoptimization will, for each eval round, pick one trigger and possibly multiple guards. The constructed strategy will be something like -"*buy exactly when close price touches lower bollinger band, BUT only if +"*buy exactly when close price touches lower Bollinger band, BUT only if ADX > 10*". If you have updated the buy strategy, i.e. changed the contents of @@ -172,7 +172,7 @@ So let's write the buy strategy using these values: Hyperopting will now call this `populate_buy_trend` as many times you ask it (`epochs`) with different value combinations. It will then use the given historical data and make buys based on the buy signals generated with the above function and based on the results -it will end with telling you which paramter combination produced the best profits. +it will end with telling you which parameter combination produced the best profits. The above setup expects to find ADX, RSI and Bollinger Bands in the populated indicators. When you want to test an indicator that isn't used by the bot currently, remember to @@ -191,8 +191,10 @@ Currently, the following loss functions are builtin: * `DefaultHyperOptLoss` (default legacy Freqtrade hyperoptimization loss function) * `OnlyProfitHyperOptLoss` (which takes only amount of profit into consideration) -* `SharpeHyperOptLoss` (optimizes Sharpe Ratio calculated on the trade returns) -* `SharpeHyperOptLossDaily` (optimizes Sharpe Ratio calculated on daily trade returns) +* `SharpeHyperOptLoss` (optimizes Sharpe Ratio calculated on trade returns relative to **upside** standard deviation) +* `SharpeHyperOptLossDaily` (optimizes Sharpe Ratio calculated on **daily** trade returns relative to **upside** standard deviation) +* `SortinoHyperOptLoss` (optimizes Sortino Ratio calculated on trade returns relative to **downside** standard deviation) +* `SortinoHyperOptLossDaily` (optimizes Sortino Ratio calculated on **daily** trade returns relative to **downside** standard deviation) Creation of a custom loss function is covered in the [Advanced Hyperopt](advanced-hyperopt.md) part of the documentation. @@ -272,7 +274,7 @@ In some situations, you may need to run Hyperopt (and Backtesting) with the By default, hyperopt emulates the behavior of the Freqtrade Live Run/Dry Run, where only one open trade is allowed for every traded pair. The total number of trades open for all pairs is also limited by the `max_open_trades` setting. During Hyperopt/Backtesting this may lead to -some potential trades to be hidden (or masked) by previosly open trades. +some potential trades to be hidden (or masked) by previously open trades. The `--eps`/`--enable-position-stacking` argument allows emulation of buying the same pair multiple times, while `--dmmp`/`--disable-max-market-positions` disables applying `max_open_trades` diff --git a/freqtrade/commands/cli_options.py b/freqtrade/commands/cli_options.py index 6d8d13129..5faff1a97 100644 --- a/freqtrade/commands/cli_options.py +++ b/freqtrade/commands/cli_options.py @@ -256,7 +256,8 @@ AVAILABLE_CLI_OPTIONS = { help='Specify the class name of the hyperopt loss function class (IHyperOptLoss). ' 'Different functions can generate completely different results, ' 'since the target for optimization is different. Built-in Hyperopt-loss-functions are: ' - 'DefaultHyperOptLoss, OnlyProfitHyperOptLoss, SharpeHyperOptLoss, SharpeHyperOptLossDaily.' + 'DefaultHyperOptLoss, OnlyProfitHyperOptLoss, SharpeHyperOptLoss, SharpeHyperOptLossDaily, ' + 'SortinoHyperOptLoss, SortinoHyperOptLossDaily.' '(default: `%(default)s`).', metavar='NAME', default=constants.DEFAULT_HYPEROPT_LOSS, From 41b4fa3b7f93018a5c01042b8aa8734108e57407 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Wed, 19 Feb 2020 02:59:51 +0100 Subject: [PATCH 19/76] fixed two more typos --- docs/hyperopt.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/hyperopt.md b/docs/hyperopt.md index b471f849e..1f9907b83 100644 --- a/docs/hyperopt.md +++ b/docs/hyperopt.md @@ -31,9 +31,9 @@ This will create a new hyperopt file from a template, which will be located unde Depending on the space you want to optimize, only some of the below are required: * fill `buy_strategy_generator` - for buy signal optimization -* fill `indicator_space` - for buy signal optimzation +* fill `indicator_space` - for buy signal optimization * fill `sell_strategy_generator` - for sell signal optimization -* fill `sell_indicator_space` - for sell signal optimzation +* fill `sell_indicator_space` - for sell signal optimization !!! Note `populate_indicators` needs to create all indicators any of thee spaces may use, otherwise hyperopt will not work. From 09a1c9eed6b629fe9f4502cbcf805b8e78b8da13 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Wed, 19 Feb 2020 22:25:34 +0100 Subject: [PATCH 20/76] fixed docs description of hyperopts --- docs/hyperopt.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/hyperopt.md b/docs/hyperopt.md index 1f9907b83..9bc5888ce 100644 --- a/docs/hyperopt.md +++ b/docs/hyperopt.md @@ -191,8 +191,8 @@ Currently, the following loss functions are builtin: * `DefaultHyperOptLoss` (default legacy Freqtrade hyperoptimization loss function) * `OnlyProfitHyperOptLoss` (which takes only amount of profit into consideration) -* `SharpeHyperOptLoss` (optimizes Sharpe Ratio calculated on trade returns relative to **upside** standard deviation) -* `SharpeHyperOptLossDaily` (optimizes Sharpe Ratio calculated on **daily** trade returns relative to **upside** standard deviation) +* `SharpeHyperOptLoss` (optimizes Sharpe Ratio calculated on trade returns relative to standard deviation) +* `SharpeHyperOptLossDaily` (optimizes Sharpe Ratio calculated on **daily** trade returns relative to standard deviation) * `SortinoHyperOptLoss` (optimizes Sortino Ratio calculated on trade returns relative to **downside** standard deviation) * `SortinoHyperOptLossDaily` (optimizes Sortino Ratio calculated on **daily** trade returns relative to **downside** standard deviation) From f91d7beaa16edea12c6837489ae2f6d55e376a87 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 23 Feb 2020 13:51:16 +0100 Subject: [PATCH 21/76] Fix constants wrong parenteses --- freqtrade/constants.py | 19 ++++++++++--------- 1 file changed, 10 insertions(+), 9 deletions(-) diff --git a/freqtrade/constants.py b/freqtrade/constants.py index 1504d1f1c..743070196 100644 --- a/freqtrade/constants.py +++ b/freqtrade/constants.py @@ -15,6 +15,7 @@ UNLIMITED_STAKE_AMOUNT = 'unlimited' DEFAULT_AMOUNT_RESERVE_PERCENT = 0.05 REQUIRED_ORDERTIF = ['buy', 'sell'] REQUIRED_ORDERTYPES = ['buy', 'sell', 'stoploss', 'stoploss_on_exchange'] +ORDERBOOK_SIDES = ['ask', 'bid'] ORDERTYPE_POSSIBILITIES = ['limit', 'market'] ORDERTIF_POSSIBILITIES = ['gtc', 'fok', 'ioc'] AVAILABLE_PAIRLISTS = ['StaticPairList', 'VolumePairList', @@ -113,15 +114,15 @@ CONF_SCHEMA = { 'minimum': 0, 'maximum': 1, 'exclusiveMaximum': False, - 'use_order_book': {'type': 'boolean'}, - 'order_book_top': {'type': 'integer', 'maximum': 20, 'minimum': 1}, - 'check_depth_of_market': { - 'type': 'object', - 'properties': { - 'enabled': {'type': 'boolean'}, - 'bids_to_ask_delta': {'type': 'number', 'minimum': 0}, - } - }, + }, + 'use_order_book': {'type': 'boolean'}, + 'order_book_top': {'type': 'integer', 'maximum': 20, 'minimum': 1}, + 'check_depth_of_market': { + 'type': 'object', + 'properties': { + 'enabled': {'type': 'boolean'}, + 'bids_to_ask_delta': {'type': 'number', 'minimum': 0}, + } }, }, 'required': ['ask_last_balance'] From de48a697b0a5abdee5b012f2b5b919d0fe06cb9a Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 23 Feb 2020 14:06:42 +0100 Subject: [PATCH 22/76] Use price_side for get_sell_rate --- freqtrade/constants.py | 3 +++ freqtrade/freqtradebot.py | 4 ++-- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/freqtrade/constants.py b/freqtrade/constants.py index 743070196..ac1a8a6a9 100644 --- a/freqtrade/constants.py +++ b/freqtrade/constants.py @@ -115,6 +115,7 @@ CONF_SCHEMA = { 'maximum': 1, 'exclusiveMaximum': False, }, + 'price_side': {'type': 'string', 'enum': ORDERBOOK_SIDES, 'default': 'bid'}, 'use_order_book': {'type': 'boolean'}, 'order_book_top': {'type': 'integer', 'maximum': 20, 'minimum': 1}, 'check_depth_of_market': { @@ -130,6 +131,7 @@ CONF_SCHEMA = { 'ask_strategy': { 'type': 'object', 'properties': { + 'price_side': {'type': 'string', 'enum': ORDERBOOK_SIDES, 'default': 'ask'}, 'use_order_book': {'type': 'boolean'}, 'order_book_min': {'type': 'integer', 'minimum': 1}, 'order_book_max': {'type': 'integer', 'minimum': 1, 'maximum': 50}, @@ -300,6 +302,7 @@ SCHEMA_TRADE_REQUIRED = [ 'last_stake_amount_min_ratio', 'dry_run', 'dry_run_wallet', + 'ask_strategy', 'bid_strategy', 'unfilledtimeout', 'stoploss', diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index dffec940c..5e8f1cc98 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -639,10 +639,10 @@ class FreqtradeBot: logger.debug('Using order book to get sell rate') order_book = self.exchange.get_order_book(pair, 1) - rate = order_book['bids'][0][0] + rate = order_book[f"{config_ask_strategy['price_side']}s"][0][0] else: - rate = self.exchange.fetch_ticker(pair)['bid'] + rate = self.exchange.fetch_ticker(pair)[config_ask_strategy['price_side']] self._sell_rate_cache[pair] = rate return rate From 5f712320380824f2140b82e5d6a328ff90f53beb Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 23 Feb 2020 14:08:16 +0100 Subject: [PATCH 23/76] Refactor get_buy_rate to use rate variable --- freqtrade/freqtradebot.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 5e8f1cc98..aaa66fe81 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -242,11 +242,10 @@ class FreqtradeBot: logger.info(f"Using cached buy rate for {pair}.") return rate - config_bid_strategy = self.config.get('bid_strategy', {}) - if 'use_order_book' in config_bid_strategy and\ - config_bid_strategy.get('use_order_book', False): + bid_strategy = self.config.get('bid_strategy', {}) + if 'use_order_book' in bid_strategy and bid_strategy.get('use_order_book', False): logger.info('Getting price from order book') - order_book_top = config_bid_strategy.get('order_book_top', 1) + order_book_top = bid_strategy.get('order_book_top', 1) order_book = self.exchange.get_order_book(pair, order_book_top) logger.debug('order_book %s', order_book) # top 1 = index 0 @@ -256,11 +255,12 @@ class FreqtradeBot: else: logger.info('Using Last Ask / Last Price') ticker = self.exchange.fetch_ticker(pair) - if ticker['ask'] < ticker['last']: - ticker_rate = ticker['ask'] + rate = ticker['ask'] + if rate < ticker['last']: + ticker_rate = rate else: balance = self.config['bid_strategy']['ask_last_balance'] - ticker_rate = ticker['ask'] + balance * (ticker['last'] - ticker['ask']) + ticker_rate = rate + balance * (ticker['last'] - rate) used_rate = ticker_rate self._buy_rate_cache[pair] = used_rate From e4b29491888c05444ec47599238926597ecac83a Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 23 Feb 2020 14:13:43 +0100 Subject: [PATCH 24/76] Change buy_rate calculation to use price_side --- freqtrade/freqtradebot.py | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index aaa66fe81..2c9a960a4 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -244,18 +244,20 @@ class FreqtradeBot: bid_strategy = self.config.get('bid_strategy', {}) if 'use_order_book' in bid_strategy and bid_strategy.get('use_order_book', False): - logger.info('Getting price from order book') + logger.info( + f"Getting price from order book {bid_strategy['price_side'].capitalize()} side." + ) order_book_top = bid_strategy.get('order_book_top', 1) order_book = self.exchange.get_order_book(pair, order_book_top) logger.debug('order_book %s', order_book) # top 1 = index 0 - order_book_rate = order_book['bids'][order_book_top - 1][0] - logger.info('...top %s order book buy rate %0.8f', order_book_top, order_book_rate) + order_book_rate = order_book[f"{bid_strategy['price_side']}s"][order_book_top - 1][0] + logger.info(f'...top {order_book_top} order book buy rate {order_book_rate:.8f}') used_rate = order_book_rate else: - logger.info('Using Last Ask / Last Price') + logger.info(f"Using Last {bid_strategy['price_side'].capitalize()} / Last Price") ticker = self.exchange.fetch_ticker(pair) - rate = ticker['ask'] + rate = ticker[bid_strategy['price_side']] if rate < ticker['last']: ticker_rate = rate else: From e7b9891335ba13abdcf1445b7cc354db8a51792e Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 23 Feb 2020 14:27:03 +0100 Subject: [PATCH 25/76] Adapt rpc tests to corrected price side --- tests/rpc/test_rpc.py | 24 +++++++++++----------- tests/rpc/test_rpc_apiserver.py | 8 ++++---- tests/rpc/test_rpc_telegram.py | 36 ++++++++++++++++----------------- 3 files changed, 34 insertions(+), 34 deletions(-) diff --git a/tests/rpc/test_rpc.py b/tests/rpc/test_rpc.py index 93b6f6058..6319ab9e6 100644 --- a/tests/rpc/test_rpc.py +++ b/tests/rpc/test_rpc.py @@ -51,13 +51,13 @@ def test_rpc_trade_status(default_conf, ticker, fee, mocker) -> None: 'open_date_hum': ANY, 'close_date': None, 'close_date_hum': None, - 'open_rate': 1.099e-05, + 'open_rate': 1.098e-05, 'close_rate': None, - 'current_rate': 1.098e-05, - 'amount': 90.99181074, + 'current_rate': 1.099e-05, + 'amount': 91.07468124, 'stake_amount': 0.001, 'close_profit': None, - 'current_profit': -0.59, + 'current_profit': -0.41, 'stop_loss': 0.0, 'initial_stop_loss': 0.0, 'initial_stop_loss_pct': None, @@ -78,10 +78,10 @@ def test_rpc_trade_status(default_conf, ticker, fee, mocker) -> None: 'open_date_hum': ANY, 'close_date': None, 'close_date_hum': None, - 'open_rate': 1.099e-05, + 'open_rate': 1.098e-05, 'close_rate': None, 'current_rate': ANY, - 'amount': 90.99181074, + 'amount': 91.07468124, 'stake_amount': 0.001, 'close_profit': None, 'current_profit': ANY, @@ -121,7 +121,7 @@ def test_rpc_status_table(default_conf, ticker, fee, mocker) -> None: assert "Pair" in headers assert 'instantly' == result[0][2] assert 'ETH/BTC' in result[0][1] - assert '-0.59%' == result[0][3] + assert '-0.41%' == result[0][3] # Test with fiatconvert rpc._fiat_converter = CryptoToFiatConverter() @@ -130,7 +130,7 @@ def test_rpc_status_table(default_conf, ticker, fee, mocker) -> None: assert "Pair" in headers assert 'instantly' == result[0][2] assert 'ETH/BTC' in result[0][1] - assert '-0.59% (-0.09)' == result[0][3] + assert '-0.41% (-0.06)' == result[0][3] mocker.patch('freqtrade.freqtradebot.FreqtradeBot.get_sell_rate', MagicMock(side_effect=DependencyException(f"Pair 'ETH/BTC' not available"))) @@ -245,9 +245,9 @@ def test_rpc_trade_statistics(default_conf, ticker, ticker_sell_up, fee, assert prec_satoshi(stats['profit_closed_coin'], 6.217e-05) assert prec_satoshi(stats['profit_closed_percent'], 6.2) assert prec_satoshi(stats['profit_closed_fiat'], 0.93255) - assert prec_satoshi(stats['profit_all_coin'], 5.632e-05) - assert prec_satoshi(stats['profit_all_percent'], 2.81) - assert prec_satoshi(stats['profit_all_fiat'], 0.8448) + assert prec_satoshi(stats['profit_all_coin'], 5.802e-05) + assert prec_satoshi(stats['profit_all_percent'], 2.89) + assert prec_satoshi(stats['profit_all_fiat'], 0.8703) assert stats['trade_count'] == 2 assert stats['first_trade_date'] == 'just now' assert stats['latest_trade_date'] == 'just now' @@ -668,7 +668,7 @@ def test_rpcforcebuy(mocker, default_conf, ticker, fee, limit_buy_order) -> None trade = rpc._rpc_forcebuy(pair, None) assert isinstance(trade, Trade) assert trade.pair == pair - assert trade.open_rate == ticker()['ask'] + assert trade.open_rate == ticker()['bid'] # Test buy duplicate with pytest.raises(RPCException, match=r'position for ETH/BTC already open - id: 1'): diff --git a/tests/rpc/test_rpc_apiserver.py b/tests/rpc/test_rpc_apiserver.py