diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index fdf341e21..0c586883b 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -210,7 +210,7 @@ class Backtesting: """ # Every change to this headers list must evaluate further usages of the resulting tuple # and eventually change the constants for indexes at the top - headers = ['date', 'buy', 'open', 'close', 'sell', 'low', 'high', 'buy_tag'] + headers = ['date', 'buy', 'open', 'close', 'sell', 'low', 'high'] data: Dict = {} self.progress.init_step(BacktestState.CONVERT, len(processed)) @@ -218,10 +218,13 @@ class Backtesting: for pair, pair_data in processed.items(): self.check_abort() self.progress.increment() + has_buy_tag = 'buy_tag' in pair_data + headers = headers + ['buy_tag'] if has_buy_tag else headers if not pair_data.empty: pair_data.loc[:, 'buy'] = 0 # cleanup if buy_signal is exist pair_data.loc[:, 'sell'] = 0 # cleanup if sell_signal is exist - pair_data.loc[:, 'buy_tag'] = '' # cleanup if buy_tag is exist + if has_buy_tag: + pair_data.loc[:, 'buy_tag'] = None # cleanup if buy_tag is exist df_analyzed = self.strategy.advise_sell( self.strategy.advise_buy(pair_data, {'pair': pair}), {'pair': pair})[headers].copy() @@ -230,7 +233,8 @@ class Backtesting: # from the previous candle df_analyzed.loc[:, 'buy'] = df_analyzed.loc[:, 'buy'].shift(1) df_analyzed.loc[:, 'sell'] = df_analyzed.loc[:, 'sell'].shift(1) - df_analyzed.loc[:, 'buy_tag'] = df_analyzed.loc[:, 'buy_tag'].shift(1) + if has_buy_tag: + df_analyzed.loc[:, 'buy_tag'] = df_analyzed.loc[:, 'buy_tag'].shift(1) df_analyzed.drop(df_analyzed.head(1).index, inplace=True) @@ -361,6 +365,7 @@ class Backtesting: if stake_amount and (not min_stake_amount or stake_amount > min_stake_amount): # Enter trade + has_buy_tag = len(row) >= BUY_TAG_IDX + 1 trade = LocalTrade( pair=pair, open_rate=row[OPEN_IDX], @@ -370,7 +375,7 @@ class Backtesting: fee_open=self.fee, fee_close=self.fee, is_open=True, - buy_tag=row[BUY_TAG_IDX], + buy_tag=row[BUY_TAG_IDX] if has_buy_tag else None, exchange='backtesting', ) return trade diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index 35c162c38..f10a12fa9 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -422,7 +422,7 @@ class IStrategy(ABC, HyperStrategyMixin): logger.debug("Skipping TA Analysis for already analyzed candle") dataframe['buy'] = 0 dataframe['sell'] = 0 - dataframe['buy_tag'] = '' + dataframe['buy_tag'] = None # Other Defs in strategy that want to be called every loop here # twitter_sell = self.watch_twitter_feed(dataframe, metadata) diff --git a/tests/optimize/__init__.py b/tests/optimize/__init__.py index 240f3f871..80fce9ca5 100644 --- a/tests/optimize/__init__.py +++ b/tests/optimize/__init__.py @@ -18,7 +18,7 @@ class BTrade(NamedTuple): sell_reason: SellType open_tick: int close_tick: int - buy_tag: Optional[str] = '' + buy_tag: Optional[str] = None class BTContainer(NamedTuple): @@ -44,7 +44,9 @@ def _get_frame_time_from_offset(offset): def _build_backtest_dataframe(data): - columns = ['date', 'open', 'high', 'low', 'close', 'volume', 'buy', 'sell', 'buy_tag'] + + columns = ['date', 'open', 'high', 'low', 'close', 'volume', 'buy', 'sell'] + columns = columns + ['buy_tag'] if len(data[0]) == 9 else columns frame = DataFrame.from_records(data, columns=columns) frame['date'] = frame['date'].apply(_get_frame_time_from_offset) diff --git a/tests/optimize/test_backtest_detail.py b/tests/optimize/test_backtest_detail.py index f7077ef56..0d4647308 100644 --- a/tests/optimize/test_backtest_detail.py +++ b/tests/optimize/test_backtest_detail.py @@ -14,13 +14,13 @@ from tests.optimize import (BTContainer, BTrade, _build_backtest_dataframe, # Test 