From fd875786fd1b02f4af164b1798224cdacb4f3652 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Tue, 7 Dec 2021 11:16:11 +0200 Subject: [PATCH 001/165] Initial very crude DCA implementation attempt. Very alpha. No backtesting support. --- freqtrade/freqtradebot.py | 169 ++++++++++++++++++++++++++++++++ freqtrade/strategy/interface.py | 21 ++++ 2 files changed, 190 insertions(+) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 7d8e0ec2f..7de0ce79b 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -178,6 +178,9 @@ class FreqtradeBot(LoggingMixin): # First process current opened trades (positions) self.exit_positions(trades) + # Check if we need to adjust our current positions before attempting to buy new trades. + self.process_open_trade_positions() + # Then looking for buy opportunities if self.get_free_open_trades(): self.enter_positions() @@ -443,6 +446,172 @@ class FreqtradeBot(LoggingMixin): else: return False + +# +# BUY / increase / decrease positions / DCA logic and methods +# + def process_open_trade_positions(self) -> int: + """ + Tries to execute additional buy orders for open trades (positions) + """ + orders_created = 0 + + # Remove pairs for currently opened trades from the whitelist + for trade in Trade.get_open_trades(): + try: + orders_created += self.adjust_trade_position(trade) + except DependencyException as exception: + logger.warning('Unable to adjust position of trade for %s: %s', trade.pair, exception) + + if not orders_created: + logger.debug("Found no trades to modify. Trying again...") + + return orders_created + + + def adjust_trade_position(self, trade: Trade) -> int: + """ + Check the implemented trading strategy for adjustment command. + + If the pair triggers the adjustment a new buy-order gets issued towards the exchange. + Once that completes, the existing trade is modified to match new data. + :return: True if a order has been created. + """ + logger.debug(f"adjust_trade_position for pair {trade.pair}") + for order in trade.orders: + if order.ft_is_open: + logger.debug(f"Order {order} is still open.") + return 0 + + analyzed_df, _ = self.dataprovider.get_analyzed_dataframe(trade.pair, self.strategy.timeframe) + + sell_rate = self.exchange.get_rate(trade.pair, refresh=True, side="sell") + current_profit = trade.calc_profit_ratio(sell_rate) + amount_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=0.0)( + pair=trade.pair, trade=trade, current_time=datetime.now(timezone.utc), + current_rate=sell_rate, current_profit=current_profit) + + if amount_to_adjust > 0.0: + # We should increase our position + is_order_success = self.execute_trade_position_change(trade.pair, amount_to_adjust, trade) + if is_order_success: + return 1 + + if amount_to_adjust < 0.0: + # We should decrease our position + # TODO: Selling part of the trade not implemented yet. + return 0 + + return 0 + + + def execute_trade_position_change(self, pair: str, amount: float, trade: Trade) -> bool: + """ + Executes a limit buy for the given pair + :param pair: pair for which we want to create a LIMIT_BUY + :param stake_amount: amount of stake-currency for the pair + :return: True if a buy order is created, false if it fails. + """ + time_in_force = self.strategy.order_time_in_force['buy'] + + # Calculate price + proposed_enter_rate = self.exchange.get_rate(pair, refresh=True, side="buy") + enter_limit_requested = self.get_valid_price(proposed_enter_rate, proposed_enter_rate) + if not enter_limit_requested: + raise PricingError('Could not determine buy price.') + + min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, enter_limit_requested, + self.strategy.stoploss) + + stake_amount = amount * enter_limit_requested + + stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) + + logger.error(f'Executing DCA buy: amount={amount}, stake={stake_amount}') + + if not stake_amount: + return False + + amount = self.exchange.amount_to_precision(pair, amount) + order = self.exchange.create_order(pair=pair, ordertype='market', side="buy", + amount=amount, rate=enter_limit_requested, + time_in_force=time_in_force) + order_obj = Order.parse_from_ccxt_object(order, pair, 'buy') + order_id = order['id'] + order_status = order.get('status', None) + # we assume the order is executed at the price requested + enter_limit_filled_price = enter_limit_requested + amount_requested = amount + + if order_status == 'expired' or order_status == 'rejected': + order_tif = self.strategy.order_time_in_force['buy'] + + # return false if the order is not filled + if float(order['filled']) == 0: + logger.warning('Buy(adjustment) %s order with time in force %s for %s is %s by %s.' + ' zero amount is fulfilled.', + order_tif, order_type, pair, order_status, self.exchange.name) + return False + else: + # the order is partially fulfilled + # in case of IOC orders we can check immediately + # if the order is fulfilled fully or partially + logger.warning('Buy(adjustment) %s order with time in force %s for %s is %s by %s.' + ' %s amount fulfilled out of %s (%s remaining which is canceled).', + order_tif, order_type, pair, order_status, self.exchange.name, + order['filled'], order['amount'], order['remaining'] + ) + stake_amount = order['cost'] + amount = safe_value_fallback(order, 'filled', 'amount') + enter_limit_filled_price = safe_value_fallback(order, 'average', 'price') + + # in case of FOK the order may be filled immediately and fully + elif order_status == 'closed': + stake_amount = order['cost'] + amount = safe_value_fallback(order, 'filled', 'amount') + enter_limit_filled_price = safe_value_fallback(order, 'average', 'price') + + # Fee is applied only once because we make a LIMIT_BUY but the final trade will apply the sell fee. + fee = self.exchange.get_fee(symbol=pair, taker_or_maker='maker') + + logger.info(f"Trade {pair} DCA order status {order_status}") + + total_amount = 0.0 + total_stake = 0.0 + for tempOrder in trade.orders: + if tempOrder.ft_is_open: + continue + if tempOrder.ft_order_side != 'buy': + # Skip not buy sides + continue + + if tempOrder.status == "closed": + tempOrderAmount = safe_value_fallback(order, 'filled', 'amount') + total_amount += tempOrderAmount + total_stake += tempOrder.average * tempOrderAmount + + total_amount += amount + total_stake += stake_amount + + trade.open_rate = total_stake / total_amount + + trade.fee_open += fee + trade.stake_amount = total_stake + trade.amount = total_amount + + trade.orders.append(order_obj) + trade.recalc_open_trade_value() + Trade.commit() + + # Updating wallets + self.wallets.update() + + self._notify_enter(trade, 'market') + + return True + + + def _check_depth_of_market_buy(self, pair: str, conf: Dict) -> bool: """ Checks depth of market before executing a buy diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index 05469317b..e98cb5ff6 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -381,6 +381,27 @@ class IStrategy(ABC, HyperStrategyMixin): """ return proposed_stake + + def adjust_trade_position(self, pair: str, trade: Trade, + current_time: datetime, adjust_trade_position: float, + current_rate: float, current_profit: float, **kwargs) -> float: + """ + Custom trade adjustment logic, returning the amount that a trade shold be either increased or decreased. + + For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/ + + When not implemented by a strategy, returns 0.0 + + :param pair: Pair that's currently analyzed + :param trade: trade object. + :param current_time: datetime object, containing the current datetime + :param current_rate: Rate, calculated based on pricing settings in ask_strategy. + :param current_profit: Current profit (as ratio), calculated based on current_rate. + :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. + :return float: Amount to adjust your trade (buy more or sell some) + """ + return 0.0 + def informative_pairs(self) -> ListPairsWithTimeframes: """ Define additional, informative pair/interval combinations to be cached from the exchange. From fde67798730659ce3f022629853183a0023ddc79 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 9 Dec 2021 14:47:44 +0200 Subject: [PATCH 002/165] Some code improvements. Still some bugs. --- freqtrade/freqtradebot.py | 104 ++++++++++---------------------- freqtrade/persistence/models.py | 20 ++++++ freqtrade/strategy/interface.py | 6 +- 3 files changed, 56 insertions(+), 74 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 7de0ce79b..b4503fe01 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -450,98 +450,84 @@ class FreqtradeBot(LoggingMixin): # # BUY / increase / decrease positions / DCA logic