index 25c971bf7..e0abd886d 100644 --- a/tests/rpc/test_rpc_apiserver.py +++ b/tests/rpc/test_rpc_apiserver.py @@ -426,20 +426,20 @@ def test_api_status(botclient, mocker, ticker, fee, markets): rc = client_get(client, f"{BASE_URI}/status") assert_response(rc) assert len(rc.json) == 1 - assert rc.json == [{'amount': 90.99181074, + assert rc.json == [{'amount': 91.07468124, 'base_currency': 'BTC', 'close_date': None, 'close_date_hum': None, 'close_profit': None, 'close_rate': None, - 'current_profit': -0.59, - 'current_rate': 1.098e-05, + 'current_profit': -0.41, + 'current_rate': 1.099e-05, 'initial_stop_loss': 0.0, 'initial_stop_loss_pct': None, 'open_date': ANY, 'open_date_hum': 'just now', 'open_order': '(limit buy rem=0.00000000)', - 'open_rate': 1.099e-05, + 'open_rate': 1.098e-05, 'pair': 'ETH/BTC', 'stake_amount': 0.001, 'stop_loss': 0.0, diff --git a/tests/rpc/test_rpc_telegram.py b/tests/rpc/test_rpc_telegram.py index a8b8e0c5a..fd3e4039a 100644 --- a/tests/rpc/test_rpc_telegram.py +++ b/tests/rpc/test_rpc_telegram.py @@ -720,13 +720,13 @@ def test_forcesell_handle(default_conf, update, ticker, fee, 'exchange': 'Bittrex', 'pair': 'ETH/BTC', 'gain': 'profit', - 'limit': 1.172e-05, - 'amount': 90.99181073703367, + 'limit': 1.173e-05, + 'amount': 91.07468123861567, 'order_type': 'limit', - 'open_rate': 1.099e-05, - 'current_rate': 1.172e-05, - 'profit_amount': 6.126e-05, - 'profit_percent': 0.0611052, + 'open_rate': 1.098e-05, + 'current_rate': 1.173e-05, + 'profit_amount': 6.314e-05, + 'profit_percent': 0.0629778, 'stake_currency': 'BTC', 'fiat_currency': 'USD', 'sell_reason': SellType.FORCE_SELL.value, @@ -779,13 +779,13 @@ def test_forcesell_down_handle(default_conf, update, ticker, fee, 'exchange': 'Bittrex', 'pair': 'ETH/BTC', 'gain': 'loss', - 'limit': 1.044e-05, - 'amount': 90.99181073703367, + 'limit': 1.043e-05, + 'amount': 91.07468123861567, 'order_type': 'limit', - 'open_rate': 1.099e-05, - 'current_rate': 1.044e-05, - 'profit_amount': -5.492e-05, - 'profit_percent': -0.05478342, + 'open_rate': 1.098e-05, + 'current_rate': 1.043e-05, + 'profit_amount': -5.497e-05, + 'profit_percent': -0.05482878, 'stake_currency': 'BTC', 'fiat_currency': 'USD', 'sell_reason': SellType.FORCE_SELL.value, @@ -827,13 +827,13 @@ def test_forcesell_all_handle(default_conf, update, ticker, fee, mocker) -> None 'exchange': 'Bittrex', 'pair': 'ETH/BTC', 'gain': 'loss', - 'limit': 1.098e-05, - 'amount': 90.99181073703367, + 'limit': 1.099e-05, + 'amount': 91.07468123861567, 'order_type': 'limit', - 'open_rate': 1.099e-05, - 'current_rate': 1.098e-05, - 'profit_amount': -5.91e-06, - 'profit_percent': -0.00589291, + 'open_rate': 1.098e-05, + 'current_rate': 1.099e-05, + 'profit_amount': -4.09e-06, + 'profit_percent': -0.00408133, 'stake_currency': 'BTC', 'fiat_currency': 'USD', 'sell_reason': SellType.FORCE_SELL.value, From e1cb6f4ae3cd1de66df0eb0eb8128b520e170d5c Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 23 Feb 2020 15:06:37 +0100 Subject: [PATCH 26/76] fix and improve tests in test_freqtradebot --- tests/test_freqtradebot.py | 125 ++++++++++++++++++++++--------------- 1 file changed, 74 insertions(+), 51 deletions(-) diff --git a/tests/test_freqtradebot.py b/tests/test_freqtradebot.py index 852b6b990..655fe4684 100644 --- a/tests/test_freqtradebot.py +++ b/tests/test_freqtradebot.py @@ -761,8 +761,8 @@ def test_process_trade_creation(default_conf, ticker, limit_buy_order, assert trade.is_open assert trade.open_date is not None assert trade.exchange == 'bittrex' - assert trade.open_rate == 0.00001099 - assert trade.amount == 90.99181073703367 + assert trade.open_rate == 0.00001098 + assert trade.amount == 91.07468123861567 assert log_has( 'Buy signal found: about create a new trade with stake_amount: 0.001 ...', caplog @@ -906,20 +906,28 @@ def test_process_informative_pairs_added(default_conf, ticker, mocker) -> None: assert ("ETH/BTC", default_conf["ticker_interval"]) in refresh_mock.call_args[0][0] -@pytest.mark.parametrize("ask,last,last_ab,expected", [ - (20, 10, 0.0, 20), # Full ask side - (20, 10, 1.0, 10), # Full last side - (20, 10, 0.5, 15), # Between ask and last - (20, 10, 0.7, 13), # Between ask and last - (20, 10, 0.3, 17), # Between ask and last - (5, 10, 1.0, 5), # last bigger than ask - (5, 10, 0.5, 5), # last bigger than ask +@pytest.mark.parametrize("side,ask,bid,last,last_ab,expected", [ + ('ask', 20, 19, 10, 0.0, 20), # Full ask side + ('ask', 20, 19, 10, 1.0, 10), # Full last side + ('ask', 20, 19, 10, 0.5, 15), # Between ask and last + ('ask', 20, 19, 10, 0.7, 13), # Between ask and last + ('ask', 20, 19, 10, 0.3, 17), # Between ask and last + ('ask', 5, 6, 10, 1.0, 5), # last bigger than ask + ('ask', 5, 6, 10, 0.5, 5), # last bigger than ask + ('bid', 10, 20, 10, 0.0, 20), # Full bid side + ('bid', 10, 20, 10, 1.0, 10), # Full last side + ('bid', 10, 20, 10, 0.5, 15), # Between bid and last + ('bid', 10, 20, 10, 0.7, 13), # Between bid and last + ('bid', 10, 20, 10, 0.3, 17), # Between bid and last + ('bid', 4, 5, 10, 1.0, 5), # last bigger than bid + ('bid', 4, 5, 10, 0.5, 5), # last bigger than bid ]) -def test_get_buy_rate(mocker, default_conf, caplog, ask, last, last_ab, expected) -> None: +def test_get_buy_rate(mocker, default_conf, caplog, side, ask, bid, last, last_ab, expected) -> None: default_conf['bid_strategy']['ask_last_balance'] = last_ab + default_conf['bid_strategy']['price_side'] = side freqtrade = get_patched_freqtradebot(mocker, default_conf) mocker.patch('freqtrade.exchange.Exchange.fetch_ticker', - MagicMock(return_value={'ask': ask, 'last': last})) + MagicMock(return_value={'ask': ask, 'last': last, 'bid': bid})) assert freqtrade.get_buy_rate('ETH/BTC', True) == expected assert not log_has("Using cached buy rate for ETH/BTC.", caplog) @@ -1317,7 +1325,7 @@ def test_handle_stoploss_on_exchange_trailing(mocker, default_conf, fee, caplog, stoploss_order_mock.assert_not_called() assert freqtrade.handle_trade(trade) is False - assert trade.stop_loss == 0.00002344 * 0.95 + assert trade.stop_loss == 0.00002346 * 0.95 # setting stoploss_on_exchange_interval to 0 seconds freqtrade.strategy.order_types['stoploss_on_exchange_interval'] = 0 @@ -1325,10 +1333,10 @@ def test_handle_stoploss_on_exchange_trailing(mocker, default_conf, fee, caplog, assert freqtrade.handle_stoploss_on_exchange(trade) is False cancel_order_mock.assert_called_once_with(100, 'ETH/BTC') - stoploss_order_mock.assert_called_once_with(amount=85.25149190110828, + stoploss_order_mock.assert_called_once_with(amount=85.32423208191126, pair='ETH/BTC', order_types=freqtrade.strategy.order_types, - stop_price=0.00002344 * 0.95) + stop_price=0.00002346 * 0.95) # price fell below stoploss, so dry-run sells trade. mocker.patch('freqtrade.exchange.Exchange.fetch_ticker', MagicMock(return_value={ @@ -1510,12 +1518,12 @@ def test_tsl_on_exchange_compatible_with_edge(mocker, edge_conf, fee, caplog, assert freqtrade.handle_stoploss_on_exchange(trade) is False # stoploss should be set to 1% as trailing is on - assert trade.stop_loss == 0.00002344 * 0.99 + assert trade.stop_loss == 0.00002346 * 0.99 cancel_order_mock.assert_called_once_with(100, 'NEO/BTC') - stoploss_order_mock.assert_called_once_with(amount=2131074.168797954, + stoploss_order_mock.assert_called_once_with(amount=2132892.491467577, pair='NEO/BTC', order_types=freqtrade.strategy.order_types, - stop_price=0.00002344 * 0.99) + stop_price=0.00002346 * 0.99) def test_enter_positions(mocker, default_conf, caplog) -> None: @@ -2292,12 +2300,12 @@ def test_execute_sell_up(default_conf, ticker, fee, ticker_sell_up, mocker) -> N 'pair': 'ETH/BTC', 'gain': 'profit', 'limit': 1.172e-05, - 'amount': 90.99181073703367, + 'amount': 91.07468123861567, 'order_type': 'limit', - 'open_rate': 1.099e-05, - 'current_rate': 1.172e-05, - 'profit_amount': 6.126e-05, - 'profit_percent': 0.0611052, + 'open_rate': 1.098e-05, + 'current_rate': 1.173e-05, + 'profit_amount': 6.223e-05, + 'profit_percent': 0.0620716, 'stake_currency': 'BTC', 'fiat_currency': 'USD', 'sell_reason': SellType.ROI.value, @@ -2341,12 +2349,12 @@ def test_execute_sell_down(default_conf, ticker, fee, ticker_sell_down, mocker) 'pair': 'ETH/BTC', 'gain': 'loss', 'limit': 1.044e-05, - 'amount': 90.99181073703367, + 'amount': 91.07468123861567, 'order_type': 'limit', - 'open_rate': 1.099e-05, - 'current_rate': 1.044e-05, - 'profit_amount': -5.492e-05, - 'profit_percent': -0.05478342, + 'open_rate': 1.098e-05, + 'current_rate': 1.043e-05, + 'profit_amount': -5.406e-05, + 'profit_percent': -0.05392257, 'stake_currency': 'BTC', 'fiat_currency': 'USD', 'sell_reason': SellType.STOP_LOSS.value, @@ -2397,12 +2405,12 @@ def test_execute_sell_down_stoploss_on_exchange_dry_run(default_conf, ticker, fe 'pair': 'ETH/BTC', 'gain': 'loss', 'limit': 1.08801e-05, - 'amount': 90.99181073703367, + 'amount': 91.07468123861567, 'order_type': 'limit', - 'open_rate': 1.099e-05, - 'current_rate': 1.044e-05, - 'profit_amount': -1.498e-05, - 'profit_percent': -0.01493766, + 'open_rate': 1.098e-05, + 'current_rate': 1.043e-05, + 'profit_amount': -1.408e-05, + 'profit_percent': -0.01404051, 'stake_currency': 'BTC', 'fiat_currency': 'USD', 'sell_reason': SellType.STOP_LOSS.value, @@ -2587,7 +2595,7 @@ def test_execute_sell_market_order(default_conf, ticker, fee, freqtrade.execute_sell(trade=trade, limit=ticker_sell_up()['bid'], sell_reason=SellType.ROI) assert not trade.is_open - assert trade.close_profit == 0.0611052 + assert trade.close_profit == 0.0620716 assert rpc_mock.call_count == 2 last_msg = rpc_mock.call_args_list[-1][0][0] @@ -2597,12 +2605,12 @@ def test_execute_sell_market_order(default_conf, ticker, fee, 'pair': 'ETH/BTC', 'gain': 'profit', 'limit': 1.172e-05, - 'amount': 90.99181073703367, + 'amount': 91.07468123861567, 'order_type': 'market', - 'open_rate': 1.099e-05, - 'current_rate': 1.172e-05, - 'profit_amount': 6.126e-05, - 'profit_percent': 0.0611052, + 'open_rate': 1.098e-05, + 'current_rate': 1.173e-05, + 'profit_amount': 6.223e-05, + 'profit_percent': 0.0620716, 'stake_currency': 'BTC', 'fiat_currency': 'USD', 'sell_reason': SellType.ROI.value, @@ -3624,13 +3632,20 @@ def test_order_book_ask_strategy(default_conf, limit_buy_order, limit_sell_order assert freqtrade.handle_trade(trade) is True -def test_get_sell_rate(default_conf, mocker, caplog, ticker, order_book_l2) -> None: - - mocker.patch.multiple( - 'freqtrade.exchange.Exchange', - get_order_book=order_book_l2, - fetch_ticker=ticker, - ) +@pytest.mark.parametrize('side,ask,bid,expected', [ + ('bid', 10.0, 11.0, 11.0), + ('bid', 10.0, 11.2, 11.2), + ('bid', 10.0, 11.0, 11.0), + ('bid', 9.8, 11.0, 11.0), + ('bid', 0.0001, 0.002, 0.002), + ('ask', 10.0, 11.0, 10.0), + ('ask', 10.11, 11.2, 10.11), + ('ask', 0.001, 0.002, 0.001), + ('ask', 0.006, 1.0, 0.006), +]) +def test_get_sell_rate(default_conf, mocker, caplog, side, bid, ask, expected) -> None: + default_conf['ask_strategy']['price_side'] = side + mocker.patch('freqtrade.exchange.Exchange.fetch_ticker', return_value={'ask': ask, 'bid': bid}) pair = "ETH/BTC" # Test regular mode @@ -3638,25 +3653,33 @@ def test_get_sell_rate(default_conf, mocker, caplog, ticker, order_book_l2) -> N rate = ft.get_sell_rate(pair, True) assert not log_has("Using cached sell rate for ETH/BTC.", caplog) assert isinstance(rate, float) - assert rate == 0.00001098 + assert rate == expected # Use caching rate = ft.get_sell_rate(pair, False) - assert rate == 0.00001098 + assert rate == expected assert log_has("Using cached sell rate for ETH/BTC.", caplog) - caplog.clear() +@pytest.mark.parametrize('side,expected', [ + ('bid', 0.043936), # Value from order_book_l2 fiture - bids side + ('ask', 0.043949), # Value from order_book_l2 fiture - asks side +]) +def test_get_sell_rate_orderbook(default_conf, mocker, caplog, side, expected, order_book_l2): # Test orderbook mode + default_conf['ask_strategy']['price_side'] = side default_conf['ask_strategy']['use_order_book'] = True default_conf['ask_strategy']['order_book_min'] = 1 default_conf['ask_strategy']['order_book_max'] = 2 + # TODO: min/max is irrelevant for this test until refactoring + pair = "ETH/BTC" + mocker.patch('freqtrade.exchange.Exchange.get_order_book', order_book_l2) ft = get_patched_freqtradebot(mocker, default_conf) rate = ft.get_sell_rate(pair, True) assert not log_has("Using cached sell rate for ETH/BTC.", caplog) assert isinstance(rate, float) - assert rate == 0.043936 + assert rate == expected rate = ft.get_sell_rate(pair, False) - assert rate == 0.043936 + assert rate == expected assert log_has("Using cached sell rate for ETH/BTC.", caplog) From 8edc3eb5fb8a6c4dc62f455f12d237c0d670b3d9 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 23 Feb 2020 15:39:12 +0100 Subject: [PATCH 27/76] Use generator to generate sell price scaffold testing --- freqtrade/freqtradebot.py | 24 +++++++++++++++++------- 1 file changed, 17 insertions(+), 7 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 2c9a960a4..22a73a273 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -619,6 +619,15 @@ class FreqtradeBot: return trades_closed + def _order_book_gen(self, pair: str, side: str, order_book_max: int = 1, + order_book_min: int = 1): + """ + Helper generator to query orderbook in loop (used for early sell-order placing) + """ + order_book = self.exchange.get_order_book(pair, order_book_max) + for i in range(order_book_min, order_book_max + 1): + yield order_book[side][i - 1][0] + def get_sell_rate(self, pair: str, refresh: bool) -> float: """ Get sell rate - either using get-ticker bid or first bid based on orderbook @@ -639,9 +648,10 @@ class FreqtradeBot: config_ask_strategy = self.config.get('ask_strategy', {}) if config_ask_strategy.get('use_order_book', False): logger.debug('Using order book to get sell rate') + rate = next(self._order_book_gen(pair, f"{config_ask_strategy['price_side']}s")) - order_book = self.exchange.get_order_book(pair, 1) - rate = order_book[f"{config_ask_strategy['price_side']}s"][0][0] + # order_book = self.exchange.get_order_book(pair, 1) + # rate = order_book[f"{config_ask_strategy['price_side']}s"][0][0] else: rate = self.exchange.fetch_ticker(pair)[config_ask_strategy['price_side']] @@ -674,12 +684,12 @@ class FreqtradeBot: order_book_min = config_ask_strategy.get('order_book_min', 1) order_book_max = config_ask_strategy.get('order_book_max', 1) - order_book = self.exchange.get_order_book(trade.pair, order_book_max) - + order_book = self._order_book_gen(trade.pair, f"{config_ask_strategy['price_side']}s", + order_book_min=order_book_min, + order_book_max=order_book_max) for i in range(order_book_min, order_book_max + 1): - order_book_rate = order_book['asks'][i - 1][0] - logger.debug(' order book asks top %s: %0.8f', i, order_book_rate) - sell_rate = order_book_rate + sell_rate = next(order_book) + logger.debug(' order book asks top %s: %0.8f', i, sell_rate) if self._check_and_execute_sell(trade, sell_rate, buy, sell): return True From 3c5e716d8f5b3c527ae7683877fb10149c03ebe2 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 23 Feb 2020 16:00:34 +0100 Subject: [PATCH 28/76] Update some documentation regarding price_side --- docs/configuration.md | 64 ++++++++++++++++++++++++++++++++++++++----- 1 file changed, 57 insertions(+), 7 deletions(-) diff --git a/docs/configuration.md b/docs/configuration.md index b05dab7c9..54470f278 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -60,11 +60,13 @@ Mandatory parameters are marked as **Required**, which means that they are requi | `trailing_only_offset_is_reached` | Only apply trailing stoploss when the offset is reached. [stoploss documentation](stoploss.md). [Strategy Override](#parameters-in-the-strategy).