0: Sell with signal sell in candle 3 # Test with Stop-loss at 1% tc0 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5012, 4986, 4600, 6172, 0, 0, ''], # exit with stoploss hit - [3, 5010, 5000, 4980, 5010, 6172, 0, 1, ''], - [4, 5010, 4987, 4977, 4995, 6172, 0, 0, ''], - [5, 4995, 4995, 4995, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5012, 4986, 4600, 6172, 0, 0], # exit with stoploss hit + [3, 5010, 5000, 4980, 5010, 6172, 0, 1], + [4, 5010, 4987, 4977, 4995, 6172, 0, 0], + [5, 4995, 4995, 4995, 4950, 6172, 0, 0]], stop_loss=-0.01, roi={"0": 1}, profit_perc=0.002, use_sell_signal=True, trades=[BTrade(sell_reason=SellType.SELL_SIGNAL, open_tick=1, close_tick=4)] ) @@ -28,13 +28,13 @@ tc0 = BTContainer(data=[ # Test 1: Stop-Loss Triggered 1% loss # Test with Stop-loss at 1% tc1 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5012, 4600, 4600, 6172, 0, 0, ''], # exit with stoploss hit - [3, 4975, 5000, 4980, 4977, 6172, 0, 0, ''], - [4, 4977, 4987, 4977, 4995, 6172, 0, 0, ''], - [5, 4995, 4995, 4995, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5012, 4600, 4600, 6172, 0, 0], # exit with stoploss hit + [3, 4975, 5000, 4980, 4977, 6172, 0, 0], + [4, 4977, 4987, 4977, 4995, 6172, 0, 0], + [5, 4995, 4995, 4995, 4950, 6172, 0, 0]], stop_loss=-0.01, roi={"0": 1}, profit_perc=-0.01, trades=[BTrade(sell_reason=SellType.STOP_LOSS, open_tick=1, close_tick=2)] ) @@ -43,13 +43,13 @@ tc1 = BTContainer(data=[ # Test 2: Minus 4% Low, minus 1% close # Test with Stop-Loss at 3% tc2 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5012, 4962, 4975, 6172, 0, 0, ''], - [3, 4975, 5000, 4800, 4962, 6172, 0, 0, ''], # exit with stoploss hit - [4, 4962, 4987, 4937, 4950, 6172, 0, 0, ''], - [5, 4950, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5012, 4962, 4975, 6172, 0, 0], + [3, 4975, 5000, 4800, 4962, 6172, 0, 0], # exit with stoploss hit + [4, 4962, 4987, 4937, 4950, 6172, 0, 0], + [5, 4950, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.03, roi={"0": 1}, profit_perc=-0.03, trades=[BTrade(sell_reason=SellType.STOP_LOSS, open_tick=1, close_tick=3)] ) @@ -62,14 +62,14 @@ tc2 = BTContainer(data=[ # Trade-A: Stop-Loss Triggered 2% Loss # Trade-B: Stop-Loss Triggered 2% Loss tc3 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5012, 4800, 4975, 6172, 0, 0, ''], # exit with stoploss hit - [3, 4975, 5000, 4950, 4962, 6172, 1, 0, ''], - [4, 4975, 5000, 4950, 4962, 6172, 0, 0, ''], # enter trade 2 (signal on last candle) - [5, 4962, 4987, 4000, 4000, 6172, 0, 0, ''], # exit with stoploss hit - [6, 4950, 4975, 4975, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5012, 4800, 4975, 6172, 0, 0], # exit with stoploss hit + [3, 4975, 5000, 4950, 4962, 6172, 1, 0], + [4, 4975, 5000, 4950, 4962, 6172, 0, 0], # enter trade 2 (signal on last candle) + [5, 4962, 4987, 4000, 4000, 6172, 0, 0], # exit with stoploss hit + [6, 4950, 4975, 4975, 4950, 6172, 0, 0]], stop_loss=-0.02, roi={"0": 1}, profit_perc=-0.04, trades=[BTrade(sell_reason=SellType.STOP_LOSS, open_tick=1, close_tick=2), BTrade(sell_reason=SellType.STOP_LOSS, open_tick=4, close_tick=5)] @@ -80,13 +80,13 @@ tc3 = BTContainer(data=[ # Test with Stop-loss at 2% ROI 6% # Stop-Loss Triggered 2% Loss tc4 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5750, 4850, 5750, 6172, 0, 0, ''], # Exit with stoploss hit - [3, 4975, 5000, 4950, 4962, 6172, 0, 0, ''], - [4, 4962, 4987, 4937, 4950, 6172, 0, 0, ''], - [5, 4950, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5750, 4850, 5750, 6172, 0, 0], # Exit with stoploss hit + [3, 4975, 5000, 4950, 4962, 6172, 0, 0], + [4, 4962, 4987, 4937, 4950, 6172, 0, 0], + [5, 