and methods # - def process_open_trade_positions(self) -> int: + def process_open_trade_positions(self): """ - Tries to execute additional buy orders for open trades (positions) + Tries to execute additional buy or sell orders for open trades (positions) """ - orders_created = 0 - - # Remove pairs for currently opened trades from the whitelist + # Walk through each pair and check if it needs changes for trade in Trade.get_open_trades(): try: - orders_created += self.adjust_trade_position(trade) + self.adjust_trade_position(trade) except DependencyException as exception: logger.warning('Unable to adjust position of trade for %s: %s', trade.pair, exception) - if not orders_created: - logger.debug("Found no trades to modify. Trying again...") - return orders_created - - - def adjust_trade_position(self, trade: Trade) -> int: + def adjust_trade_position(self, trade: Trade): """ Check the implemented trading strategy for adjustment command. - - If the pair triggers the adjustment a new buy-order gets issued towards the exchange. + If the strategy triggers the adjustment a new buy/sell-order gets issued. Once that completes, the existing trade is modified to match new data. - :return: True if a order has been created. """ logger.debug(f"adjust_trade_position for pair {trade.pair}") for order in trade.orders: if order.ft_is_open: - logger.debug(f"Order {order} is still open.") - return 0 - - analyzed_df, _ = self.dataprovider.get_analyzed_dataframe(trade.pair, self.strategy.timeframe) + logger.debug(f"Order {order} is still open, skipping pair.") + return sell_rate = self.exchange.get_rate(trade.pair, refresh=True, side="sell") current_profit = trade.calc_profit_ratio(sell_rate) - amount_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=0.0)( + amount_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( pair=trade.pair, trade=trade, current_time=datetime.now(timezone.utc), current_rate=sell_rate, current_profit=current_profit) - if amount_to_adjust > 0.0: + if amount_to_adjust != None and amount_to_adjust > 0.0: # We should increase our position - is_order_success = self.execute_trade_position_change(trade.pair, amount_to_adjust, trade) - if is_order_success: - return 1 + self.execute_trade_position_change(trade.pair, amount_to_adjust, trade) - if amount_to_adjust < 0.0: + if amount_to_adjust != None and amount_to_adjust < 0.0: # We should decrease our position # TODO: Selling part of the trade not implemented yet. - return 0 + return - return 0 + return - def execute_trade_position_change(self, pair: str, amount: float, trade: Trade) -> bool: + def execute_trade_position_change(self, pair: str, amount: float, trade: Trade): """ - Executes a limit buy for the given pair - :param pair: pair for which we want to create a LIMIT_BUY - :param stake_amount: amount of stake-currency for the pair - :return: True if a buy order is created, false if it fails. + Executes a buy order for the given pair using specific amount + :param pair: pair for which we want to create a buy order + :param amount: amount of tradable pair to buy """ time_in_force = self.strategy.order_time_in_force['buy'] # Calculate price proposed_enter_rate = self.exchange.get_rate(pair, refresh=True, side="buy") - enter_limit_requested = self.get_valid_price(proposed_enter_rate, proposed_enter_rate) + custom_entry_price = strategy_safe_wrapper(self.strategy.custom_entry_price, + default_retval=proposed_enter_rate)( + pair=pair, current_time=datetime.now(timezone.utc), + proposed_rate=proposed_enter_rate) + + enter_limit_requested = self.get_valid_price(custom_entry_price, proposed_enter_rate) + if not enter_limit_requested: raise PricingError('Could not determine buy price.') min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, enter_limit_requested, self.strategy.stoploss) - - stake_amount = amount * enter_limit_requested - - stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) - - logger.error(f'Executing DCA buy: amount={amount}, stake={stake_amount}') + stake_amount = self.wallets.validate_stake_amount(pair, (amount * enter_limit_requested), min_stake_amount) if not stake_amount: + logger.info(f'Additional order failed to get stake amount for pair {pair}, amount={amount}, price={enter_limit_requested}') return False + logger.debug(f'Executing