*Defaults to `false`.*
**Datatype:** Boolean | `unfilledtimeout.buy` | **Required.** How long (in minutes) the bot will wait for an unfilled buy order to complete, after which the order will be cancelled. [Strategy Override](#parameters-in-the-strategy).
**Datatype:** Integer | `unfilledtimeout.sell` | **Required.** How long (in minutes) the bot will wait for an unfilled sell order to complete, after which the order will be cancelled. [Strategy Override](#parameters-in-the-strategy).
**Datatype:** Integer -| `bid_strategy.ask_last_balance` | **Required.** Set the bidding price. More information [below](#buy-price-without-orderbook). +| `bid_strategy.price_side` | Select the side of the spread the bot should look at to get the buy rate. [More information below](#buy-price-side).
*Defaults to `bid`.*
**Datatype:** String (either `ask` or `bid`). +| `bid_strategy.ask_last_balance` | **Required.** Set the bidding price. More information [below](#buy-price-without-orderbook-enabled). | `bid_strategy.use_order_book` | Enable buying using the rates in [Order Book Bids](#buy-price-with-orderbook-enabled).
**Datatype:** Boolean | `bid_strategy.order_book_top` | Bot will use the top N rate in Order Book Bids to buy. I.e. a value of 2 will allow the bot to pick the 2nd bid rate in [Order Book Bids](#buy-price-with-orderbook-enabled).
*Defaults to `1`.*
**Datatype:** Positive Integer | `bid_strategy. check_depth_of_market.enabled` | Do not buy if the difference of buy orders and sell orders is met in Order Book. [Check market depth](#check-depth-of-market).
*Defaults to `false`.*
**Datatype:** Boolean | `bid_strategy. check_depth_of_market.bids_to_ask_delta` | The difference ratio of buy orders and sell orders found in Order Book. A value below 1 means sell order size is greater, while value greater than 1 means buy order size is higher. [Check market depth](#check-depth-of-market)
*Defaults to `0`.*
**Datatype:** Float (as ratio) +| `ask_strategy.price_side` | Select the side of the spread the bot should look at to get the sell rate. [More information below](#sell-price-side).
*Defaults to `ask`.*
**Datatype:** String (either `ask` or `bid`). | `ask_strategy.use_order_book` | Enable selling of open trades using [Order Book Asks](#sell-price-with-orderbook-enabled).
**Datatype:** Boolean | `ask_strategy.order_book_min` | Bot will scan from the top min to max Order Book Asks searching for a profitable rate.
*Defaults to `1`.*
**Datatype:** Positive Integer | `ask_strategy.order_book_max` | Bot will scan from the top min to max Order Book Asks searching for a profitable rate.
*Defaults to `1`.*
**Datatype:** Positive Integer @@ -461,23 +463,71 @@ Orderbook `bid` (buy) side depth is then divided by the orderbook `ask` (sell) s !!! Note A delta value below 1 means that `ask` (sell) orderbook side depth is greater than the depth of the `bid` (buy) orderbook side, while a value greater than 1 means opposite (depth of the buy side is higher than the depth of the sell side). +#### Buy price side + +The configuration option `bid_strategy.price_side` defines the side of the spread the bot looks for when buying. + +The following displays an orderbook. + +``` explanation +... +103 +102 +101 # ask +-------------Current spread +99 # bid +98 +97 +... +``` + +If `bid_strategy.price_side` is set to `"bid"`, then the bot will use 99 as buying price. +In line with that, if `bid_strategy.price_side` is set to `"ask"`, then the bot will use 101 as buying price. + +Using `ask` price often guarantees quicker filled orders, but the bot can also end up paying more than what would have been necessary. + + #### Buy price with Orderbook enabled -When buying with the orderbook enabled (`bid_strategy.use_order_book=True`), Freqtrade fetches the `bid_strategy.order_book_top` entries from the orderbook and then uses the entry specified as `bid_strategy.order_book_top` on the `bid` (buy) side of the orderbook. 1 specifies the topmost entry in the orderbook, while 2 would use the 2nd entry in the orderbook, and so on. +When buying with the orderbook enabled (`bid_strategy.use_order_book=True`), Freqtrade fetches the `bid_strategy.order_book_top` entries from the orderbook and then uses the entry specified as `bid_strategy.order_book_top` on the configured side (`bid_strategy.price_side`) of the orderbook. 1 specifies the topmost entry in the orderbook, while 2 would use the 2nd entry in the orderbook, and so on. #### Buy price without Orderbook enabled -When not using orderbook (`bid_strategy.use_order_book=False`), Freqtrade uses the best `ask` (sell) price from the ticker if it's below the `last` traded price from the ticker. Otherwise (when the `ask` price is not below the `last` price), it calculates a rate between `ask` and `last` price. +The following section uses `side` as the configured `bid_strategy.price_side`. -The `bid_strategy.ask_last_balance` configuration parameter controls this. A value of `0.0` will use `ask` price, while `1.0` will use the `last` price and values between those interpolate between ask and last price. +When not using orderbook (`bid_strategy.use_order_book=False`), Freqtrade uses the best `side` price from the ticker if it's below the `last` traded price from the ticker. Otherwise (when the `side` price is above the `last` price), it calculates a rate between `side` and `last` price. -Using `ask` price often guarantees quicker success in the bid, but the bot can also end up paying more than what would have been necessary. +The `bid_strategy.ask_last_balance` configuration parameter controls this. A value of `0.0` will use `side` price, while `1.0` will use the `last` price and values between those interpolate between ask and last price. ### Sell price +#### Sell price side + +The configuration option `ask_strategy.price_side` defines the side of the spread the bot looks for when selling. + +The following displays an orderbook: + +``` explanation +... +103 +102 +101 # ask +-------------Current spread +99 # bid +98 +97 +... +``` + +If `ask_strategy.price_side` is set to `"ask"`, then the bot will use 101 as selling price. +In line with that, if `ask_strategy.price_side` is set to `"bid"`, then the bot will use 99 as selling price. + #### Sell price with Orderbook enabled -When selling with the orderbook enabled (`ask_strategy.use_order_book=True`), Freqtrade fetches the `ask_strategy.order_book_max` entries in the orderbook. Then each of the orderbook steps between `ask_strategy.order_book_min` and `ask_strategy.order_book_max` on the `ask` orderbook side are validated for a profitable sell-possibility based on the strategy configuration and the sell order is placed at the first profitable spot. +When selling with the orderbook enabled (`ask_strategy.use_order_book=True`), Freqtrade fetches the `ask_strategy.order_book_max` entries in the orderbook. Then each of the orderbook steps between `ask_strategy.order_book_min` and `ask_strategy.order_book_max` on the configured orderbook side are validated for a profitable sell-possibility based on the strategy configuration and the sell order is placed at the first profitable spot. + +!!! Note: + Using `order_book_max` higher than `order_book_min` only makes sense when ask_strategy.price_side is set to `"ask"`. The idea here is to place the sell order early, to be ahead in the queue. @@ -488,7 +538,7 @@ A fixed slot (mirroring `bid_strategy.order_book_top`) can be defined by setting #### Sell price without Orderbook enabled -When not using orderbook (`ask_strategy.use_order_book=False`), the `bid` price from the ticker will be used as the sell price. +When not using orderbook (`ask_strategy.use_order_book=False`), the price at the `ask_strategy.price_side` side (defaults to `"ask"`) from the ticker will be used as the sell price. ## Pairlists From 0fea3a7ea74451243a9518d3059599d15ea7a9aa Mon Sep 17 00:00:00 2001 From: Matthias Date: Wed, 26 Feb 2020 19:49:54 +0100 Subject: [PATCH 29/76] Some final polish to configurable_side --- docs/configuration.md | 2 +- freqtrade/freqtradebot.py | 4 +--- tests/test_freqtradebot.py | 3 ++- 3 files changed, 4 insertions(+), 5 deletions(-) diff --git a/docs/configuration.md b/docs/configuration.md index 54470f278..c70f3425c 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -526,7 +526,7 @@ In line with that, if `ask_strategy.price_side` is set to `"bid"`, then the bot When selling with the orderbook enabled (`ask_strategy.use_order_book=True`), Freqtrade fetches the `ask_strategy.order_book_max` entries in the orderbook. Then each of the orderbook steps between `ask_strategy.order_book_min` and `ask_strategy.order_book_max` on the configured orderbook side are validated for a profitable sell-possibility based on the strategy configuration and the sell order is placed at the first profitable spot. -!!! Note: +!!! Note Using `order_book_max` higher than `order_book_min` only makes sense when ask_strategy.price_side is set to `"ask"`. The idea here is to place the sell order early, to be ahead in the queue. diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 22a73a273..53493ad4c 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -647,12 +647,10 @@ class FreqtradeBot: config_ask_strategy = self.config.get('ask_strategy', {}) if config_ask_strategy.get('use_order_book', False): + # This code is only used for notifications, selling uses the generator directly logger.debug('Using order book to get sell rate') rate = next(self._order_book_gen(pair, f"{config_ask_strategy['price_side']}s")) - # order_book = self.exchange.get_order_book(pair, 1) - # rate = order_book[f"{config_ask_strategy['price_side']}s"][0][0] - else: rate = self.exchange.fetch_ticker(pair)[config_ask_strategy['price_side']] self._sell_rate_cache[pair] = rate diff --git a/tests/test_freqtradebot.py b/tests/test_freqtradebot.py index 655fe4684..49000382f 100644 --- a/tests/test_freqtradebot.py +++ b/tests/test_freqtradebot.py @@ -922,7 +922,8 @@ def test_process_informative_pairs_added(default_conf, ticker, mocker) -> None: ('bid', 4, 5, 10, 1.0, 5), # last bigger than bid ('bid', 4, 5, 10, 0.5, 5), # last bigger than bid ]) -def test_get_buy_rate(mocker, default_conf, caplog, side, ask, bid, last, last_ab, expected) -> None: +def test_get_buy_rate(mocker, default_conf, caplog, side, ask, bid, + last, last_ab, expected) -> None: default_conf['bid_strategy']['ask_last_balance'] = last_ab default_conf['bid_strategy']['price_side'] = side freqtrade = get_patched_freqtradebot(mocker, default_conf) From b6839289ec2cba080c3bfeb2d956e1e70660770e Mon Sep 17 00:00:00 2001 From: Matthias Date: Wed, 26 Feb 2020 20:03:03 +0100 Subject: [PATCH 30/76] Add price_side to sample config files --- config_full.json.example | 2 ++ freqtrade/templates/base_config.json.j2 | 2 ++ 2 files changed, 4 insertions(+) diff --git a/config_full.json.example b/config_full.json.example index cdb7e841e..f0414bd0d 100644 --- a/config_full.json.example +++ b/config_full.json.example @@ -25,6 +25,7 @@ "sell": 30 }, "bid_strategy": { + "price_side": "bid", "use_order_book": false, "ask_last_balance": 0.0, "order_book_top": 1, @@ -34,6 +35,7 @@ } }, "ask_strategy":{ + "price_side": "ask", "use_order_book": false, "order_book_min": 1, "order_book_max": 9, diff --git a/freqtrade/templates/base_config.json.j2 b/freqtrade/templates/base_config.json.j2 index 88edeb1e8..0049d59a0 100644 --- a/freqtrade/templates/base_config.json.j2 +++ b/freqtrade/templates/base_config.json.j2 @@ -11,6 +11,7 @@ "sell": 30 }, "bid_strategy": { + "price_side": "bid", "ask_last_balance": 0.0, "use_order_book": false, "order_book_top": 1, @@ -20,6 +21,7 @@ } }, "ask_strategy": { + "price_side": "ask", "use_order_book": false, "order_book_min": 1, "order_book_max": 9, From 55d471190a3afc52984edab5035b460abd429434 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Thu, 27 Feb 2020 13:28:28 +0100 Subject: [PATCH 31/76] Changed table style of backtesting and alignment of headers --- freqtrade/optimize/backtesting.py | 47 +++++++++++++++---------- freqtrade/optimize/optimize_reports.py | 8 ++--- tests/optimize/test_optimize_reports.py | 43 +++++++++++----------- 3 files changed, 53 insertions(+), 45 deletions(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index c18aefc76..94441ce24 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -423,28 +423,37 @@ class Backtesting: strategy if len(self.strategylist) > 1 else None) print(f"Result for strategy {strategy}") - print(' BACKTESTING REPORT '.center(133, '=')) - print(generate_text_table(data, - stake_currency=self.config['stake_currency'], - max_open_trades=self.config['max_open_trades'], - results=results)) + table = generate_text_table(data, stake_currency=self.config['stake_currency'], + max_open_trades=self.config['max_open_trades'], + results=results) + if isinstance(table, str): + print(' BACKTESTING REPORT '.center(len(table.splitlines()[0]), '=')) + print(table) - print(' SELL REASON STATS '.center(133, '=')) - print(generate_text_table_sell_reason(data, - stake_currency=self.config['stake_currency'], - max_open_trades=self.config['max_open_trades'], - results=results)) + table = generate_text_table_sell_reason(data, + stake_currency=self.config['stake_currency'], + max_open_trades=self.config['max_open_trades'], + results=results) + if isinstance(table, str): + print(' SELL REASON STATS '.center(len(table.splitlines()[0]), '=')) + print(table) - print(' LEFT OPEN TRADES REPORT '.center(133, '=')) - print(generate_text_table(data, - stake_currency=self.config['stake_currency'], - max_open_trades=self.config['max_open_trades'], - results=results.loc[results.open_at_end], skip_nan=True)) + table = generate_text_table(data, + stake_currency=self.config['stake_currency'], + max_open_trades=self.config['max_open_trades'], + results=results.loc[results.open_at_end], skip_nan=True) + if isinstance(table, str): + print(' LEFT OPEN TRADES REPORT '.center(len(table.splitlines()[0]), '=')) + print(table) + if isinstance(table, str): + print('=' * len(table.splitlines()[0])) print() if len(all_results) > 1: # Print Strategy summary table - print(' STRATEGY SUMMARY '.center(133, '=')) - print(generate_text_table_strategy(self.config['stake_currency'], - self.config['max_open_trades'], - all_results=all_results)) + table = generate_text_table_strategy(self.config['stake_currency'], + self.config['max_open_trades'], + all_results=all_results) + print(' STRATEGY SUMMARY '.center(len(table.splitlines()[0]), '=')) + print(table) + print('=' * len(table.splitlines()[0])) print('\nFor more details, please look at the detail tables above') diff --git a/freqtrade/optimize/optimize_reports.py b/freqtrade/optimize/optimize_reports.py index b00adbd48..39bde50a8 100644 --- a/freqtrade/optimize/optimize_reports.py +++ b/freqtrade/optimize/optimize_reports.py @@ -66,7 +66,7 @@ def generate_text_table(data: Dict[str, Dict], stake_currency: str, max_open_tra ]) # Ignore type as floatfmt does allow tuples but mypy does not know that return tabulate(tabular_data, headers=headers, - floatfmt=floatfmt, tablefmt="pipe") # type: ignore + floatfmt=floatfmt, tablefmt="orgtbl", stralign="right") # type: ignore def generate_text_table_sell_reason( @@ -112,7 +112,7 @@ def generate_text_table_sell_reason( profit_percent_tot, ] ) - return tabulate(tabular_data, headers=headers, tablefmt="pipe") + return tabulate(tabular_data, headers=headers, tablefmt="orgtbl", stralign="right") def generate_text_table_strategy(stake_currency: str, max_open_trades: str, @@ -146,7 +146,7 @@ def generate_text_table_strategy(stake_currency: str, max_open_trades: str, ]) # Ignore type as floatfmt does allow tuples but mypy does not know that return tabulate(tabular_data, headers=headers, - floatfmt=floatfmt, tablefmt="pipe") # type: ignore + floatfmt=floatfmt, tablefmt="orgtbl", stralign="right") # type: ignore def generate_edge_table(results: dict) -> str: @@ -172,4 +172,4 @@ def generate_edge_table(results: dict) -> str: # Ignore type as floatfmt does allow tuples but mypy does not know that return tabulate(tabular_data, headers=headers, - floatfmt=floatfmt, tablefmt="pipe") # type: ignore + floatfmt=floatfmt, tablefmt="orgtbl", stralign="right") # type: ignore diff --git a/tests/optimize/test_optimize_reports.py