4950, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.02, roi={"0": 0.06}, profit_perc=-0.02, trades=[BTrade(sell_reason=SellType.STOP_LOSS, open_tick=1, close_tick=2)] ) @@ -94,13 +94,13 @@ tc4 = BTContainer(data=[ # Test 5: Drops 0.5% Closes +20%, ROI triggers 3% Gain # stop-loss: 1%, ROI: 3% tc5 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4980, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4980, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5025, 4975, 4987, 6172, 0, 0, ''], - [3, 4975, 6000, 4975, 6000, 6172, 0, 0, ''], # ROI - [4, 4962, 4987, 4972, 4950, 6172, 0, 0, ''], - [5, 4950, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4980, 4987, 6172, 1, 0], + [1, 5000, 5025, 4980, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5025, 4975, 4987, 6172, 0, 0], + [3, 4975, 6000, 4975, 6000, 6172, 0, 0], # ROI + [4, 4962, 4987, 4972, 4950, 6172, 0, 0], + [5, 4950, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.01, roi={"0": 0.03}, profit_perc=0.03, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=3)] ) @@ -108,13 +108,13 @@ tc5 = BTContainer(data=[ # Test 6: Drops 3% / Recovers 6% Positive / Closes 1% positve, Stop-Loss triggers 2% Loss # stop-loss: 2% ROI: 5% tc6 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5300, 4850, 5050, 6172, 0, 0, ''], # Exit with stoploss - [3, 4975, 5000, 4950, 4962, 6172, 0, 0, ''], - [4, 4962, 4987, 4972, 4950, 6172, 0, 0, ''], - [5, 4950, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5300, 4850, 5050, 6172, 0, 0], # Exit with stoploss + [3, 4975, 5000, 4950, 4962, 6172, 0, 0], + [4, 4962, 4987, 4972, 4950, 6172, 0, 0], + [5, 4950, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.02, roi={"0": 0.05}, profit_perc=-0.02, trades=[BTrade(sell_reason=SellType.STOP_LOSS, open_tick=1, close_tick=2)] ) @@ -122,13 +122,13 @@ tc6 = BTContainer(data=[ # Test 7: 6% Positive / 1% Negative / Close 1% Positve, ROI Triggers 3% Gain # stop-loss: 2% ROI: 3% tc7 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], - [2, 4987, 5300, 4950, 5050, 6172, 0, 0, ''], - [3, 4975, 5000, 4950, 4962, 6172, 0, 0, ''], - [4, 4962, 4987, 4972, 4950, 6172, 0, 0, ''], - [5, 4950, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], + [2, 4987, 5300, 4950, 5050, 6172, 0, 0], + [3, 4975, 5000, 4950, 4962, 6172, 0, 0], + [4, 4962, 4987, 4972, 4950, 6172, 0, 0], + [5, 4950, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.02, roi={"0": 0.03}, profit_perc=0.03, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=2)] ) @@ -137,12 +137,12 @@ tc7 = BTContainer(data=[ # Test 8: trailing_stop should raise so candle 3 causes a stoploss. # stop-loss: 10%, ROI: 10% (should not apply), stoploss adjusted in candle 2 tc8 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5000, 6172, 0, 0, ''], - [2, 5000, 5250, 4750, 4850, 6172, 0, 0, ''], - [3, 4850, 5050, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5000, 6172, 0, 0], + [2, 5000, 5250, 4750, 4850, 6172, 0, 0], + [3, 4850, 5050, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=-0.055, trailing_stop=True, trades=[BTrade(sell_reason=SellType.TRAILING_STOP_LOSS, open_tick=1, close_tick=3)] ) @@ -151,12 +151,12 @@ tc8 = BTContainer(data=[ # Test 9: trailing_stop should raise - high and low in same candle. # stop-loss: 10%, ROI: 10% (should not apply), stoploss adjusted in candle 3 tc9 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5000, 6172, 0, 0, ''], - [2, 5000, 5050, 4950, 5000, 6172, 0, 0, ''], - [3, 5000, 5200, 4550, 4850, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5000, 6172, 0, 0], + [2, 5000, 5050, 4950, 5000, 6172, 0, 0], + [3, 5000, 5200, 4550, 