additional order: amount={amount}, stake={stake_amount}, price={enter_limit_requested}') + amount = self.exchange.amount_to_precision(pair, amount) - order = self.exchange.create_order(pair=pair, ordertype='market', side="buy", + order = self.exchange.create_order(pair=pair, ordertype="market", side="buy", amount=amount, rate=enter_limit_requested, time_in_force=time_in_force) order_obj = Order.parse_from_ccxt_object(order, pair, 'buy') - order_id = order['id'] order_status = order.get('status', None) - # we assume the order is executed at the price requested - enter_limit_filled_price = enter_limit_requested - amount_requested = amount if order_status == 'expired' or order_status == 'rejected': order_tif = self.strategy.order_time_in_force['buy'] @@ -563,44 +549,19 @@ class FreqtradeBot(LoggingMixin): ) stake_amount = order['cost'] amount = safe_value_fallback(order, 'filled', 'amount') - enter_limit_filled_price = safe_value_fallback(order, 'average', 'price') # in case of FOK the order may be filled immediately and fully elif order_status == 'closed': stake_amount = order['cost'] amount = safe_value_fallback(order, 'filled', 'amount') - enter_limit_filled_price = safe_value_fallback(order, 'average', 'price') # Fee is applied only once because we make a LIMIT_BUY but the final trade will apply the sell fee. fee = self.exchange.get_fee(symbol=pair, taker_or_maker='maker') - logger.info(f"Trade {pair} DCA order status {order_status}") - - total_amount = 0.0 - total_stake = 0.0 - for tempOrder in trade.orders: - if tempOrder.ft_is_open: - continue - if tempOrder.ft_order_side != 'buy': - # Skip not buy sides - continue - - if tempOrder.status == "closed": - tempOrderAmount = safe_value_fallback(order, 'filled', 'amount') - total_amount += tempOrderAmount - total_stake += tempOrder.average * tempOrderAmount - - total_amount += amount - total_stake += stake_amount - - trade.open_rate = total_stake / total_amount - - trade.fee_open += fee - trade.stake_amount = total_stake - trade.amount = total_amount + logger.info(f"Trade {pair} adjustment order status {order_status}") trade.orders.append(order_obj) - trade.recalc_open_trade_value() + trade.recalc_trade_from_orders() Trade.commit() # Updating wallets @@ -1459,6 +1420,7 @@ class FreqtradeBot(LoggingMixin): logger.warning("Could not update trade amount: %s", exception) trade.update(order) + trade.recalc_trade_from_orders() Trade.commit() # Updating wallets when order is closed diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 2fcdd58bb..2c0923078 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -568,6 +568,26 @@ class LocalTrade(): profit_ratio = (close_trade_value / self.open_trade_value) - 1 return float(f"{profit_ratio:.8f}") + + def recalc_trade_from_orders(self): + total_amount = 0.0 + total_stake = 0.0 + for temp_order in self.orders: + if temp_order.ft_is_open == False and temp_order.status == "closed" and temp_order.ft_order_side == 'buy': + tmp_amount = temp_order.amount + if temp_order.filled is not None: + tmp_amount = temp_order.filled + total_amount += tmp_amount + total_stake += temp_order.average * tmp_amount + + if total_amount > 0: + self.open_rate = total_stake / total_amount + self.stake_amount = total_stake + self.amount = total_amount + self.fee_open_cost = self.fee_open * self.stake_amount + self.recalc_open_trade_value() + + def select_order(self, order_side: str, is_open: Optional[bool]) -> Optional[Order]: """ Finds latest order for this orderside and status diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index e98cb5ff6..fead93190 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -383,8 +383,8 @@ class IStrategy(ABC, HyperStrategyMixin): def adjust_trade_position(self, pair: str, trade: Trade, - current_time: datetime, adjust_trade_position: float, - current_rate: float, current_profit: float, **kwargs) -> float: + current_time: datetime, current_rate: float, current_profit: float, + **kwargs) -> Optional[float]: """ Custom trade adjustment logic, returning the amount that a trade shold be either increased or decreased. @@ -400,7 +400,7 @@ class IStrategy(ABC, HyperStrategyMixin): :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. :return float: Amount to adjust your trade (buy more or sell some) """ - return 0.0 + return