b/tests/optimize/test_optimize_reports.py index 57e928cca..285ecaa02 100644 --- a/tests/optimize/test_optimize_reports.py +++ b/tests/optimize/test_optimize_reports.py @@ -22,14 +22,14 @@ def test_generate_text_table(default_conf, mocker): ) result_str = ( - '| Pair | Buys | Avg Profit % | Cum Profit % | Tot Profit BTC |' - ' Tot Profit % | Avg Duration | Wins | Draws | Losses |\n' - '|:--------|-------:|---------------:|---------------:|-----------------:|' - '---------------:|:---------------|-------:|--------:|---------:|\n' + '| Pair | Buys | Avg Profit % | Cum Profit % | Tot Profit BTC |' + ' Tot Profit % | Avg Duration | Wins | Draws | Losses |\n' + '|---------+--------+----------------+----------------+------------------+' + '----------------+----------------+--------+---------+----------|\n' '| ETH/BTC | 2 | 15.00 | 30.00 | 0.60000000 |' - ' 15.00 | 0:20:00 | 2 | 0 | 0 |\n' - '| TOTAL | 2 | 15.00 | 30.00 | 0.60000000 |' - ' 15.00 | 0:20:00 | 2 | 0 | 0 |' + ' 15.00 | 0:20:00 | 2 | 0 | 0 |\n' + '| TOTAL | 2 | 15.00 | 30.00 | 0.60000000 |' + ' 15.00 | 0:20:00 | 2 | 0 | 0 |' ) assert generate_text_table(data={'ETH/BTC': {}}, stake_currency='BTC', max_open_trades=2, @@ -52,13 +52,13 @@ def test_generate_text_table_sell_reason(default_conf, mocker): ) result_str = ( - '| Sell Reason | Sells | Wins | Draws | Losses |' + '| Sell Reason | Sells | Wins | Draws | Losses |' ' Avg Profit % | Cum Profit % | Tot Profit BTC | Tot Profit % |\n' - '|:--------------|--------:|-------:|--------:|---------:|' - '---------------:|---------------:|-----------------:|---------------:|\n' - '| roi | 2 | 2 | 0 | 0 |' + '|---------------+---------+--------+---------+----------+' + '----------------+----------------+------------------+----------------|\n' + '| roi | 2 | 2 | 0 | 0 |' ' 15 | 30 | 0.6 | 15 |\n' - '| stop_loss | 1 | 0 | 0 | 1 |' + '| stop_loss | 1 | 0 | 0 | 1 |' ' -10 | -10 | -0.2 | -5 |' ) assert generate_text_table_sell_reason( @@ -95,14 +95,14 @@ def test_generate_text_table_strategy(default_conf, mocker): ) result_str = ( - '| Strategy | Buys | Avg Profit % | Cum Profit % | Tot' - ' Profit BTC | Tot Profit % | Avg Duration | Wins | Draws | Losses |\n' - '|:--------------|-------:|---------------:|---------------:|------' - '-----------:|---------------:|:---------------|-------:|--------:|---------:|\n' - '| TestStrategy1 | 3 | 20.00 | 60.00 | ' - ' 1.10000000 | 30.00 | 0:17:00 | 3 | 0 | 0 |\n' - '| TestStrategy2 | 3 | 30.00 | 90.00 | ' - ' 1.30000000 | 45.00 | 0:20:00 | 3 | 0 | 0 |' + '| Strategy | Buys | Avg Profit % | Cum Profit % | Tot' + ' Profit BTC | Tot Profit % | Avg Duration | Wins | Draws | Losses |\n' + '|---------------+--------+----------------+----------------+------------------+' + '----------------+----------------+--------+---------+----------|\n' + '| TestStrategy1 | 3 | 20.00 | 60.00 | 1.10000000 |' + ' 30.00 | 0:17:00 | 3 | 0 | 0 |\n' + '| TestStrategy2 | 3 | 30.00 | 90.00 | 1.30000000 |' + ' 45.00 | 0:20:00 | 3 | 0 | 0 |' ) assert generate_text_table_strategy('BTC', 2, all_results=results) == result_str @@ -111,8 +111,7 @@ def test_generate_edge_table(edge_conf, mocker): results = {} results['ETH/BTC'] = PairInfo(-0.01, 0.60, 2, 1, 3, 10, 60) - - assert generate_edge_table(results).count(':|') == 7 + assert generate_edge_table(results).count('+') == 7 assert generate_edge_table(results).count('| ETH/BTC |') == 1 assert generate_edge_table(results).count( '| Risk Reward Ratio | Required Risk Reward | Expectancy |') == 1 From bee8e92f0287aec18b77e936a5a5d1771aa869a0 Mon Sep 17 00:00:00 2001 From: hroff-1902 <47309513+hroff-1902@users.noreply.github.com> Date: Fri, 28 Feb 2020 23:50:25 +0300 Subject: [PATCH 32/76] Final changes, use sqrt i.o. statistics.pstdev --- freqtrade/optimize/hyperopt_loss_sortino_daily.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/freqtrade/optimize/hyperopt_loss_sortino_daily.py b/freqtrade/optimize/hyperopt_loss_sortino_daily.py index 0f81ffca5..16dc26142 100644 --- a/freqtrade/optimize/hyperopt_loss_sortino_daily.py +++ b/freqtrade/optimize/hyperopt_loss_sortino_daily.py @@ -5,7 +5,6 @@ This module defines the alternative HyperOptLoss class which can be used for Hyperoptimization. """ import math -import statistics from datetime import datetime from pandas import DataFrame, date_range @@ -56,7 +55,9 @@ class SortinoHyperOptLossDaily(IHyperOptLoss): sum_daily['downside_returns'] = 0 sum_daily.loc[total_profit < 0, 'downside_returns'] = total_profit total_downside = sum_daily['downside_returns'] - down_stdev = statistics.pstdev(total_downside, 0) + # Here total_downside contains min(0, P - MAR) values, + # where P = sum_daily["profit_percent_after_slippage"] + down_stdev = math.sqrt((total_downside**2).sum() / len(total_downside)) if (down_stdev != 0.): sortino_ratio = expected_returns_mean / down_stdev * math.sqrt(days_in_year) From 349aa2f9574d04f7f20c9c04e6008767129a17e5 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Fri, 28 Feb 2020 21:54:04 +0100 Subject: [PATCH 33/76] Added dynamic print table function to hyperopt --- freqtrade/commands/hyperopt_commands.py | 2 +- freqtrade/optimize/hyperopt.py | 22 +++++++++++++++------- 2 files changed, 16 insertions(+), 8 deletions(-) diff --git a/freqtrade/commands/hyperopt_commands.py b/freqtrade/commands/hyperopt_commands.py index ccaa59e54..72e5bf12f 100755 --- a/freqtrade/commands/hyperopt_commands.py +++ b/freqtrade/commands/hyperopt_commands.py @@ -51,7 +51,7 @@ def start_hyperopt_list(args: Dict[str, Any]) -> None: try: Hyperopt.print_result_table(config, trials, total_epochs, - not filteroptions['only_best'], print_colorized) + not filteroptions['only_best'], print_colorized, 0) except KeyboardInterrupt: print('User interrupted..') diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 66ea18bd1..84cd078a0 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -116,6 +116,7 @@ class Hyperopt: self.config['ask_strategy']['use_sell_signal'] = True self.print_all = self.config.get('print_all', False) + self.hyperopt_table_header = 0 self.print_colorized = self.config.get('print_colorized', False) self.print_json = self.config.get('print_json', False) @@ -272,8 +273,13 @@ class Hyperopt: if not self.print_all: # Separate the results explanation string from dots print("\n") - self.print_results_explanation(results, self.total_epochs, self.print_all, - self.print_colorized) + self.print_result_table(self.config, results, self.total_epochs, + self.print_all, self.print_colorized, + self.hyperopt_table_header) + if is_best: + self.hyperopt_table_header = 2 + else: + self.hyperopt_table_header = 3 @staticmethod def print_results_explanation(results, total_epochs, highlight_best: bool, @@ -299,7 +305,7 @@ class Hyperopt: @staticmethod def print_result_table(config: dict, results: list, total_epochs: int, highlight_best: bool, - print_colorized: bool) -> None: + print_colorized: bool, remove_header: int) -> None: """ Log result table """ @@ -328,7 +334,7 @@ class Hyperopt: trials['Profit'] = trials['Profit'].apply( lambda x: '{:,.2f}%'.format(x) if not isna(x) else x) trials['Total profit'] = trials['Total profit'].apply( - lambda x: '{: 11.8f} '.format(x) + config['stake_currency'] if not isna(x) else x) + lambda x: '{:,.8f} '.format(x) + config['stake_currency'] if not isna(x) else x) trials['Avg duration'] = trials['Avg duration'].apply( lambda x: '{:,.1f}m'.format(x) if not isna(x) else x) if print_colorized: @@ -343,9 +349,11 @@ class Hyperopt: str(trials.loc[i][z]), Style.RESET_ALL) trials = trials.drop(columns=['is_initial_point', 'is_best', 'is_profit']) - - print(tabulate(trials.to_dict(orient='list'), headers='keys', tablefmt='psql', - stralign="right")) + table = tabulate(trials.to_dict(orient='list'), tablefmt='psql', + headers='keys', stralign="right") + if remove_header > 0: + table = table.split("\n", remove_header)[remove_header] + print(table) def has_space(self, space: str) -> bool: """ From 5277d71913566088747c6499740bcdc68ac51f27 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 14:56:04 +0100 Subject: [PATCH 34/76] Add test for empty stake-currency --- tests/exchange/test_exchange.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/tests/exchange/test_exchange.py b/tests/exchange/test_exchange.py index 179566bb0..6bec53d49 100644 --- a/tests/exchange/test_exchange.py +++ b/tests/exchange/test_exchange.py @@ -511,6 +511,22 @@ def test_validate_pairs_stakecompatibility(default_conf, mocker, caplog): Exchange(default_conf) +def test_validate_pairs_stakecompatibility_downloaddata(default_conf, mocker, caplog): + api_mock = MagicMock() + default_conf['stake_currency'] = '' + type(api_mock).markets = PropertyMock(return_value={ + 'ETH/BTC': {'quote': 'BTC'}, 'LTC/BTC': {'quote': 'BTC'}, + 'XRP/BTC': {'quote': 'BTC'}, 'NEO/BTC': {'quote': 'BTC'}, + 'HELLO-WORLD': {'quote': 'BTC'}, + }) + mocker.patch('freqtrade.exchange.Exchange._init_ccxt', MagicMock(return_value=api_mock)) + mocker.patch('freqtrade.exchange.Exchange.validate_timeframes') + mocker.patch('freqtrade.exchange.Exchange._load_async_markets') + mocker.patch('freqtrade.exchange.Exchange.validate_stakecurrency') + + Exchange(default_conf) + + def test_validate_pairs_stakecompatibility_fail(default_conf, mocker, caplog): default_conf['exchange']['pair_whitelist'].append('HELLO-WORLD') api_mock = MagicMock() From 60579485e52dd36d1bc20344766baf9850510b57 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 14:56:36 +0100 Subject: [PATCH 35/76] fix empty stake currency problem --- freqtrade/exchange/exchange.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/exchange/exchange.py b/freqtrade/exchange/exchange.py index 799ee2c37..f6b722c9a 100644 --- a/freqtrade/exchange/exchange.py +++ b/freqtrade/exchange/exchange.py @@ -332,7 +332,8 @@ class Exchange: logger.warning(f"Pair {pair} is restricted for some users on this exchange." f"Please check if you are impacted by this restriction " f"on the exchange and eventually remove {pair} from your whitelist.") - if not self.get_pair_quote_currency(pair) == self._config['stake_currency']: + if (self._config['stake_currency'] and + not self.get_pair_quote_currency(pair) == self._config['stake_currency']): invalid_pairs.append(pair) if invalid_pairs: raise OperationalException( From 9336d8ee02d63e56513fe0a76c5bbef00aab9390 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 15:44:45 +0100 Subject: [PATCH 36/76] Try fix random testfailure --- tests/commands/test_commands.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/tests/commands/test_commands.py b/tests/commands/test_commands.py index 5f9bc0aa2..1877aaa43 100644 --- a/tests/commands/test_commands.py +++ b/tests/commands/test_commands.py @@ -447,11 +447,9 @@ def test_create_datadir_failed(caplog): def test_create_datadir(caplog, mocker): - # Ensure that caplog is empty before starting ... - # Should prevent random failures. - caplog.clear() - # Added assert here to analyze random test-failures ... - assert len(caplog.record_tuples) == 0 + + # Capture caplog length here trying to avoid random test failure + len_caplog_before = len(caplog.record_tuples) cud = mocker.patch("freqtrade.commands.deploy_commands.create_userdata_dir", MagicMock()) csf = mocker.patch("freqtrade.commands.deploy_commands.copy_sample_files", MagicMock()) @@ -464,7 +462,7 @@ def test_create_datadir(caplog, mocker): assert cud.call_count == 1 assert csf.call_count == 1 - assert len(caplog.record_tuples) == 0 + assert len(caplog.record_tuples) == len_caplog_before def test_start_new_strategy(mocker, caplog): From f25adf3b12096fab33dbcb098a8d679067334a17 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 15:48:36 +0100 Subject: [PATCH 37/76] improve and correct release documentation --- docs/developer.md | 7 +------ 1 file changed, 1 insertion(+), 6 deletions(-) diff --git a/docs/developer.md b/docs/developer.md index b128ffd2b..ef9232a59 100644 --- a/docs/developer.md +++ b/docs/developer.md @@ -234,7 +234,7 @@ git checkout -b new_release Determine if crucial bugfixes have been made between this commit and the current state, and eventually cherry-pick these. -* Edit `freqtrade/__init__.py` and add the version matching the current date (for example `2019.7` for July 2019). Minor versions can be `2019.7-1` should we need to do a second release that month. +* Edit `freqtrade/__init__.py` and add the version matching the current date (for example `2019.7` for July 2019). Minor versions can be `2019.7.1` should we need to do a second release that month. Version numbers must follow allowed versions from PEP0440 to avoid failures pushing to pypi. * Commit this part * push that branch to the remote and create a PR against the master branch @@ -268,11 +268,6 @@ Once the PR against master is merged (best right after merging): * Use "master" as reference (this step comes after the above PR is merged). * Use the above changelog as release comment (as codeblock) -### After-release - -* Update version in develop by postfixing that with `-dev` (`2019.6 -> 2019.6-dev`). -* Create a PR against develop to update that branch. - ## Releases ### pypi From 848054d140243a18e2dfa8eb70077e6be15a4f94 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 15:53:54 +0100 Subject: [PATCH 38/76] Fix jupyter notebook example - generate_candlestick_graph() needs a filtered pairlist, not a list containing all pairs --- docs/strategy_analysis_example.md | 6 ++++-- freqtrade/templates/strategy_analysis_example.ipynb | 6 ++++-- 2 files changed, 8 insertions(+), 4 deletions(-) diff --git a/docs/strategy_analysis_example.md b/docs/strategy_analysis_example.md index 53b35ca09..d26d684ce 100644 --- a/docs/strategy_analysis_example.md +++ b/docs/strategy_analysis_example.md @@ -121,7 +121,6 @@ from freqtrade.data.btanalysis import analyze_trade_parallelism # Analyze the above parallel_trades = analyze_trade_parallelism(trades, '5m') - parallel_trades.plot() ``` @@ -134,11 +133,14 @@ Freqtrade offers interactive plotting capabilities based on plotly. from freqtrade.plot.plotting import generate_candlestick_graph # Limit graph period to keep plotly quick and reactive +# Filter trades to one pair +trades_red = trades.loc[trades['pair'] == pair] + data_red = data['2019-06-01':'2019-06-10'] # Generate candlestick graph graph = generate_candlestick_graph(pair=pair, data=data_red, - trades=trades, + trades=trades_red, indicators1=['sma20', 'ema50', 'ema55'], indicators2=['rsi', 'macd', 'macdsignal', 'macdhist'] ) diff --git a/freqtrade/templates/strategy_analysis_example.ipynb b/freqtrade/templates/strategy_analysis_example.ipynb index 399235cfe..dffa308ce 100644 --- a/freqtrade/templates/strategy_analysis_example.ipynb +++ b/freqtrade/templates/strategy_analysis_example.ipynb @@ -190,7 +190,6 @@ "# Analyze the above\n", "parallel_trades = analyze_trade_parallelism(trades, '5m')\n", "\n", - "\n", "parallel_trades.plot()" ] }, @@ -212,11 +211,14 @@ "from freqtrade.plot.plotting import generate_candlestick_graph\n", "# Limit graph period to keep plotly quick and reactive\n", "\n", + "# Filter trades to one pair\n", + "trades_red = trades.loc[trades['pair'] == pair]\n", + "\n", "data_red = data['2019-06-01':'2019-06-10']\n", "# Generate candlestick graph\n", "graph = generate_candlestick_graph(pair=pair,\n", " data=data_red,\n", - " trades=trades,\n", + " trades=trades_red,\n", " indicators1=['sma20', 'ema50', 'ema55'],\n", " indicators2=['rsi', 'macd', 'macdsignal', 'macdhist']\n", " )\n", From 4c39f360844a5db0352914e190a7a933489adb4d Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 16:36:33 +0100 Subject: [PATCH 39/76] Add note about InvalidNonce to documentation --- docs/exchanges.