4850, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=-0.064, trailing_stop=True, trades=[BTrade(sell_reason=SellType.TRAILING_STOP_LOSS, open_tick=1, close_tick=3)] ) @@ -165,12 +165,12 @@ tc9 = BTContainer(data=[ # without applying trailing_stop_positive since stoploss_offset is at 10%. # stop-loss: 10%, ROI: 10% (should not apply), stoploss adjusted candle 2 tc10 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 5100, 5100, 6172, 0, 0, ''], - [3, 4850, 5050, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5100, 6172, 0, 0], + [2, 5100, 5251, 5100, 5100, 6172, 0, 0], + [3, 4850, 5050, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=-0.1, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.10, trailing_stop_positive=0.03, @@ -181,12 +181,12 @@ tc10 = BTContainer(data=[ # applying a positive trailing stop of 3% since stop_positive_offset is reached. # stop-loss: 10%, ROI: 10% (should not apply), stoploss adjusted candle 2 tc11 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 5100, 5100, 6172, 0, 0, ''], - [3, 5000, 5150, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5100, 6172, 0, 0], + [2, 5100, 5251, 5100, 5100, 6172, 0, 0], + [3, 5000, 5150, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=0.019, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.05, trailing_stop_positive=0.03, @@ -197,12 +197,12 @@ tc11 = BTContainer(data=[ # applying a positive trailing stop of 3% since stop_positive_offset is reached. # stop-loss: 10%, ROI: 10% (should not apply), stoploss adjusted candle 2 tc12 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 4650, 5100, 6172, 0, 0, ''], - [3, 4850, 5050, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5100, 6172, 0, 0], + [2, 5100, 5251, 4650, 5100, 6172, 0, 0], + [3, 4850, 5050, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=0.019, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.05, trailing_stop_positive=0.03, @@ -212,12 +212,12 @@ tc12 = BTContainer(data=[ # Test 13: Buy and sell ROI on same candle # stop-loss: 10% (should not apply), ROI: 1% tc13 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5100, 4950, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 4850, 5100, 6172, 0, 0, ''], - [3, 4850, 5050, 4850, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4850, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5100, 4950, 5100, 6172, 0, 0], + [2, 5100, 5251, 4850, 5100, 6172, 0, 0], + [3, 4850, 5050, 4850, 4750, 6172, 0, 0], + [4, 4750, 4950, 4850, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.01}, profit_perc=0.01, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=1)] ) @@ -225,12 +225,12 @@ tc13 = BTContainer(data=[ # Test 14 - Buy and Stoploss on same candle # stop-loss: 5%, ROI: 10% (should not apply) tc14 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5100, 4600, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 4850, 5100, 6172, 0, 0, ''], - [3, 4850, 5050, 4850, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5100, 4600, 5100, 6172, 0, 0], + [2, 5100, 5251, 4850, 5100, 6172, 0, 0], + [3, 4850, 5050, 4850, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.05, roi={"0": 0.10}, profit_perc=-0.05, trades=[BTrade(sell_reason=SellType.STOP_LOSS, open_tick=1, close_tick=1)] ) @@ -239,12 +239,12 @@ tc14 = BTContainer(data=[ # Test 15 - Buy and ROI on same candle, followed by buy and Stoploss on next candle # stop-loss: 5%, ROI: 10% (should not apply) tc15 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5100, 4900, 5100, 6172, 1, 0, ''], - [2, 5100, 5251, 4650, 5100, 6172, 0, 0, ''], - [3, 4850, 5050, 4850, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5100, 4900, 5100, 6172, 1, 0], + [2, 5100, 5251, 4650, 5100, 6172, 0, 0], + [3, 4850, 5050, 