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/docs/exchanges.md b/docs/exchanges.md index f615bc61a..70dae0aa5 100644 --- a/docs/exchanges.md +++ b/docs/exchanges.md @@ -62,6 +62,11 @@ res = [ f"{x['MarketCurrency']}/{x['BaseCurrency']}" for x in ct.publicGetMarket print(res) ``` +## All exchanges + +Should you experience constant errors with Nonce (like `InvalidNonce`), it is best to regenerate the API keys. Resetting Nonce is difficult and it's usually easier to regenerate the API keys. + + ## Random notes for other exchanges * The Ocean (exchange id: `theocean`) exchange uses Web3 functionality and requires `web3` python package to be installed: From d7373be55344f80883203fa493f766d542911882 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 16:58:22 +0100 Subject: [PATCH 40/76] Add official support for Kraken --- README.md | 3 ++- docs/configuration.md | 5 ++++- freqtrade/exchange/exchange.py | 2 +- 3 files changed, 7 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 59799da84..88070d45e 100644 --- a/README.md +++ b/README.md @@ -25,7 +25,8 @@ hesitate to read the source code and understand the mechanism of this bot. ## Exchange marketplaces supported - [X] [Bittrex](https://bittrex.com/) -- [X] [Binance](https://www.binance.com/) ([*Note for binance users](#a-note-on-binance)) +- [X] [Binance](https://www.binance.com/) ([*Note for binance users](docs/exchanges.md#blacklists)) +- [X] [Kraken](https://kraken.com/) - [ ] [113 others to tests](https://github.com/ccxt/ccxt/). _(We cannot guarantee they will work)_ ## Documentation diff --git a/docs/configuration.md b/docs/configuration.md index b05dab7c9..95af2c049 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -371,15 +371,18 @@ The possible values are: `gtc` (default), `fok` or `ioc`. Freqtrade is based on [CCXT library](https://github.com/ccxt/ccxt) that supports over 100 cryptocurrency exchange markets and trading APIs. The complete up-to-date list can be found in the [CCXT repo homepage](https://github.com/ccxt/ccxt/tree/master/python). However, the bot was tested -with only Bittrex and Binance. +with only Bittrex, Binance and Kraken. The bot was tested with the following exchanges: - [Bittrex](https://bittrex.com/): "bittrex" - [Binance](https://www.binance.com/): "binance" +- [Kraken](https://kraken.com/): "kraken" Feel free to test other exchanges and submit your PR to improve the bot. +Some exchanges require special configuration, which can be found on the [Exchange-specific Notes](exchanges.md) documentation page. + #### Sample exchange configuration A exchange configuration for "binance" would look as follows: diff --git a/freqtrade/exchange/exchange.py b/freqtrade/exchange/exchange.py index 799ee2c37..4f03bde80 100644 --- a/freqtrade/exchange/exchange.py +++ b/freqtrade/exchange/exchange.py @@ -1023,7 +1023,7 @@ def is_exchange_known_ccxt(exchange_name: str, ccxt_module: CcxtModuleType = Non def is_exchange_officially_supported(exchange_name: str) -> bool: - return exchange_name in ['bittrex', 'binance'] + return exchange_name in ['bittrex', 'binance', 'kraken'] def ccxt_exchanges(ccxt_module: CcxtModuleType = None) -> List[str]: From 18d724f7a18994ba4bf50b605218f9ee76e5750a Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 19:22:36 +0100 Subject: [PATCH 41/76] Adjust wording of supported exchanges --- docs/configuration.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/docs/configuration.md b/docs/configuration.md index 95af2c049..b3f032bc6 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -370,10 +370,9 @@ The possible values are: `gtc` (default), `fok` or `ioc`. Freqtrade is based on [CCXT library](https://github.com/ccxt/ccxt) that supports over 100 cryptocurrency exchange markets and trading APIs. The complete up-to-date list can be found in the -[CCXT repo homepage](https://github.com/ccxt/ccxt/tree/master/python). However, the bot was tested -with only Bittrex, Binance and Kraken. - -The bot was tested with the following exchanges: +[CCXT repo homepage](https://github.com/ccxt/ccxt/tree/master/python). + However, the bot was tested by the development team with only Bittrex, Binance and Kraken, + so the these are the only officially supported exhanges: - [Bittrex](https://bittrex.com/): "bittrex" - [Binance](https://www.binance.com/): "binance" From 60f04cff4de955361b310295b702150e256b8789 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 29 Feb 2020 20:41:03 +0100 Subject: [PATCH 42/76] Simplify expression --- freqtrade/exchange/exchange.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/exchange/exchange.py b/freqtrade/exchange/exchange.py index f6b722c9a..d1397a282 100644 --- a/freqtrade/exchange/exchange.py +++ b/freqtrade/exchange/exchange.py @@ -333,7 +333,7 @@ class Exchange: f"Please check if you are impacted by this restriction " f"on the exchange and eventually remove {pair} from your whitelist.") if (self._config['stake_currency'] and - not self.get_pair_quote_currency(pair) == self._config['stake_currency']): + self.get_pair_quote_currency(pair) != self._config['stake_currency']): invalid_pairs.append(pair) if invalid_pairs: raise OperationalException( From 23ae0653bd6a92ccdfc0a513dde1fa7f120ceb49 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Sat, 29 Feb 2020 23:24:08 +0100 Subject: [PATCH 43/76] Changed table output to match hyperopt-list command --- freqtrade/optimize/hyperopt.py | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 84cd078a0..700614453 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -276,10 +276,7 @@ class Hyperopt: self.print_result_table(self.config, results, self.total_epochs, self.print_all, self.print_colorized, self.hyperopt_table_header) - if is_best: - self.hyperopt_table_header = 2 - else: - self.hyperopt_table_header = 3 + self.hyperopt_table_header = 2 @staticmethod def print_results_explanation(results, total_epochs, highlight_best: bool, @@ -349,10 +346,17 @@ class Hyperopt: str(trials.loc[i][z]), Style.RESET_ALL) trials = trials.drop(columns=['is_initial_point', 'is_best', 'is_profit']) - table = tabulate(trials.to_dict(orient='list'), tablefmt='psql', - headers='keys', stralign="right") if remove_header > 0: + table = tabulate(trials.to_dict(orient='list'), tablefmt='orgtbl', + headers='keys', stralign="right") table = table.split("\n", remove_header)[remove_header] + elif remove_header < 0: + table = tabulate(trials.to_dict(orient='list'), tablefmt='psql', + headers='keys', stralign="right") + table = "\n".join(table.split("\n")[0:remove_header]) + else: + table = tabulate(trials.to_dict(orient='list'), tablefmt='psql', + headers='keys', stralign="right") print(table) def has_space(self, space: str) -> bool: @@ -541,7 +545,7 @@ class Hyperopt: def start(self) -> None: self.random_state = self._set_random_state(self.config.get('hyperopt_random_state', None)) logger.info(f"Using optimizer random state: {self.random_state}") - + self.hyperopt_table_header = -1 data, timerange = self.backtesting.load_bt_data() preprocessed = self.backtesting.strategy.tickerdata_to_dataframe(data) From 7a4edb1cd8f0c397bd16b19bcb67c4e0b7f40fd9 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Sat, 29 Feb 2020 23:41:59 +0100 Subject: [PATCH 44/76] Fix: When total epochs is less than cpu cores --- freqtrade/optimize/hyperopt.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 66ea18bd1..ee3f4d2c4 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -557,6 +557,8 @@ class Hyperopt: cpus = cpu_count() logger.info(f"Found {cpus} CPU cores. Let's make them scream!") config_jobs = self.config.get('hyperopt_jobs', -1) + if self.total_epochs < cpus: + config_jobs = self.total_epochs logger.info(f'Number of parallel jobs set as: {config_jobs}') self.dimensions: List[Dimension] = self.hyperopt_space() From e89fd33229e0b8c6e9ebbd8e49920205fcf0a81c Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Sat, 29 Feb 2020 23:57:15 +0100 Subject: [PATCH 45/76] Fix for more arguments --- freqtrade/optimize/hyperopt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index ee3f4d2c4..6b334507a 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -557,7 +557,7 @@ class Hyperopt: cpus = cpu_count() logger.info(f"Found {cpus} CPU cores. Let's make them scream!") config_jobs = self.config.get('hyperopt_jobs', -1) - if self.total_epochs < cpus: + if self.total_epochs < cpus and (config_jobs > self.total_epochs or config_jobs < 0): config_jobs = self.total_epochs logger.info(f'Number of parallel jobs set as: {config_jobs}') From 267416ecedf34c4019cac403fe18f808c38a2b06 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Sun, 1 Mar 2020 03:11:00 +0100 Subject: [PATCH 46/76] Changed test for new table printing --- tests/optimize/test_hyperopt.py | 129 +++++++++++++++++++++++++++----- 1 file changed, 109 insertions(+), 20 deletions(-) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index e3212e0cd..0fa5b9536 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -390,17 +390,30 @@ def test_onlyprofit_loss_prefers_higher_profits(default_conf, hyperopt_results) def test_log_results_if_loss_improves(hyperopt, capsys) -> None: hyperopt.current_best_loss = 2 hyperopt.total_epochs = 2 + hyperopt.print_results( { - 'is_best': True, 'loss': 1, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + }, + 'total_profit': 0, 'current_epoch': 2, # This starts from 1 (in a human-friendly manner) - 'results_explanation': 'foo.', - 'is_initial_point': False + 'is_initial_point': False, + 'is_best': True } ) out, err = capsys.readouterr() - assert ' 2/2: foo. Objective: 1.00000' in out + result_str = ( + '| Best | 2/2 | 1 | 0.10% | 0.00100000 BTC |' + ' 1.00% | 20.0m | 1 |' + ) + assert result_str in out def test_no_log_if_loss_does_not_improve(hyperopt, caplog) -> None: @@ -467,7 +480,16 @@ def test_start_calls_optimizer(mocker, default_conf, caplog, capsys) -> None: parallel = mocker.patch( 'freqtrade.optimize.hyperopt.Hyperopt.run_optimizer_parallel', MagicMock(return_value=[{'loss': 1, 'results_explanation': 'foo result', - 'params': {'buy': {}, 'sell': {}, 'roi': {}, 'stoploss': 0.0}}]) + 'params': {'buy': {}, 'sell': {}, 'roi': {}, 'stoploss': 0.0}, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + }, + }]) ) patch_exchange(mocker) # Co-test loading ticker-interval from strategy @@ -761,11 +783,23 @@ def test_print_json_spaces_all(mocker, default_conf, caplog, capsys) -> None: parallel = mocker.patch( 'freqtrade.optimize.hyperopt.Hyperopt.run_optimizer_parallel', - MagicMock(return_value=[{'loss': 1, 'results_explanation': 'foo result', 'params': {}, - 'params_details': {'buy': {'mfi-value': None}, - 'sell': {'sell-mfi-value': None}, - 'roi': {}, 'stoploss': {'stoploss': None}, - 'trailing': {'trailing_stop': None}}}]) + MagicMock(return_value=[{ + 'loss': 1, 'results_explanation': 'foo result', 'params': {}, + 'params_details': { + 'buy': {'mfi-value': None}, + 'sell': {'sell-mfi-value': None}, + 'roi': {}, 'stoploss': {'stoploss': None}, + 'trailing': {'trailing_stop': None} + }, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + } + }]) ) patch_exchange(mocker) @@ -787,7 +821,11 @@ def test_print_json_spaces_all(mocker, default_conf, caplog, capsys) -> None: parallel.assert_called_once() out, err = capsys.readouterr() - assert '{"params":{"mfi-value":null,"sell-mfi-value":null},"minimal_roi":{},"stoploss":null,"trailing_stop":null}' in out # noqa: E501 + result_str = ( + '{"params":{"mfi-value":null,"sell-mfi-value":null},"minimal_roi"' + ':{},"stoploss":null,"trailing_stop":null}' + ) + assert result_str in out # noqa: E501 assert dumper.called # Should be called twice, once for tickerdata, once to save evaluations assert dumper.call_count == 2 @@ -804,10 +842,22 @@ def test_print_json_spaces_default(mocker, default_conf, caplog, capsys) -> None parallel = mocker.patch( 'freqtrade.optimize.hyperopt.Hyperopt.run_optimizer_parallel', - MagicMock(return_value=[{'loss': 1, 'results_explanation': 'foo result', 'params': {}, - 'params_details': {'buy': {'mfi-value': None}, - 'sell': {'sell-mfi-value': None}, - 'roi': {}, 'stoploss': {'stoploss': None}}}]) + MagicMock(return_value=[{ + 'loss': 1, 'results_explanation': 'foo result', 'params': {}, + 'params_details': { + 'buy': {'mfi-value': None}, + 'sell': {'sell-mfi-value': None}, + 'roi': {}, 'stoploss': {'stoploss': None} + }, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + } + }]) ) patch_exchange(mocker) @@ -846,8 +896,18 @@ def test_print_json_spaces_roi_stoploss(mocker, default_conf, caplog, capsys) -> parallel = mocker.patch( 'freqtrade.optimize.hyperopt.Hyperopt.run_optimizer_parallel', - MagicMock(return_value=[{'loss': 1, 'results_explanation': 'foo result', 'params': {}, - 'params_details': {'roi': {}, 'stoploss': {'stoploss': None}}}]) + MagicMock(return_value=[{ + 'loss': 1, 'results_explanation': 'foo result', 'params': {}, + 'params_details': {'roi': {}, 'stoploss': {'stoploss': None}}, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + } + }]) ) patch_exchange(mocker) @@ -887,7 +947,16 @@ def test_simplified_interface_roi_stoploss(mocker, default_conf, caplog, capsys) parallel = mocker.patch( 'freqtrade.optimize.hyperopt.Hyperopt.run_optimizer_parallel', MagicMock(return_value=[{ - 'loss': 1, 'results_explanation': 'foo result', 'params': {'stoploss': 0.0}}]) + 'loss': 1, 'results_explanation': 'foo result', 'params': {'stoploss': 0.0}, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + } + }]) ) patch_exchange(mocker) @@ -965,7 +1034,17 @@ def test_simplified_interface_buy(mocker, default_conf, caplog, capsys) -> None: parallel = mocker.patch( 'freqtrade.optimize.hyperopt.Hyperopt.run_optimizer_parallel', - MagicMock(return_value=[{'loss': 1, 'results_explanation': 'foo result', 'params': {}}]) + MagicMock(return_value=[{ + 'loss': 1, 'results_explanation': 'foo result', 'params': {}, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + } + }]) ) patch_exchange(mocker) @@ -1012,7 +1091,17 @@ def test_simplified_interface_sell(mocker, default_conf, caplog, capsys) -> None parallel = mocker.patch( 'freqtrade.optimize.hyperopt.Hyperopt.run_optimizer_parallel', - MagicMock(return_value=[{'loss': 1, 'results_explanation': 'foo result', 'params': {}}]) + MagicMock(return_value=[{ + 'loss': 1, 'results_explanation': 'foo result', 'params': {}, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + } + }]) ) patch_exchange(mocker) From 379275e2d6446f8f5950a61b0b233933c851f632 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Sun, 1 Mar 2020 03:24:04 +0100 Subject: [PATCH 47/76] Updated tests --- tests/optimize/test_hyperopt.py | 23 ++++++++++++----------- 1 file changed, 12 insertions(+), 11 deletions(-) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 0fa5b9536..5bd9e542f 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -479,17 +479,18 @@ def test_start_calls_optimizer(mocker, default_conf, caplog, capsys) -> None: parallel = mocker.patch( 'freqtrade.optimize.hyperopt.Hyperopt.run_optimizer_parallel', - MagicMock(return_value=[{'loss': 1, 'results_explanation': 'foo result', - 'params': {'buy': {}, 'sell': {}, 'roi': {}, 'stoploss': 0.0}, - 'results_metrics': - { - 'trade_count': 1, - 'avg_profit': 0.1, - 'total_profit': 0.001, - 'profit': 1.0, - 'duration': 20.0 - }, - }]) + MagicMock(return_value=[{ + 'loss': 1, 'results_explanation': 'foo result', + 'params': {'buy': {}, 'sell': {}, 'roi': {}, 'stoploss': 0.0}, + 'results_metrics': + { + 'trade_count': 1, + 'avg_profit': 0.1, + 'total_profit': 0.001, + 'profit': 1.0, + 'duration': 20.0 + }, + }]) ) patch_exchange(mocker) # Co-test loading ticker-interval from strategy From 75b4f1a442e29084c4a93bda81419fe4223cd33d Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Sun, 1 Mar 2020 14:12:27 +0100 Subject: [PATCH 48/76] Fix alignment of higher values --- freqtrade/optimize/hyperopt.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 6b334507a..947aa78bf 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -9,6 +9,7 @@ import logging import random import sys import warnings +from math import ceil, floor from collections import OrderedDict from operator import itemgetter from pathlib import Path @@ -571,7 +572,7 @@ class Hyperopt: with Parallel(n_jobs=config_jobs) as parallel: jobs = parallel._effective_n_jobs() logger.info(f'Effective number of parallel workers used: {jobs}') - EVALS = max(self.total_epochs // jobs, 1) + EVALS = ceil(self.total_epochs / jobs) for i in range(EVALS): asked = self.opt.ask(n_points=jobs) f_val = self.run_optimizer_parallel(parallel, asked, i) @@ -580,6 +581,8 @@ class Hyperopt: for j in range(jobs): # Use human-friendly indexes here (starting from 1) current = i * jobs + j + 1 + if current > self.total_epochs: + continue val = f_val[j] val['current_epoch'] = current val['is_initial_point'] = current <= INITIAL_POINTS From f08c7eedf1b583a65e01d4ea5f30ead17f7bfad3 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Sun, 1 Mar 2020 14:35:13 +0100 Subject: [PATCH 49/76] Changed jobs to be dynamic for last loop --- freqtrade/optimize/hyperopt.