4850, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.05, roi={"0": 0.01}, profit_perc=-0.04, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=1), BTrade(sell_reason=SellType.STOP_LOSS, open_tick=2, close_tick=2)] @@ -254,13 +254,13 @@ tc15 = BTContainer(data=[ # Causes negative profit even though sell-reason is ROI. # stop-loss: 10%, ROI: 10% (should not apply), -100% after 65 minutes (limits trade duration) tc16 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], - [2, 4987, 5300, 4950, 5050, 6172, 0, 0, ''], - [3, 4975, 5000, 4940, 4962, 6172, 0, 0, ''], # ForceSell on ROI (roi=-1) - [4, 4962, 4987, 4972, 4950, 6172, 0, 0, ''], - [5, 4950, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], + [2, 4987, 5300, 4950, 5050, 6172, 0, 0], + [3, 4975, 5000, 4940, 4962, 6172, 0, 0], # ForceSell on ROI (roi=-1) + [4, 4962, 4987, 4972, 4950, 6172, 0, 0], + [5, 4950, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10, "65": -1}, profit_perc=-0.012, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=3)] ) @@ -270,13 +270,13 @@ tc16 = BTContainer(data=[ # stop-loss: 10%, ROI: 10% (should not apply), -100% after 100 minutes (limits trade duration) # Uses open as sell-rate (special case) - since the roi-time is a multiple of the timeframe. tc17 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], - [2, 4987, 5300, 4950, 5050, 6172, 0, 0, ''], - [3, 4980, 5000, 4940, 4962, 6172, 0, 0, ''], # ForceSell on ROI (roi=-1) - [4, 4962, 4987, 4972, 4950, 6172, 0, 0, ''], - [5, 4950, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], + [2, 4987, 5300, 4950, 5050, 6172, 0, 0], + [3, 4980, 5000, 4940, 4962, 6172, 0, 0], # ForceSell on ROI (roi=-1) + [4, 4962, 4987, 4972, 4950, 6172, 0, 0], + [5, 4950, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10, "120": -1}, profit_perc=-0.004, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=3)] ) @@ -286,13 +286,13 @@ tc17 = BTContainer(data=[ # stop-loss: 10%, ROI: 10% (should not apply), -100% after 100 minutes (limits trade duration) # uses open_rate as sell-price tc18 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], - [2, 4987, 5300, 4950, 5200, 6172, 0, 0, ''], - [3, 5200, 5220, 4940, 4962, 6172, 0, 0, ''], # Sell on ROI (sells on open) - [4, 4962, 4987, 4972, 4950, 6172, 0, 0, ''], - [5, 4950, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], + [2, 4987, 5300, 4950, 5200, 6172, 0, 0], + [3, 5200, 5220, 4940, 4962, 6172, 0, 0], # Sell on ROI (sells on open) + [4, 4962, 4987, 4972, 4950, 6172, 0, 0], + [5, 4950, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10, "120": 0.01}, profit_perc=0.04, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=3)] ) @@ -301,13 +301,13 @@ tc18 = BTContainer(data=[ # stop-loss: 10%, ROI: 10% (should not apply), -100% after 100 minutes (limits trade duration) # uses calculated ROI (1%) as sell rate, otherwise identical to tc18 tc19 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], - [2, 4987, 5300, 4950, 5200, 6172, 0, 0, ''], - [3, 5000, 5300, 4940, 4962, 6172, 0, 0, ''], # Sell on ROI - [4, 4962, 4987, 4972, 4950, 6172, 0, 0, ''], - [5, 4550, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], + [2, 4987, 5300, 4950, 5200, 6172, 0, 0], + [3, 5000, 5300, 4940, 4962, 6172, 0, 0], # Sell on ROI + [4, 4962, 4987, 4972, 4950, 6172, 0, 0], + [5, 4550, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10, "120": 0.01}, profit_perc=0.01, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=3)] ) @@ -316,13 +316,13 @@ tc19 = BTContainer(data=[ # stop-loss: 10%, ROI: 10% (should not apply), -100% after 100 minutes (limits trade duration) # uses calculated ROI (1%) as sell rate, otherwise identical to tc18 tc20 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], - [2, 4987, 5300, 4950, 5200, 6172, 0, 0, ''], - [3, 5200, 5300, 4940, 4962, 6172, 0, 0, ''], # Sell on ROI - [4, 4962, 4987, 4972, 4950, 6172, 0, 0, ''], - [5, 4550, 4975, 4925, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], + [2, 4987, 5300, 4950, 5200, 6172, 0, 0], + [3, 5200, 5300, 4940, 4962, 6172, 0, 0], # Sell on ROI + [4, 4962, 4987, 4972, 4950, 6172, 0, 0], + [5, 4550, 4975, 4925, 4950, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10, "119": 0.01}, profit_perc=0.01, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=3)] ) @@ -332,12 +332,12 @@ tc20 = BTContainer(data=[ # which cannot happen in reality # stop-loss: 10%, ROI: 4%, Trailing stop adjusted at the sell candle tc21 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 4650, 5100, 6172, 0, 0, ''], - [3, 4850, 5050, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5100, 6172, 0, 0], + [2, 5100, 5251, 4650, 5100, 6172, 0, 0], + [3, 4850, 5050, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.04}, profit_perc=0.04, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.05, trailing_stop_positive=0.03, @@ -348,12 +348,12 @@ tc21 = BTContainer(data=[ # applying a positive trailing stop of 3% - ROI should apply before trailing stop. # stop-loss: 10%, ROI: 4%, stoploss adjusted candle 2 tc22 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 5100, 5100, 6172, 0, 0, ''], - [3, 4850, 5050, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5100, 6172, 0, 0], + [2, 5100, 5251, 5100, 5100, 6172, 0, 0], + [3, 4850, 5050, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.04}, profit_perc=0.04, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.05, trailing_stop_positive=0.03, @@ -367,12 +367,12 @@ tc22 = BTContainer(data=[ # Stoploss would trigger in this candle too, but it's no longer relevant. # stop-loss: 10%, ROI: 4%, stoploss adjusted candle 2, ROI adjusted in candle 3 (causing the sell) tc23 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 5100, 5100, 6172, 0, 0, ''], - [3, 4850, 5251, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5100, 6172, 0, 0], + [2, 5100, 5251, 5100, 5100, 6172, 0, 0], + [3, 4850, 5251, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.1, "119": 0.03}, profit_perc=0.03, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.05, trailing_stop_positive=0.03, @@ -383,13 +383,13 @@ tc23 = BTContainer(data=[ # Stoploss at 1%. # Stoploss wins over Sell-signal (because sell-signal is acted on in the next candle) tc24 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5012, 4986, 4600, 6172, 0, 0, ''], - [3, 5010, 5000, 4855, 5010, 6172, 0, 1, ''], # Triggers stoploss + sellsignal - [4, 5010, 4987, 4977, 4995, 6172, 0, 0, ''], - [5, 4995, 4995, 4995, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5012, 4986, 4600, 6172, 0, 0], + [3, 5010, 5000, 4855, 5010, 6172, 0, 1], # Triggers stoploss + sellsignal + [4, 5010, 4987, 4977, 4995, 6172, 0, 0], + [5, 4995, 4995, 4995, 4950, 6172, 0, 0]], stop_loss=-0.01, roi={"0": 1}, profit_perc=-0.01, use_sell_signal=True, trades=[BTrade(sell_reason=SellType.STOP_LOSS, open_tick=1, close_tick=3)] ) @@ -398,13 +398,13 @@ tc24 = BTContainer(data=[ # Stoploss at 1%. # Sell-signal wins over stoploss tc25 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5012, 4986, 4600, 6172, 0, 0, ''], - [3, 5010, 5000, 4986, 5010, 6172, 0, 1, ''], - [4, 5010, 4987, 4855, 4995, 6172, 0, 0, ''], # Triggers stoploss + sellsignal acted on - [5, 4995, 4995, 4995, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5012, 4986, 4600, 6172, 0, 0], + [3, 5010, 5000, 4986, 5010, 6172, 0, 1], + [4, 5010, 4987, 4855, 4995, 6172, 