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 947aa78bf..91507c347 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -9,7 +9,7 @@ import logging import random import sys import warnings -from math import ceil, floor +from math import ceil from collections import OrderedDict from operator import itemgetter from pathlib import Path @@ -578,11 +578,13 @@ class Hyperopt: f_val = self.run_optimizer_parallel(parallel, asked, i) self.opt.tell(asked, [v['loss'] for v in f_val]) self.fix_optimizer_models_list() - for j in range(jobs): + if (i * jobs + jobs) > self.total_epochs: + current_jobs = jobs - ((i * jobs + jobs) - self.total_epochs) + else: + current_jobs = jobs + for j in range(current_jobs): # Use human-friendly indexes here (starting from 1) current = i * jobs + j + 1 - if current > self.total_epochs: - continue val = f_val[j] val['current_epoch'] = current val['is_initial_point'] = current <= INITIAL_POINTS From 77b7f95efb786c71e325cc662dea0bb6bc61d291 Mon Sep 17 00:00:00 2001 From: Yazeed Al Oyoun Date: Mon, 2 Mar 2020 00:14:01 +0100 Subject: [PATCH 50/76] simple code styling fixes --- freqtrade/commands/hyperopt_commands.py | 56 ++++++++++++------------- 1 file changed, 28 insertions(+), 28 deletions(-) diff --git a/freqtrade/commands/hyperopt_commands.py b/freqtrade/commands/hyperopt_commands.py index ccaa59e54..e7f89a375 100755 --- a/freqtrade/commands/hyperopt_commands.py +++ b/freqtrade/commands/hyperopt_commands.py @@ -97,10 +97,10 @@ def start_hyperopt_show(args: Dict[str, Any]) -> None: if n > trials_epochs: raise OperationalException( - f"The index of the epoch to show should be less than {trials_epochs + 1}.") + f"The index of the epoch to show should be less than {trials_epochs + 1}.") if n < -trials_epochs: raise OperationalException( - f"The index of the epoch to show should be greater than {-trials_epochs - 1}.") + f"The index of the epoch to show should be greater than {-trials_epochs - 1}.") # Translate epoch index from human-readable format to pythonic if n > 0: @@ -122,52 +122,52 @@ def _hyperopt_filter_trials(trials: List, filteroptions: dict) -> List: trials = [x for x in trials if x['results_metrics']['profit'] > 0] if filteroptions['filter_min_trades'] > 0: trials = [ - x for x in trials - if x['results_metrics']['trade_count'] > filteroptions['filter_min_trades'] - ] + x for x in trials + if x['results_metrics']['trade_count'] > filteroptions['filter_min_trades'] + ] if filteroptions['filter_max_trades'] > 0: trials = [ - x for x in trials - if x['results_metrics']['trade_count'] < filteroptions['filter_max_trades'] - ] + x for x in trials + if x['results_metrics']['trade_count'] < filteroptions['filter_max_trades'] + ] if filteroptions['filter_min_avg_time'] is not None: trials = [x for x in trials if x['results_metrics']['trade_count'] > 0] trials = [ - x for x in trials - if x['results_metrics']['duration'] > filteroptions['filter_min_avg_time'] - ] + x for x in trials + if x['results_metrics']['duration'] > filteroptions['filter_min_avg_time'] + ] if filteroptions['filter_max_avg_time'] is not None: trials = [x for x in trials if x['results_metrics']['trade_count'] > 0] trials = [ - x for x in trials - if x['results_metrics']['duration'] < filteroptions['filter_max_avg_time'] - ] + x for x in trials + if x['results_metrics']['duration'] < filteroptions['filter_max_avg_time'] + ] if filteroptions['filter_min_avg_profit'] is not None: trials = [x for x in trials if x['results_metrics']['trade_count'] > 0] trials = [ - x for x in trials - if x['results_metrics']['avg_profit'] - > filteroptions['filter_min_avg_profit'] - ] + x for x in trials + if x['results_metrics']['avg_profit'] + > filteroptions['filter_min_avg_profit'] + ] if filteroptions['filter_max_avg_profit'] is not None: trials = [x for x in trials if x['results_metrics']['trade_count'] > 0] trials = [ - x for x in trials - if x['results_metrics']['avg_profit'] - < filteroptions['filter_max_avg_profit'] - ] + x for x in trials + if x['results_metrics']['avg_profit'] + < filteroptions['filter_max_avg_profit'] + ] if filteroptions['filter_min_total_profit'] is not None: trials = [x for x in trials if x['results_metrics']['trade_count'] > 0] trials = [ - x for x in trials - if x['results_metrics']['profit'] > filteroptions['filter_min_total_profit'] - ] + x for x in trials + if x['results_metrics']['profit'] > filteroptions['filter_min_total_profit'] + ] if filteroptions['filter_max_total_profit'] is not None: trials = [x for x in trials if x['results_metrics']['trade_count'] > 0] trials = [ - x for x in trials - if x['results_metrics']['profit'] < filteroptions['filter_max_total_profit'] - ] + x for x in trials + if x['results_metrics']['profit'] < filteroptions['filter_max_total_profit'] + ] logger.info(f"{len(trials)} " + ("best " if filteroptions['only_best'] else "") + From e204e3277bd277f3dbfcee58c764b559f105740b Mon Sep 17 00:00:00 2001 From: "dependabot-preview[bot]" <27856297+dependabot-preview[bot]@users.noreply.github.com> Date: Mon, 2 Mar 2020 08:37:58 +0000 Subject: [PATCH 51/76] Bump ccxt from 1.22.95 to 1.23.30 Bumps [ccxt](https://github.com/ccxt/ccxt) from 1.22.95 to 1.23.30. - [Release notes](https://github.com/ccxt/ccxt/releases) - [Changelog](https://github.com/ccxt/ccxt/blob/master/CHANGELOG.md) - [Commits](https://github.com/ccxt/ccxt/compare/1.22.95...1.23.30) Signed-off-by: dependabot-preview[bot] --- requirements-common.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-common.txt b/requirements-common.txt index bdb1f1127..10d567a96 100644 --- a/requirements-common.txt +++ b/requirements-common.txt @@ -1,6 +1,6 @@ # requirements without requirements installable via conda # mainly used for Raspberry pi installs -ccxt==1.22.95 +ccxt==1.23.30 SQLAlchemy==1.3.13 python-telegram-bot==12.4.2 arrow==0.15.5 From 485075b8f2e8cd4a5f19456388d6b482b404b413 Mon Sep 17 00:00:00 2001 From: "dependabot-preview[bot]" <27856297+dependabot-preview[bot]@users.noreply.github.com> Date: Mon, 2 Mar 2020 08:38:36 +0000 Subject: [PATCH 52/76] Bump scikit-learn from 0.22.1 to 0.22.2 Bumps [scikit-learn](https://github.com/scikit-learn/scikit-learn) from 0.22.1 to 0.22.2. - [Release notes](https://github.com/scikit-learn/scikit-learn/releases) - [Commits](https://github.com/scikit-learn/scikit-learn/compare/0.22.1...0.22.2) Signed-off-by: dependabot-preview[bot] --- requirements-hyperopt.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-hyperopt.txt b/requirements-hyperopt.txt index 2984229c1..c713317ec 100644 --- a/requirements-hyperopt.txt +++ b/requirements-hyperopt.txt @@ -3,7 +3,7 @@ # Required for hyperopt scipy==1.4.1 -scikit-learn==0.22.1 +scikit-learn==0.22.2 scikit-optimize==0.7.4 filelock==3.0.12 joblib==0.14.1 From a17f3fb8be7229fb064cb74f853a61b5428b3b0c Mon Sep 17 00:00:00 2001 From: "dependabot-preview[bot]" <27856297+dependabot-preview[bot]@users.noreply.github.com> Date: Mon, 2 Mar 2020 08:39:25 +0000 Subject: [PATCH 53/76] Bump plotly from 4.5.1 to 4.5.2 Bumps [plotly](https://github.com/plotly/plotly.py) from 4.5.1 to 4.5.2. - [Release notes](https://github.com/plotly/plotly.py/releases) - [Changelog](https://github.com/plotly/plotly.py/blob/master/CHANGELOG.md) - [Commits](https://github.com/plotly/plotly.py/compare/v4.5.1...v4.5.2) Signed-off-by: dependabot-preview[bot] --- requirements-plot.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-plot.txt b/requirements-plot.txt index 5e62a5e95..a70c3e0cf 100644 --- a/requirements-plot.txt +++ b/requirements-plot.txt @@ -1,5 +1,5 @@ # Include all requirements to run the bot. -r requirements.txt -plotly==4.5.1 +plotly==4.5.2 From 6e2290c4f0d142de4e924f7ee78b209d90ec3643 Mon Sep 17 00:00:00 2001 From: Matthias Date: Mon, 2 Mar 2020 20:05:54 +0100 Subject: [PATCH 54/76] Allow last to be empty - closes #3005 --- freqtrade/freqtradebot.py | 8 +++----- tests/test_freqtradebot.py | 8 ++++++++ 2 files changed, 11 insertions(+), 5 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 53493ad4c..04e3dd72f 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -257,12 +257,10 @@ class FreqtradeBot: else: logger.info(f"Using Last {bid_strategy['price_side'].capitalize()} / Last Price") ticker = self.exchange.fetch_ticker(pair) - rate = ticker[bid_strategy['price_side']] - if rate < ticker['last']: - ticker_rate = rate - else: + ticker_rate = ticker[bid_strategy['price_side']] + if ticker['last'] and ticker_rate > ticker['last']: balance = self.config['bid_strategy']['ask_last_balance'] - ticker_rate = rate + balance * (ticker['last'] - rate) + ticker_rate = ticker_rate + balance * (ticker['last'] - ticker_rate) used_rate = ticker_rate self._buy_rate_cache[pair] = used_rate diff --git a/tests/test_freqtradebot.py b/tests/test_freqtradebot.py index 49000382f..a5506017c 100644 --- a/tests/test_freqtradebot.py +++ b/tests/test_freqtradebot.py @@ -914,6 +914,10 @@ def test_process_informative_pairs_added(default_conf, ticker, mocker) -> None: ('ask', 20, 19, 10, 0.3, 17), # Between ask and last ('ask', 5, 6, 10, 1.0, 5), # last bigger than ask ('ask', 5, 6, 10, 0.5, 5), # last bigger than ask + ('ask', 10, 20, None, 0.5, 10), # last not available - uses ask + ('ask', 4, 5, None, 0.5, 4), # last not available - uses ask + ('ask', 4, 5, None, 1, 4), # last not available - uses ask + ('ask', 4, 5, None, 0, 4), # last not available - uses ask ('bid', 10, 20, 10, 0.0, 20), # Full bid side ('bid', 10, 20, 10, 1.0, 10), # Full last side ('bid', 10, 20, 10, 0.5, 15), # Between bid and last @@ -921,6 +925,10 @@ def test_process_informative_pairs_added(default_conf, ticker, mocker) -> None: ('bid', 10, 20, 10, 0.3, 17), # Between bid and last ('bid', 4, 5, 10, 1.0, 5), # last bigger than bid ('bid', 4, 5, 10, 0.5, 5), # last bigger than bid + ('bid', 10, 20, None, 0.5, 20), # last not available - uses bid + ('bid', 4, 5, None, 0.5, 5), # last not available - uses bid + ('bid', 4, 5, None, 1, 5), # last not available - uses bid + ('bid', 4, 5, None, 0, 5), # last not available - uses bid ]) def test_get_buy_rate(mocker, default_conf, caplog, side, ask, bid, last, last_ab, expected) -> None: From 7713cfeb7996b478f20c65afab9a1b49318b062b Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Mon, 2 Mar 2020 21:02:32 +0100 Subject: [PATCH 55/76] Corrected logic for -j + and - argument --- freqtrade/optimize/hyperopt.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 91507c347..c500e71bf 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -558,7 +558,8 @@ class Hyperopt: cpus = cpu_count() logger.info(f"Found {cpus} CPU cores. Let's make them scream!") config_jobs = self.config.get('hyperopt_jobs', -1) - if self.total_epochs < cpus and (config_jobs > self.total_epochs or config_jobs < 0): + if (config_jobs < 0 and (cpus + config_jobs + 1) > self.total_epochs) \ + or (config_jobs > 0 and config_jobs > self.total_epochs): config_jobs = self.total_epochs logger.info(f'Number of parallel jobs set as: {config_jobs}') From 0e4862b0c8f8cc927675eb4e3fb098f479f1d0b9 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Mon, 2 Mar 2020 22:58:54 +0100 Subject: [PATCH 56/76] Added logging if argument is miss-configured --- freqtrade/optimize/hyperopt.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index c500e71bf..98c19f15b 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -561,6 +561,7 @@ class Hyperopt: if (config_jobs < 0 and (cpus + config_jobs + 1) > self.total_epochs) \ or (config_jobs > 0 and config_jobs > self.total_epochs): config_jobs = self.total_epochs + logger.info("Job count invalid will correct") logger.info(f'Number of parallel jobs set as: {config_jobs}') self.dimensions: List[Dimension] = self.hyperopt_space() From 92425642da922740e319f9563c93a36873af946f Mon Sep 17 00:00:00 2001 From: hroff-1902 <47309513+hroff-1902@users.noreply.github.com> Date: Tue, 3 Mar 2020 01:00:24 +0300 Subject: [PATCH 57/76] Fix config_jobs --- freqtrade/optimize/hyperopt.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 98c19f15b..66ce94ae0 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -558,10 +558,6 @@ class Hyperopt: cpus = cpu_count() logger.info(f"Found {cpus} CPU cores. Let's make them scream!") config_jobs = self.config.get('hyperopt_jobs', -1) - if (config_jobs < 0 and (cpus + config_jobs + 1) > self.total_epochs) \ - or (config_jobs > 0 and config_jobs > self.total_epochs): - config_jobs = self.total_epochs - logger.info("Job count invalid will correct") logger.info(f'Number of parallel jobs set as: {config_jobs}') self.dimensions: List[Dimension] = self.hyperopt_space() From a7d4755859740a62cc87dc7f168eb2f7fbb54f81 Mon Sep 17 00:00:00 2001 From: hroff-1902 <47309513+hroff-1902@users.noreply.github.com> Date: Tue, 3 Mar 2020 01:20:14 +0300 Subject: [PATCH 58/76] optimize calculation of current_jobs --- freqtrade/optimize/hyperopt.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 66ce94ae0..27fb7bcdb 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -576,10 +576,12 @@ class Hyperopt: f_val = self.run_optimizer_parallel(parallel, asked, i) self.opt.tell(asked, [v['loss'] for v in f_val]) self.fix_optimizer_models_list() - if (i * jobs + jobs) > self.total_epochs: - current_jobs = jobs - ((i * jobs + jobs) - self.total_epochs) - else: - current_jobs = jobs + + # Correct the number of epochs to handled for the last + # iteration (should not exceed self.total_epochs) + n_rest = (i + 1) * jobs - self.total_epochs + current_jobs = jobs - n_rest if n_rest > 0 else jobs + for j in range(current_jobs): # Use human-friendly indexes here (starting from 1) current = i * jobs + j + 1 From 45c94967927609b556f3b5ec226cc5dc31d9a8a9 Mon Sep 17 00:00:00 2001 From: hroff-1902 <47309513+hroff-1902@users.noreply.github.com> Date: Tue, 3 Mar 2020 01:33:11 +0300 Subject: [PATCH 59/76] Do not run optimizer for 'jobs' epochs for the last iteration --- freqtrade/optimize/hyperopt.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 27fb7bcdb..41e2ce82b 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -572,16 +572,16 @@ class Hyperopt: logger.info(f'Effective number of parallel workers used: {jobs}') EVALS = ceil(self.total_epochs / jobs) for i in range(EVALS): - asked = self.opt.ask(n_points=jobs) + # Correct the number of epochs to be processed for the last + # iteration (should not exceed self.total_epochs in total) + n_rest = (i + 1) * jobs - self.total_epochs + current_jobs = jobs - n_rest if n_rest > 0 else jobs + + asked = self.opt.ask(n_points=current_jobs) f_val = self.run_optimizer_parallel(parallel, asked, i) self.opt.tell(asked, [v['loss'] for v in f_val]) self.fix_optimizer_models_list() - # Correct the number of epochs to handled for the last - # iteration (should not exceed self.total_epochs) - n_rest = (i + 1) * jobs - self.total_epochs - current_jobs = jobs - n_rest if n_rest > 0 else jobs - for j in range(current_jobs): # Use human-friendly indexes here (starting from 1) current = i * jobs + j + 1 From 52cd5f912789d7b151702ba6c0a7caf3e4414846 Mon Sep 17 00:00:00 2001 From: hroff-1902 <47309513+hroff-1902@users.noreply.github.com> Date: Tue, 3 Mar 2020 01:42:25 +0300 Subject: [PATCH 60/76] Better use enumerate: more correct and more pythonic --- freqtrade/optimize/hyperopt.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 41e2ce82b..b3be3f160 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -582,10 +582,9 @@ class Hyperopt: self.opt.tell(asked, [v['loss'] for v in f_val]) self.fix_optimizer_models_list() - for j in range(current_jobs): + for j, val in enumerate(f_val): # Use human-friendly indexes here (starting from 1) current = i * jobs + j + 1 - val = f_val[j] val['current_epoch'] = current val['is_initial_point'] = current <= INITIAL_POINTS logger.debug(f"Optimizer epoch evaluated: {val}") From 399c419163cd8acf867f16b9702b9936a1d05c7d Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Tue, 3 Mar 2020 01:14:56 +0100 Subject: [PATCH 61/76] Changed table formating. Adding some code to align hyperopt table generation. WIP --- freqtrade/optimize/hyperopt.py | 15 ++++++++++----- tests/optimize/test_hyperopt.py | 4 +++- 2 files changed, 13 insertions(+), 6 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 700614453..ac272128e 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -325,15 +325,20 @@ class Hyperopt: trials['Trades'] = trials['Trades'].astype(str) trials['Epoch'] = trials['Epoch'].apply( - lambda x: "{}/{}".format(x, total_epochs)) + lambda x: '{}/{}'.format(str(x).rjust(len(str(total_epochs)), ' '), total_epochs)) trials['Avg profit'] = trials['Avg profit'].apply( - lambda x: '{:,.2f}%'.format(x) if not isna(x) else x) + lambda x: ('{:,.2f}%'.format(x)).rjust(7, ' ') if not isna(x) else "--".rjust(7, ' ')) trials['Profit'] = trials['Profit'].apply( - lambda x: '{:,.2f}%'.format(x) if not isna(x) else x) + lambda x: ('{:,.2f}%'.format(x)) if not isna(x) else "--") trials['Total profit'] = trials['Total profit'].apply( - lambda x: '{:,.8f} '.format(x) + config['stake_currency'] if not isna(x) else x) + lambda x: ('{:,.8f} '.format(x)) + config['stake_currency'] if not isna(x) else "--") trials['Avg duration'] = trials['Avg duration'].apply( - lambda x: '{:,.1f}m'.format(x) if not isna(x) else x) + lambda x: ('{:,.1f}m'.format(x)).rjust(7, ' ') if not isna(x) else "--".rjust(7, ' ')) + trials['Objective'] = trials['Objective'].apply( + lambda x: str(x).rjust(10, ' ') if str(x) != str(100000) else "N/A".rjust(10, ' ')) + trials['Profit'] = trials['Total profit'] + " (" + trials['Profit'] + ")" + trials = trials.drop(columns=['Total profit']) + if print_colorized: for i in range(len(trials)): if trials.loc[i]['is_profit']: diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 5bd9e542f..8de812d2d 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -413,7 +413,9 @@ def test_log_results_if_loss_improves(hyperopt, capsys) -> None: '| Best | 2/2 | 1 | 0.10% | 0.00100000 BTC |' ' 1.00% | 20.0m | 1 |' ) - assert result_str in out + # assert result_str in out + assert all(x in out + for x in ["Best", "2/2", " 1", "0.10%", "0.00100000 BTC", "1.00%", "20.0m"]) def test_no_log_if_loss_does_not_improve(hyperopt, caplog) -> None: From 4aca8d7fcc2e217652572325aa72a61a70d8ec98 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Tue, 3 Mar 2020 01:35:18 +0100 Subject: [PATCH 62/76] PEP8 fix --- tests/optimize/test_hyperopt.py | 5 ----- 1 file changed, 5 deletions(-) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 8de812d2d..6c7e1e16f 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -409,11 +409,6 @@ def test_log_results_if_loss_improves(hyperopt, capsys) -> None: } ) out, err = capsys.readouterr() - result_str = ( - '| Best | 2/2 | 1 | 0.10% | 0.00100000 BTC |' - ' 1.00% | 20.0m | 1 |' - ) - # assert result_str in out assert all(x in out for x in ["Best", "2/2", " 1", "0.10%", "0.00100000 BTC", "1.00%", "20.0m"]) From 3479f7d986a044de4db94c6d1c9f3ac02b4544f6 Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 3 Mar 2020 07:13:11 +0100 Subject: [PATCH 63/76] Add max_drawdown function --- freqtrade/data/btanalysis.py | 22 +++++++++++++++++++++- 1 file changed, 21 insertions(+), 1 deletion(-) diff --git a/freqtrade/data/btanalysis.py b/freqtrade/data/btanalysis.py index c28e462ba..9407a3139 100644 --- a/freqtrade/data/btanalysis.py +++ b/freqtrade/data/btanalysis.py @@ -3,7 +3,7 @@ Helpers when analyzing backtest data """ import logging from pathlib import Path -from typing import Dict, Union +from typing import Dict, Union, Tuple import numpy as np import pandas as pd @@ -188,3 +188,23 @@ def create_cum_profit(df: pd.DataFrame, trades: pd.DataFrame, col_name: str, # FFill to get continuous df[col_name] = df[col_name].ffill() return df + + +def calculate_max_drawdown(trades: pd.DataFrame) -> Tuple[float, pd.Timestamp, pd.Timestamp]: + """ + Calculate max drawdown and the corresponding close dates + :param trades: DataFrame containing trades (requires columns close_time and profitperc) + :return: Tuple (float, highdate, lowdate) with absolute max drawdown, high and low time + :raise: ValueError if trade-dataframe was found empty. + """ + if len(trades) == 0: + raise ValueError("Trade dataframe empty") + profit_results = trades.sort_values('close_time') + max_drawdown_df = pd.DataFrame() + max_drawdown_df['cumulative'] = profit_results['profitperc'].cumsum() + max_drawdown_df['high_value'] = max_drawdown_df['cumulative'].cummax() + max_drawdown_df['drawdown'] = max_drawdown_df['cumulative'] - max_drawdown_df['high_value'] + high_date = profit_results.loc[max_drawdown_df['high_value'].idxmax(), 'close_time'] + low_date = profit_results.loc[max_drawdown_df['drawdown'].idxmin(), 'close_time'] + + return abs(min(max_drawdown_df['drawdown'])), high_date, low_date From e050511ddcd295841590cfd99c4897e97dc678e3 Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 3 Mar 2020 07:20:41 +0100 Subject: [PATCH 64/76] Add test for max_drawdown calculation --- freqtrade/data/btanalysis.py | 2 +- tests/data/test_btanalysis.py | 20 ++++++++++++++++++-- 2 files changed, 19 insertions(+), 3 deletions(-) diff --git a/freqtrade/data/btanalysis.py b/freqtrade/data/btanalysis.py index 9407a3139..799f15011 100644 --- a/freqtrade/data/btanalysis.py +++ b/freqtrade/data/btanalysis.py @@ -198,7 +198,7 @@ def calculate_max_drawdown(trades: pd.DataFrame) -> Tuple[float, pd.Timestamp, p :raise: ValueError if trade-dataframe was found empty. """ if len(trades) == 0: - raise ValueError("Trade dataframe empty") + raise ValueError("Trade dataframe empty.") profit_results = trades.sort_values('close_time') max_drawdown_df = pd.DataFrame() max_drawdown_df['cumulative'] = profit_results['profitperc'].cumsum() diff --git a/tests/data/test_btanalysis.py b/tests/data/test_btanalysis.py index 60d9c3ea5..7e3c1f077 100644 --- a/tests/data/test_btanalysis.py +++ b/tests/data/test_btanalysis.py @@ -2,15 +2,17 @@ from unittest.mock import MagicMock import pytest from arrow import Arrow -from pandas import DataFrame, DateOffset, to_datetime +from pandas import DataFrame, DateOffset, to_datetime, Timestamp from freqtrade.configuration import TimeRange from freqtrade.data.btanalysis import (BT_DATA_COLUMNS, + analyze_trade_parallelism, + calculate_max_drawdown, combine_tickers_with_mean, create_cum_profit, extract_trades_of_period, load_backtest_data, load_trades, - load_trades_from_db, analyze_trade_parallelism) + load_trades_from_db) from freqtrade.data.history import load_data, load_pair_history from tests.test_persistence import create_mock_trades @@ -163,3 +165,17 @@ def test_create_cum_profit1(testdatadir): assert "cum_profits" in cum_profits.columns assert cum_profits.iloc[0]['cum_profits'] == 0 assert cum_profits.iloc[-1]['cum_profits'] == 0.0798005 + + +def test_calculate_max_drawdown(testdatadir): + filename = testdatadir / "backtest-result_test.json" + bt_data = load_backtest_data(filename) + drawdown, h, low = calculate_max_drawdown(bt_data) + assert isinstance(drawdown, float) + assert pytest.approx(drawdown) == 0.21142322 + assert isinstance(h, Timestamp) + assert isinstance(low, Timestamp) + assert h == Timestamp('2018-01-24 14:25:00', tz='UTC') + assert low == Timestamp('2018-01-30 04:45:00', tz='UTC') + with pytest.raises(ValueError, match='Trade dataframe empty.'): + drawdown, h, low = calculate_max_drawdown(DataFrame()) From 88e7cab5b99873d3f5af59ca61333013d8e2234b Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 3 Mar 2020 07:21:14 +0100 Subject: [PATCH 65/76] Add max_drawdown to profit plot --- freqtrade/plot/plotting.py | 34 +++++++++++++++++++++++++++++++++- 1 file changed, 33 insertions(+), 1 deletion(-) diff --git a/freqtrade/plot/plotting.py b/freqtrade/plot/plotting.py index 4a892792a..2ce4f1501 100644 --- a/freqtrade/plot/plotting.py +++ b/freqtrade/plot/plotting.py @@ -5,7 +5,8 @@ from typing import Any, Dict, List import pandas as pd from freqtrade.configuration import TimeRange -from freqtrade.data.btanalysis import (combine_tickers_with_mean, +from freqtrade.data.btanalysis import (calculate_max_drawdown, + combine_tickers_with_mean, create_cum_profit, extract_trades_of_period, load_trades) from freqtrade.data.converter import trim_dataframe @@ -111,6 +112,36 @@ def add_profit(fig, row, data: pd.DataFrame, column: str, name: str) -> make_sub return fig +def add_max_drawdown(fig, row, trades: pd.DataFrame, df_comb: pd.DataFrame) -> make_subplots: + """ + Add scatter points indicating max drawdown + """ + try: + max_drawdown, highdate, lowdate = calculate_max_drawdown(trades) + + drawdown = go.Scatter( + x=[highdate, lowdate], + y=[ + df_comb.loc[highdate, 'cum_profit'], + df_comb.loc[lowdate, 'cum_profit'], + ], + mode='markers', + name='Max Drawdown', + text=f"Max drawdown {max_drawdown}", + marker=dict( + symbol='square-open', + size=9, + line=dict(width=2), + color='green' + + ) + ) + fig.add_trace(drawdown, row, 1) + except ValueError: + logger.warning("No trades found - not plotting max drawdown.") + return fig + + def plot_trades(fig, trades: pd.DataFrame) -> make_subplots: """ Add trades to "fig" @@ -364,6 +395,7 @@ def generate_profit_graph(pairs: str, tickers: Dict[str, pd.DataFrame], fig.add_trace(avgclose, 1, 1) fig = add_profit(fig, 2, df_comb, 'cum_profit', 'Profit') + fig = add_max_drawdown(fig, 2, trades, df_comb) for pair in pairs: profit_col = f'cum_profit_{pair}' From 33a63562cbacdeb858a29b09c4a11b9d3f31ae7b Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 3 Mar 2020 07:23:38 +0100 Subject: [PATCH 66/76] make drawdown function less restrictive --- freqtrade/data/btanalysis.py | 15 ++++++++++----- 1 file changed, 10 insertions(+), 5 deletions(-) diff --git a/freqtrade/data/btanalysis.py b/freqtrade/data/btanalysis.py index 799f15011..394c40112 100644 --- a/freqtrade/data/btanalysis.py +++ b/freqtrade/data/btanalysis.py @@ -190,21 +190,26 @@ def create_cum_profit(df: pd.DataFrame, trades: pd.DataFrame, col_name: str, return df -def calculate_max_drawdown(trades: pd.DataFrame) -> Tuple[float, pd.Timestamp, pd.Timestamp]: +def calculate_max_drawdown(trades: pd.DataFrame, date_col: str = 'close_time', + value_col: str = 'profitperc' + ) -> Tuple[float, pd.Timestamp, pd.Timestamp]: """ Calculate max drawdown and the corresponding close dates :param trades: DataFrame containing trades (requires columns close_time and profitperc) + :param date_col: Column in DataFrame to use for dates (defaults to 'close_time') + :param value_col: Column in DataFrame to use for values (defaults to 'profitperc') :return: Tuple (float, highdate, lowdate) with absolute max drawdown, high and low time :raise: ValueError if trade-dataframe was found empty. """ if len(trades) == 0: raise ValueError("Trade dataframe empty.") - profit_results = trades.sort_values('close_time') + profit_results = trades.sort_values(date_col) max_drawdown_df = pd.DataFrame() - max_drawdown_df['cumulative'] = profit_results['profitperc'].cumsum() + max_drawdown_df['cumulative'] = profit_results[value_col].cumsum() max_drawdown_df['high_value'] = max_drawdown_df['cumulative'].cummax() max_drawdown_df['drawdown'] = max_drawdown_df['cumulative'] - max_drawdown_df['high_value'] - high_date = profit_results.loc[max_drawdown_df['high_value'].idxmax(), 'close_time'] - low_date = profit_results.loc[max_drawdown_df['drawdown'].idxmin(), 'close_time'] + + high_date = profit_results.loc[max_drawdown_df['high_value'].idxmax(), date_col] + low_date = profit_results.loc[max_drawdown_df['drawdown'].idxmin(), date_col] return abs(min(max_drawdown_df['drawdown'])), high_date, low_date From d9e83cc4e2892bb9210c166dbd0857fc7b9e87b9 Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 3 Mar 2020 09:33:08 +0100 Subject: [PATCH 67/76] Run CI on windows python 3.8 --- .github/workflows/ci.yml | 5 ++--- .../TA_Lib-0.4.17-cp38-cp38-win_amd64.whl | Bin 0 -> 662134 bytes build_helpers/install_windows.ps1 | 10 +++++++++- 3 files changed, 11 insertions(+), 4 deletions(-) create mode 100644 build_helpers/TA_Lib-0.4.17-cp38-cp38-win_amd64.whl diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index dc3d324a1..42668e46f 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -115,7 +115,7 @@ jobs: strategy: matrix: os: [ windows-latest ] - python-version: [3.7] + python-version: [3.7, 3.8] steps: - uses: actions/checkout@v2 @@ -130,8 +130,7 @@ jobs: if: startsWith(runner.os, 'Windows') with: path: ~\AppData\Local\pip\Cache - key: ${{ runner.os }}-pip - restore-keys: ${{ runner.os }}-pip + key: ${{ matrix.os }}-${{ matrix.python-version }}-pip - name: Installation run: | diff --git a/build_helpers/TA_Lib-0.4.17-cp38-cp38-win_amd64.whl 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zD)U+HDSF(m?<)cr1nm!R5ei7^J({TY_Lj^V+JsD z(9wAhEdDJ1OM6VcBqc$wzDFW>$@9Mfa1Z_k@Nduh z&%%F4X8$cb^l#z6QrrKG@pr_w-xxp_|LVXW82_ZX{aOC+w(EY&n}fmpIa2)R=G~v= z|1P%tE&l@jAM*c>H2;k7cQMIt1W365K=|AL@$Wq7-w0{&F#lEk|I?rTb9a7${nfGg z4JL>5-@*Rn=KK}yueS0xnk349NBhHa{uS!4X6-lB@&ADO4 c-u=Va$x49#GO+I{BZxql@8(eq1LnQ Date: Tue, 3 Mar 2020 09:36:04 +0100 Subject: [PATCH 68/76] Remove flucky test assert --- tests/commands/test_commands.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/tests/commands/test_commands.py b/tests/commands/test_commands.py index 1877aaa43..3e1c0a581 100644 --- a/tests/commands/test_commands.py +++ b/tests/commands/test_commands.py @@ -448,9 +448,6 @@ def test_create_datadir_failed(caplog): def test_create_datadir(caplog, mocker): - # Capture caplog length here trying to avoid random test failure - len_caplog_before = len(caplog.record_tuples) - cud = mocker.patch("freqtrade.commands.deploy_commands.create_userdata_dir", MagicMock()) csf = mocker.patch("freqtrade.commands.deploy_commands.copy_sample_files", MagicMock()) args = [ @@ -462,7 +459,6 @@ def test_create_datadir(caplog, mocker): assert cud.call_count == 1 assert csf.call_count == 1 - assert len(caplog.record_tuples) == len_caplog_before def test_start_new_strategy(mocker, caplog): From 9bebc9ba7699426a86271f711f98e080142531a8 Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 3 Mar 2020 09:40:41 +0100 Subject: [PATCH 69/76] Fix powershell comparison --- build_helpers/install_windows.ps1 | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/build_helpers/install_windows.ps1 b/build_helpers/install_windows.ps1 index af1768d18..7dbdd77dd 100644 --- a/build_helpers/install_windows.ps1 +++ b/build_helpers/install_windows.ps1 @@ -6,10 +6,10 @@ python -m pip install --upgrade pip $pyv = python -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}')" -if ($pyv == '3.7') { +if ($pyv -eq '3.7') { pip install build_helpers\TA_Lib-0.4.17-cp37-cp37m-win_amd64.whl } -if ($pyv == '3.8') { +if ($pyv -eq '3.8') { pip install build_helpers\TA_Lib-0.4.17-cp38-cp38-win_amd64.whl } From 53dcb5d5ed1dd1dc741e9cf3f6d0b49f90e55029 Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 3 Mar 2020 19:36:03 +0100 Subject: [PATCH 70/76] Fix logging expression --- freqtrade/freqtradebot.