0, 0], # Triggers stoploss + sellsignal acted on + [5, 4995, 4995, 4995, 4950, 6172, 0, 0]], stop_loss=-0.01, roi={"0": 1}, profit_perc=0.002, use_sell_signal=True, trades=[BTrade(sell_reason=SellType.SELL_SIGNAL, open_tick=1, close_tick=4)] ) @@ -413,13 +413,13 @@ tc25 = BTContainer(data=[ # Stoploss at 10% (irrelevant), ROI at 5% (will trigger) # Sell-signal wins over stoploss tc26 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5012, 4986, 4600, 6172, 0, 0, ''], - [3, 5010, 5251, 4986, 5010, 6172, 0, 1, ''], # Triggers ROI, sell-signal - [4, 5010, 4987, 4855, 4995, 6172, 0, 0, ''], - [5, 4995, 4995, 4995, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5012, 4986, 4600, 6172, 0, 0], + [3, 5010, 5251, 4986, 5010, 6172, 0, 1], # Triggers ROI, sell-signal + [4, 5010, 4987, 4855, 4995, 6172, 0, 0], + [5, 4995, 4995, 4995, 4950, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.05}, profit_perc=0.05, use_sell_signal=True, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=3)] ) @@ -429,13 +429,13 @@ tc26 = BTContainer(data=[ # TODO: figure out if sell-signal should win over ROI # Sell-signal wins over stoploss tc27 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5025, 4975, 4987, 6172, 1, 0, ''], - [1, 5000, 5025, 4975, 4987, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4987, 5012, 4986, 4600, 6172, 0, 0, ''], - [3, 5010, 5012, 4986, 5010, 6172, 0, 1, ''], # sell-signal - [4, 5010, 5251, 4855, 4995, 6172, 0, 0, ''], # Triggers ROI, sell-signal acted on - [5, 4995, 4995, 4995, 4950, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5025, 4975, 4987, 6172, 1, 0], + [1, 5000, 5025, 4975, 4987, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4987, 5012, 4986, 4600, 6172, 0, 0], + [3, 5010, 5012, 4986, 5010, 6172, 0, 1], # sell-signal + [4, 5010, 5251, 4855, 4995, 6172, 0, 0], # Triggers ROI, sell-signal acted on + [5, 4995, 4995, 4995, 4950, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.05}, profit_perc=0.05, use_sell_signal=True, trades=[BTrade(sell_reason=SellType.ROI, open_tick=1, close_tick=4)] ) @@ -445,12 +445,12 @@ tc27 = BTContainer(data=[ # therefore "open" will be used # stop-loss: 10%, ROI: 10% (should not apply), stoploss adjusted candle 2 tc28 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 4950, 5100, 6172, 0, 0, ''], - [2, 5100, 5251, 5100, 5100, 6172, 0, 0, ''], - [3, 4850, 5050, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 4950, 5100, 6172, 0, 0], + [2, 5100, 5251, 5100, 5100, 6172, 0, 0], + [3, 4850, 5050, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=-0.03, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.05, trailing_stop_positive=0.03, @@ -461,12 +461,12 @@ tc28 = BTContainer(data=[ # high of stoploss candle. # stop-loss: 10%, ROI: 10% (should not apply) tc29 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5050, 5000, 4900, 6172, 0, 0, ''], # enter trade (signal on last candle) - [2, 4900, 5250, 4500, 5100, 6172, 0, 0, ''], # Triggers trailing-stoploss - [3, 5100, 5100, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5050, 5000, 4900, 6172, 0, 0], # enter trade (signal on last candle) + [2, 4900, 5250, 4500, 5100, 6172, 0, 0], # Triggers trailing-stoploss + [3, 5100, 5100, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=-0.02, trailing_stop=True, trailing_stop_positive=0.03, trades=[BTrade(sell_reason=SellType.TRAILING_STOP_LOSS, open_tick=1, close_tick=2)] @@ -475,12 +475,12 @@ tc29 = BTContainer(data=[ # Test 30: trailing_stop should be triggered immediately on trade open candle. # stop-loss: 10%, ROI: 10% (should not apply) tc30 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5500, 5000, 4900, 6172, 0, 0, ''], # enter