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 04e3dd72f..920c9203e 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -685,7 +685,8 @@ class FreqtradeBot: order_book_max=order_book_max) for i in range(order_book_min, order_book_max + 1): sell_rate = next(order_book) - logger.debug(' order book asks top %s: %0.8f', i, sell_rate) + logger.debug(f" order book {config_ask_strategy['price_side']} top {i}: " + f"{sell_rate:0.8f}") if self._check_and_execute_sell(trade, sell_rate, buy, sell): return True From 9d8970a76bdff307482bdf82dffe2279af3fa731 Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 3 Mar 2020 20:18:38 +0100 Subject: [PATCH 71/76] Add test and formatting to drawdown --- docs/plotting.md | 1 + freqtrade/data/btanalysis.py | 2 +- freqtrade/plot/plotting.py | 4 ++-- tests/test_plotting.py | 8 ++++++-- 4 files changed, 10 insertions(+), 5 deletions(-) diff --git a/docs/plotting.md b/docs/plotting.md index ecd5e1603..3eef8f8e7 100644 --- a/docs/plotting.md +++ b/docs/plotting.md @@ -196,6 +196,7 @@ The first graph is good to get a grip of how the overall market progresses. The second graph will show if your algorithm works or doesn't. Perhaps you want an algorithm that steadily makes small profits, or one that acts less often, but makes big swings. +This graph will also highlight the start (and end) of the Max drawdown period. The third graph can be useful to spot outliers, events in pairs that cause profit spikes. diff --git a/freqtrade/data/btanalysis.py b/freqtrade/data/btanalysis.py index 394c40112..7972c6333 100644 --- a/freqtrade/data/btanalysis.py +++ b/freqtrade/data/btanalysis.py @@ -190,7 +190,7 @@ def create_cum_profit(df: pd.DataFrame, trades: pd.DataFrame, col_name: str, return df -def calculate_max_drawdown(trades: pd.DataFrame, date_col: str = 'close_time', +def calculate_max_drawdown(trades: pd.DataFrame, *, date_col: str = 'close_time', value_col: str = 'profitperc' ) -> Tuple[float, pd.Timestamp, pd.Timestamp]: """ diff --git a/freqtrade/plot/plotting.py b/freqtrade/plot/plotting.py index 2ce4f1501..d979a40e0 100644 --- a/freqtrade/plot/plotting.py +++ b/freqtrade/plot/plotting.py @@ -126,8 +126,8 @@ def add_max_drawdown(fig, row, trades: pd.DataFrame, df_comb: pd.DataFrame) -> m df_comb.loc[lowdate, 'cum_profit'], ], mode='markers', - name='Max Drawdown', - text=f"Max drawdown {max_drawdown}", + name=f"Max drawdown {max_drawdown:.2f}%", + text=f"Max drawdown {max_drawdown:.2f}%", marker=dict( symbol='square-open', size=9, diff --git a/tests/test_plotting.py b/tests/test_plotting.py index 34d1f2b0c..dd04035b7 100644 --- a/tests/test_plotting.py +++ b/tests/test_plotting.py @@ -3,15 +3,16 @@ from copy import deepcopy from pathlib import Path from unittest.mock import MagicMock +import pandas as pd import plotly.graph_objects as go import pytest from plotly.subplots import make_subplots +from freqtrade.commands import start_plot_dataframe, start_plot_profit from freqtrade.configuration import TimeRange from freqtrade.data import history from freqtrade.data.btanalysis import create_cum_profit, load_backtest_data from freqtrade.exceptions import OperationalException -from freqtrade.commands import start_plot_dataframe, start_plot_profit from freqtrade.plot.plotting import (add_indicators, add_profit, create_plotconfig, generate_candlestick_graph, @@ -266,6 +267,7 @@ def test_generate_profit_graph(testdatadir): trades = load_backtest_data(filename) timerange = TimeRange.parse_timerange("20180110-20180112") pairs = ["TRX/BTC", "ADA/BTC"] + trades = trades[trades['close_time'] < pd.Timestamp('2018-01-12', tz='UTC')] tickers = history.load_data(datadir=testdatadir, pairs=pairs, @@ -283,13 +285,15 @@ def test_generate_profit_graph(testdatadir): assert fig.layout.yaxis3.title.text == "Profit" figure = fig.layout.figure - assert len(figure.data) == 4 + assert len(figure.data) == 5 avgclose = find_trace_in_fig_data(figure.data, "Avg close price") assert isinstance(avgclose, go.Scatter) profit = find_trace_in_fig_data(figure.data, "Profit") assert isinstance(profit, go.Scatter) + profit = find_trace_in_fig_data(figure.data, "Max drawdown 0.00%") + assert isinstance(profit, go.Scatter) for pair in pairs: profit_pair = find_trace_in_fig_data(figure.data, f"Profit {pair}") From 7652a2bb95451ad907aec48ff4a8cc133901ae40 Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Wed, 4 Mar 2020 00:10:47 +0100 Subject: [PATCH 72/76] Updated table layout and aligning better for hyperopt --- freqtrade/optimize/hyperopt.py | 50 ++++++++++++++++++++------------- tests/optimize/test_hyperopt.py | 2 +- 2 files changed, 31 insertions(+), 21 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index ac272128e..7937ad611 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -21,7 +21,7 @@ from colorama import init as colorama_init from joblib import (Parallel, cpu_count, delayed, dump, load, wrap_non_picklable_objects) from pandas import DataFrame, json_normalize, isna -from tabulate import tabulate +import tabulate from freqtrade.data.converter import trim_dataframe from freqtrade.data.history import get_timerange @@ -309,6 +309,8 @@ class Hyperopt: if not results: return + tabulate.PRESERVE_WHITESPACE = True + trials = json_normalize(results, max_level=1) trials['Best'] = '' trials = trials[['Best', 'current_epoch', 'results_metrics.trade_count', @@ -325,43 +327,51 @@ class Hyperopt: trials['Trades'] = trials['Trades'].astype(str) trials['Epoch'] = trials['Epoch'].apply( - lambda x: '{}/{}'.format(str(x).rjust(len(str(total_epochs)), ' '), total_epochs)) + lambda x: '{}/{}'.format(str(x).rjust(len(str(total_epochs)), ' '), total_epochs) + ) trials['Avg profit'] = trials['Avg profit'].apply( - lambda x: ('{:,.2f}%'.format(x)).rjust(7, ' ') if not isna(x) else "--".rjust(7, ' ')) - trials['Profit'] = trials['Profit'].apply( - lambda x: ('{:,.2f}%'.format(x)) if not isna(x) else "--") - trials['Total profit'] = trials['Total profit'].apply( - lambda x: ('{:,.8f} '.format(x)) + config['stake_currency'] if not isna(x) else "--") + lambda x: ('{:,.2f}%'.format(x)).rjust(7, ' ') if not isna(x) else "--".rjust(7, ' ') + ) trials['Avg duration'] = trials['Avg duration'].apply( - lambda x: ('{:,.1f}m'.format(x)).rjust(7, ' ') if not isna(x) else "--".rjust(7, ' ')) + lambda x: ('{:,.1f} m'.format(x)).rjust(7, ' ') if not isna(x) else "--".rjust(7, ' ') + ) trials['Objective'] = trials['Objective'].apply( - lambda x: str(x).rjust(10, ' ') if str(x) != str(100000) else "N/A".rjust(10, ' ')) - trials['Profit'] = trials['Total profit'] + " (" + trials['Profit'] + ")" + lambda x: str(x).rjust(10, ' ') if str(x) != str(100000) else "N/A".rjust(10, ' ') + ) + + trials['Profit'] = trials.apply( + lambda x: '{:,.8f} {} ({:,.2f}%)'.format( + x['Total profit'], config['stake_currency'], + x['Profit']).rjust(24+len(config['stake_currency'])) + if x['Total profit'] != 0.0 else '--'.rjust(24+len(config['stake_currency'])), + axis=1 + ) trials = trials.drop(columns=['Total profit']) if print_colorized: for i in range(len(trials)): if trials.loc[i]['is_profit']: for z in range(len(trials.loc[i])-3): - trials.iat[i, z] = "{}{}{}".format(Fore.GREEN, - str(trials.loc[i][z]), Fore.RESET) + trials.iat[i, z] = "{}{}{}".format( + Fore.GREEN, str(trials.loc[i][z]), Fore.RESET) if trials.loc[i]['is_best'] and highlight_best: for z in range(len(trials.loc[i])-3): - trials.iat[i, z] = "{}{}{}".format(Style.BRIGHT, - str(trials.loc[i][z]), Style.RESET_ALL) + trials.iat[i, z] = "{}{}{}".format( + Style.BRIGHT, str(trials.loc[i][z]), Style.RESET_ALL) trials = trials.drop(columns=['is_initial_point', 'is_best', 'is_profit']) if remove_header > 0: - table = tabulate(trials.to_dict(orient='list'), tablefmt='orgtbl', - headers='keys', stralign="right") + table = tabulate.tabulate( + trials.to_dict(orient='list'), tablefmt='orgtbl', headers='keys', stralign="right") + # print(table) table = table.split("\n", remove_header)[remove_header] elif remove_header < 0: - table = tabulate(trials.to_dict(orient='list'), tablefmt='psql', - headers='keys', stralign="right") + table = tabulate.tabulate( + trials.to_dict(orient='list'), tablefmt='psql', headers='keys', stralign="right") table = "\n".join(table.split("\n")[0:remove_header]) else: - table = tabulate(trials.to_dict(orient='list'), tablefmt='psql', - headers='keys', stralign="right") + table = tabulate.tabulate( + trials.to_dict(orient='list'), tablefmt='psql', headers='keys', stralign="right") print(table) def has_space(self, space: str) -> bool: diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 6c7e1e16f..5820cc9f9 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -410,7 +410,7 @@ def test_log_results_if_loss_improves(hyperopt, capsys) -> None: ) out, err = capsys.readouterr() assert all(x in out - for x in ["Best", "2/2", " 1", "0.10%", "0.00100000 BTC", "1.00%", "20.0m"]) + for x in ["Best", "2/2", " 1", "0.10%", "0.00100000 BTC (1.00%)", "20.0 m"]) def test_no_log_if_loss_does_not_improve(hyperopt, caplog) -> None: From 8de35e1c83becae0f226deb1f55fd7277510cf41 Mon Sep 17 00:00:00 2001 From: Matthias Date: Wed, 4 Mar 2020 06:40:19 +0100 Subject: [PATCH 73/76] Documentation suggestions from Review Co-Authored-By: hroff-1902 <47309513+hroff-1902@users.noreply.github.com> --- docs/configuration.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/configuration.md b/docs/configuration.md index c70f3425c..c2c144541 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -465,7 +465,7 @@ Orderbook `bid` (buy) side depth is then divided by the orderbook `ask` (sell) s #### Buy price side -The configuration option `bid_strategy.price_side` defines the side of the spread the bot looks for when buying. +The configuration setting `bid_strategy.price_side` defines the side of the spread the bot looks for when buying. The following displays an orderbook. @@ -503,7 +503,7 @@ The `bid_strategy.ask_last_balance` configuration parameter controls this. A val #### Sell price side -The configuration option `ask_strategy.price_side` defines the side of the spread the bot looks for when selling. +The configuration setting `ask_strategy.price_side` defines the side of the spread the bot looks for when selling. The following displays an orderbook: @@ -524,7 +524,7 @@ In line with that, if `ask_strategy.price_side` is set to `"bid"`, then the bot #### Sell price with Orderbook enabled -When selling with the orderbook enabled (`ask_strategy.use_order_book=True`), Freqtrade fetches the `ask_strategy.order_book_max` entries in the orderbook. Then each of the orderbook steps between `ask_strategy.order_book_min` and `ask_strategy.order_book_max` on the configured orderbook side are validated for a profitable sell-possibility based on the strategy configuration and the sell order is placed at the first profitable spot. +When selling with the orderbook enabled (`ask_strategy.use_order_book=True`), Freqtrade fetches the `ask_strategy.order_book_max` entries in the orderbook. Then each of the orderbook steps between `ask_strategy.order_book_min` and `ask_strategy.order_book_max` on the configured orderbook side are validated for a profitable sell-possibility based on the strategy configuration (`minimal_roi` conditions) and the sell order is placed at the first profitable spot. !!! Note Using `order_book_max` higher than `order_book_min` only makes sense when ask_strategy.price_side is set to `"ask"`. From 2f54aff0ce25d04edf25f9663c62c9138cabf622 Mon Sep 17 00:00:00 2001 From: Matthias Date: Wed, 4 Mar 2020 06:44:47 +0100 Subject: [PATCH 74/76] Improve documentation wording for price sides --- docs/configuration.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/configuration.md b/docs/configuration.md index c2c144541..7e33f1528 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -485,7 +485,8 @@ If `bid_strategy.price_side` is set to `"bid"`, then the bot will use 99 as buyi In line with that, if `bid_strategy.price_side` is set to `"ask"`, then the bot will use 101 as buying price. Using `ask` price often guarantees quicker filled orders, but the bot can also end up paying more than what would have been necessary. - +Taker fees instead of maker fees will most likely apply even when using limit buy orders. +Also, prices at the "ask" side of the spread are higher than prices at the "bid" side in the orderbook, so the order behaves similar to a market order (however with a maximum price). #### Buy price with Orderbook enabled From 090d1e8a709d9c0abcbd1cff667207f4e22d25dd Mon Sep 17 00:00:00 2001 From: Fredrik81 Date: Wed, 4 Mar 2020 20:51:09 +0100 Subject: [PATCH 75/76] Alignment and cleanups --- freqtrade/optimize/hyperopt.py | 38 +++++++++++++++++++-------------- tests/optimize/test_hyperopt.py | 4 +--- 2 files changed, 23 insertions(+), 19 deletions(-) diff --git a/freqtrade/optimize/hyperopt.py b/freqtrade/optimize/hyperopt.py index 7937ad611..bc0a0d58f 100644 --- a/freqtrade/optimize/hyperopt.py +++ b/freqtrade/optimize/hyperopt.py @@ -154,7 +154,7 @@ class Hyperopt: """ num_trials = len(self.trials) if num_trials > self.num_trials_saved: - logger.info(f"Saving {num_trials} {plural(num_trials, 'epoch')}.") + logger.debug(f"Saving {num_trials} {plural(num_trials, 'epoch')}.") dump(self.trials, self.trials_file) self.num_trials_saved = num_trials if final: @@ -322,7 +322,6 @@ class Hyperopt: trials['is_profit'] = False trials.loc[trials['is_initial_point'], 'Best'] = '*' trials.loc[trials['is_best'], 'Best'] = 'Best' - trials['Objective'] = trials['Objective'].astype(str) trials.loc[trials['Total profit'] > 0, 'is_profit'] = True trials['Trades'] = trials['Trades'].astype(str) @@ -336,14 +335,15 @@ class Hyperopt: lambda x: ('{:,.1f} m'.format(x)).rjust(7, ' ') if not isna(x) else "--".rjust(7, ' ') ) trials['Objective'] = trials['Objective'].apply( - lambda x: str(x).rjust(10, ' ') if str(x) != str(100000) else "N/A".rjust(10, ' ') + lambda x: '{:,.5f}'.format(x).rjust(8, ' ') if x != 100000 else "N/A".rjust(8, ' ') ) trials['Profit'] = trials.apply( - lambda x: '{:,.8f} {} ({:,.2f}%)'.format( + lambda x: '{:,.8f} {} {}'.format( x['Total profit'], config['stake_currency'], - x['Profit']).rjust(24+len(config['stake_currency'])) - if x['Total profit'] != 0.0 else '--'.rjust(24+len(config['stake_currency'])), + '({:,.2f}%)'.format(x['Profit']).rjust(10, ' ') + ).rjust(25+len(config['stake_currency'])) + if x['Total profit'] != 0.0 else '--'.rjust(25+len(config['stake_currency'])), axis=1 ) trials = trials.drop(columns=['Total profit']) @@ -351,27 +351,33 @@ class Hyperopt: if print_colorized: for i in range(len(trials)): if trials.loc[i]['is_profit']: - for z in range(len(trials.loc[i])-3): - trials.iat[i, z] = "{}{}{}".format( - Fore.GREEN, str(trials.loc[i][z]), Fore.RESET) + for j in range(len(trials.loc[i])-3): + trials.iat[i, j] = "{}{}{}".format(Fore.GREEN, + str(trials.loc[i][j]), Fore.RESET) if trials.loc[i]['is_best'] and highlight_best: - for z in range(len(trials.loc[i])-3): - trials.iat[i, z] = "{}{}{}".format( - Style.BRIGHT, str(trials.loc[i][z]), Style.RESET_ALL) + for j in range(len(trials.loc[i])-3): + trials.iat[i, j] = "{}{}{}".format(Style.BRIGHT, + str(trials.loc[i][j]), Style.RESET_ALL) trials = trials.drop(columns=['is_initial_point', 'is_best', 'is_profit']) if remove_header > 0: table = tabulate.tabulate( - trials.to_dict(orient='list'), tablefmt='orgtbl', headers='keys', stralign="right") - # print(table) + trials.to_dict(orient='list'), tablefmt='orgtbl', + headers='keys', stralign="right" + ) + table = table.split("\n", remove_header)[remove_header] elif remove_header < 0: table = tabulate.tabulate( - trials.to_dict(orient='list'), tablefmt='psql', headers='keys', stralign="right") + trials.to_dict(orient='list'), tablefmt='psql', + headers='keys', stralign="right" + ) table = "\n".join(table.split("\n")[0:remove_header]) else: table = tabulate.tabulate( - trials.to_dict(orient='list'), tablefmt='psql', headers='keys', stralign="right") + trials.to_dict(orient='list'), tablefmt='psql', + headers='keys', stralign="right" + ) print(table) def has_space(self, space: str) -> bool: diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 5820cc9f9..0e35ff827 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -410,7 +410,7 @@ def test_log_results_if_loss_improves(hyperopt, capsys) -> None: ) out, err = capsys.readouterr() assert all(x in out - for x in ["Best", "2/2", " 1", "0.10%", "0.00100000 BTC (1.00%)", "20.0 m"]) + for x in ["Best", "2/2", " 1", "0.10%", "0.00100000 BTC (1.00%)", "20.0 m"]) def test_no_log_if_loss_does_not_improve(hyperopt, caplog) -> None: @@ -432,13 +432,11 @@ def test_save_trials_saves_trials(mocker, hyperopt, testdatadir, caplog) -> None hyperopt.trials = trials hyperopt.save_trials(final=True) - assert log_has("Saving 1 epoch.", caplog) assert log_has(f"1 epoch saved to '{trials_file}'.", caplog) mock_dump.assert_called_once() hyperopt.trials = trials + trials hyperopt.save_trials(final=True) - assert log_has("Saving 2 epochs.", caplog) assert log_has(f"2 epochs saved to '{trials_file}'.", caplog) From 97b194a45485310199b76abadba46446f31ab42f Mon Sep 17 00:00:00 2001 From: Matthias Date: Thu, 5 Mar 2020 06:20:36 +0100 Subject: [PATCH 76/76] Throttle may take longer than .10s on slow machines This made this test fluky on windows CI ... --- tests/test_worker.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_worker.py b/tests/test_worker.py index 7b446ac6a..839f7cdac 100644 --- a/tests/test_worker.py +++ b/tests/test_worker.py @@ -60,7 +60,7 @@ def test_throttle(mocker, default_conf, caplog) -> None: assert result == 42 assert end - start > 0.1 - assert log_has_re(r"Throttling with 'throttled_func\(\)': sleep for 0\.10 s.*", caplog) + assert log_has_re(r"Throttling with 'throttled_func\(\)': sleep for \d\.\d{2} s.*", caplog) result = worker._throttle(throttled_func, throttle_secs=-1) assert result == 42

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