trade (signal on last candle) and stop - [2, 4900, 5250, 4500, 5100, 6172, 0, 0, ''], - [3, 5100, 5100, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5500, 5000, 4900, 6172, 0, 0], # enter trade (signal on last candle) and stop + [2, 4900, 5250, 4500, 5100, 6172, 0, 0], + [3, 5100, 5100, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=-0.01, trailing_stop=True, trailing_stop_positive=0.01, trades=[BTrade(sell_reason=SellType.TRAILING_STOP_LOSS, open_tick=1, close_tick=1)] @@ -489,12 +489,12 @@ tc30 = BTContainer(data=[ # Test 31: trailing_stop should be triggered immediately on trade open candle. # stop-loss: 10%, ROI: 10% (should not apply) tc31 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5500, 5000, 4900, 6172, 0, 0, ''], # enter trade (signal on last candle) and stop - [2, 4900, 5250, 4500, 5100, 6172, 0, 0, ''], - [3, 5100, 5100, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5500, 5000, 4900, 6172, 0, 0], # enter trade (signal on last candle) and stop + [2, 4900, 5250, 4500, 5100, 6172, 0, 0], + [3, 5100, 5100, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.10, roi={"0": 0.10}, profit_perc=0.01, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.02, trailing_stop_positive=0.01, @@ -504,12 +504,12 @@ tc31 = BTContainer(data=[ # Test 32: trailing_stop should be triggered immediately on trade open candle. # stop-loss: 1%, ROI: 10% (should not apply) tc32 = BTContainer(data=[ - # D O H L C V B S SN - [0, 5000, 5050, 4950, 5000, 6172, 1, 0, ''], - [1, 5000, 5500, 5000, 4900, 6172, 0, 0, ''], # enter trade (signal on last candle) and stop - [2, 4900, 5250, 4500, 5100, 6172, 0, 0, ''], - [3, 5100, 5100, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + # D O H L C V B S + [0, 5000, 5050, 4950, 5000, 6172, 1, 0], + [1, 5000, 5500, 5000, 4900, 6172, 0, 0], # enter trade (signal on last candle) and stop + [2, 4900, 5250, 4500, 5100, 6172, 0, 0], + [3, 5100, 5100, 4650, 4750, 6172, 0, 0], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0]], stop_loss=-0.01, roi={"0": 0.10}, profit_perc=-0.01, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.02, trailing_stop_positive=0.01, use_custom_stoploss=True, @@ -519,12 +519,12 @@ tc32 = BTContainer(data=[ # Test 33: trailing_stop should be triggered immediately on trade open candle. # stop-loss: 1%, ROI: 10% (should not apply) tc33 = BTContainer(data=[ - # D O H L C V B S SN + # D O H L C V B S BT [0, 5000, 5050, 4950, 5000, 6172, 1, 0, 'buy_signal_01'], - [1, 5000, 5500, 5000, 4900, 6172, 0, 0, ''], # enter trade (signal on last candle) and stop - [2, 4900, 5250, 4500, 5100, 6172, 0, 0, ''], - [3, 5100, 5100, 4650, 4750, 6172, 0, 0, ''], - [4, 4750, 4950, 4350, 4750, 6172, 0, 0, '']], + [1, 5000, 5500, 5000, 4900, 6172, 0, 0, None], # enter trade (signal on last candle) and stop + [2, 4900, 5250, 4500, 5100, 6172, 0, 0, None], + [3, 5100, 5100, 4650, 4750, 6172, 0, 0, None], + [4, 4750, 4950, 4350, 4750, 6172, 0, 0, None]], stop_loss=-0.01, roi={"0": 0.10}, profit_perc=-0.01, trailing_stop=True, trailing_only_offset_is_reached=True, trailing_stop_positive_offset=0.02, trailing_stop_positive=0.01, use_custom_stoploss=True, diff --git a/tests/optimize/test_backtesting.py b/tests/optimize/test_backtesting.py index 873b27b4d..87f968d6b 100644 --- a/tests/optimize/test_backtesting.py +++ b/tests/optimize/test_backtesting.py @@ -584,7 +584,7 @@ def test_backtest_one(default_conf, fee, mocker, testdatadir) -> None: 'min_rate': [0.1038, 0.10302485], 'max_rate': [0.10501, 0.1038888], 'is_open': [False, False], - 'buy_tag': ['', ''], + 'buy_tag': [None, None], }) pd.testing.assert_frame_equal(results, expected) data_pair = processed[pair]