None def informative_pairs(self) -> ListPairsWithTimeframes: """ From 28d0b5165acbd2cfa55ac9c76cb72cfe1a386059 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 9 Dec 2021 19:47:24 +0200 Subject: [PATCH 003/165] Add unit-test --- tests/test_persistence.py | 164 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 164 insertions(+) diff --git a/tests/test_persistence.py b/tests/test_persistence.py index d1d3ce382..4dea23663 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1343,3 +1343,167 @@ def test_Trade_object_idem(): and item not in ('trades', 'trades_open', 'total_profit') and type(getattr(LocalTrade, item)) not in (property, FunctionType)): assert item in trade + + +def test_recalc_trade_from_orders(fee): + + o1_amount = 100 + o1_rate = 1 + o1_cost = o1_amount * o1_rate + o1_fee_cost = o1_cost * fee.return_value + o1_trade_val = o1_cost + o1_fee_cost + + trade = Trade( + pair='ADA/USDT', + stake_amount=o1_cost, + open_date=arrow.utcnow().shift(hours=-2).datetime, + amount=o1_amount, + fee_open=fee.return_value, + fee_close=fee.return_value, + exchange='binance', + open_rate=o1_rate, + max_rate=o1_rate, + ) + + assert fee.return_value == 0.0025 + assert trade._calc_open_trade_value() == o1_trade_val + assert trade.amount == o1_amount + assert trade.stake_amount == o1_cost + assert trade.open_rate == o1_rate + assert trade.open_trade_value == o1_trade_val + + # Calling without orders should not throw exceptions and change nothing + trade.recalc_trade_from_orders() + assert trade.amount == o1_amount + assert trade.stake_amount == o1_cost + assert trade.open_rate == o1_rate + assert trade.open_trade_value == o1_trade_val + + trade.update_fee(o1_fee_cost, 'BNB', fee.return_value, 'buy') + + assert len(trade.orders) == 0 + + # Check with 1 order + order1 = Order( + ft_order_side='buy', + ft_pair=trade.pair, + ft_is_open=False, + status="closed", + symbol=trade.pair, + order_type="market", + side="buy", + price=o1_rate, + average=o1_rate, + filled=o1_amount, + remaining=0, + cost=o1_amount, + order_date=trade.open_date, + order_filled_date=trade.open_date, + ) + trade.orders.append(order1) + trade.recalc_trade_from_orders() + + # Calling recalc with single initial order should not change anything + assert trade.amount == o1_amount + assert trade.stake_amount == o1_amount + assert trade.open_rate == o1_rate + assert trade.fee_open_cost == o1_fee_cost + assert trade.open_trade_value == o1_trade_val + + # One additional adjustment / DCA order + o2_amount = 125 + o2_rate = 0.9 + o2_cost = o2_amount * o2_rate + o2_fee_cost = o2_cost * fee.return_value + o2_trade_val = o2_cost + o2_fee_cost + + order2 = Order( + ft_order_side='buy', + ft_pair=trade.pair, + ft_is_open=False, + status="closed", + symbol=trade.pair, + order_type="market", + side="buy", + price=o2_rate, + average=o2_rate, + filled=o2_amount, + remaining=0, + cost=o2_cost, + order_date=arrow.utcnow().shift(hours=-1).datetime, + order_filled_date=arrow.utcnow().shift(hours=-1).datetime, + ) + trade.orders.append(order2) + trade.recalc_trade_from_orders() + + # Validate that the trade now has new averaged open price and total values + avg_price = (o1_cost + o2_cost) / (o1_amount + o2_amount) + assert trade.amount == o1_amount + o2_amount + assert trade.stake_amount == o1_amount + o2_cost + assert trade.open_rate == avg_price + assert trade.fee_open_cost == o1_fee_cost + o2_fee_cost + assert trade.open_trade_value == o1_trade_val + o2_trade_val + + # Let's try with multiple additional orders + o3_amount = 150 + o3_rate = 0.85 + o3_cost = o3_amount * o3_rate + o3_fee_cost = o3_cost * fee.return_value + o3_trade_val = o3_cost + o3_fee_cost + + order3 = Order( + ft_order_side='buy', + ft_pair=trade.pair, + ft_is_open=False, + status="closed", + symbol=trade.pair, + order_type="market", + side="buy", + price=o3_rate, + average=o3_rate, + filled=o3_amount, + remaining=0, + cost=o3_cost, + order_date=arrow.utcnow().shift(hours=-1).datetime, + order_filled_date=arrow.utcnow().shift(hours=-1).datetime, + ) + trade.orders.append(order3) + trade.recalc_trade_from_orders() + + # Validate that the sum is still correct and open rate is averaged + avg_price = (o1_cost + o2_cost + o3_cost) / (o1_amount + o2_amount + o3_amount) + assert trade.amount == o1_amount + o2_amount + o3_amount + assert trade.stake_amount == o1_cost + o2_cost + o3_cost + assert trade.open_rate == avg_price + assert round(trade.fee_open_cost, 8) == round(o1_fee_cost + o2_fee_cost + o3_fee_cost, 8) + assert round(trade.open_trade_value, 8) == round(o1_trade_val + o2_trade_val + o3_trade_val, 8) + + # Just to make sure sell orders are ignored, let's calculate one more time. + sell1 = Order( + ft_order_side='sell', + ft_pair=trade.pair, + ft_is_open=False, + status="closed", + symbol=trade.pair, + order_type="market", + side="sell", + price=avg_price + 0.95, + average=avg_price + 0.95, + filled=o1_amount + o2_amount + o3_amount, + remaining=0, + cost=o1_cost + o2_cost + o3_cost, + order_date=trade.open_date, + order_filled_date=trade.open_date, + ) + trade.orders.append(sell1) + trade.recalc_trade_from_orders() + + avg_price = (o1_cost + o2_cost + o3_cost) / (o1_amount + o2_amount + o3_amount) + + assert trade.amount == o1_amount + o2_amount + o3_amount + assert trade.stake_amount == o1_cost + o2_cost + o3_cost + assert trade.open_rate == avg_price + assert round(trade.fee_open_cost, 8) == round(o1_fee_cost + o2_fee_cost + o3_fee_cost, 8) + assert round(trade.open_trade_value, 8) == round(o1_trade_val + o2_trade_val + o3_trade_val, 8) + + From 00366c5c88a98a95196373a562babcd6d978840d Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 9 Dec 2021 20:03:41 +0200 Subject: [PATCH 004/165] Additional unit-tests --- freqtrade/persistence/models.py | 7 +- tests/test_persistence.py | 127 ++++++++++++++++++++++++++++++++ 2 files changed, 131 insertions(+), 3 deletions(-) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 2c0923078..74b4cf627 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -577,8 +577,9 @@ class LocalTrade(): tmp_amount = temp_order.amount if temp_order.filled is not None: tmp_amount = temp_order.filled - total_amount += tmp_amount - total_stake += temp_order.average * tmp_amount + if tmp_amount is not None and temp_order.average is not None: + total_amount += tmp_amount + total_stake += temp_order.average * tmp_amount if total_amount > 0: self.open_rate = total_stake / total_amount @@ -586,7 +587,7 @@ class LocalTrade(): self.amount = total_amount self.fee_open_cost = self.fee_open * self.stake_amount self.recalc_open_trade_value() - + def select_order(self, order_side: str, is_open: Optional[bool]) -> Optional[Order]: """ diff --git a/tests/test_persistence.py b/tests/test_persistence.py index 4dea23663..a6a289007 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1506,4 +1506,131 @@ def test_recalc_trade_from_orders(fee): assert round(trade.fee_open_cost, 8) == round(o1_fee_cost + o2_fee_cost + o3_fee_cost, 8) assert round(trade.open_trade_value, 8) == round(o1_trade_val + o2_trade_val + o3_trade_val, 8) +def test_recalc_trade_from_orders_ignores_bad_orders(fee): + + o1_amount = 100 + o1_rate = 1 + o1_cost = o1_amount * o1_rate + o1_fee_cost = o1_cost * fee.return_value + o1_trade_val = o1_cost + o1_fee_cost + + trade = Trade( + pair='ADA/USDT', + stake_amount=o1_cost, + open_date=arrow.utcnow().shift(hours=-2).datetime, + amount=o1_amount, + fee_open=fee.return_value, + fee_close=fee.return_value, + exchange='binance', + open_rate=o1_rate, + max_rate=o1_rate, + ) + trade.update_fee(o1_fee_cost, 'BNB', fee.return_value, 'buy') + # Check with 1 order + order1 = Order( + ft_order_side='buy', + ft_pair=trade.pair, + ft_is_open=False, + status="closed", + symbol=trade.pair, + order_type="market", + side="buy", + price=o1_rate, + average=o1_rate, + filled=o1_amount, + remaining=0, + cost=o1_amount, + order_date=trade.open_date, + order_filled_date=trade.open_date, + ) + trade.orders.append(order1) + trade.recalc_trade_from_orders() + + # Calling recalc with single initial order should not change anything + assert trade.amount == o1_amount + assert trade.stake_amount == o1_amount + assert trade.open_rate == o1_rate + assert trade.fee_open_cost == o1_fee_cost + assert trade.open_trade_value == o1_trade_val + + order2 = Order( + ft_order_side='buy', + ft_pair=trade.pair, + ft_is_open=True, + status="closed", + symbol=trade.pair, + order_type="market", + side="buy", + price=1, + average=2, + filled=3, + remaining=4, + cost=5, + order_date=arrow.utcnow().shift(hours=-1).datetime, + order_filled_date=arrow.utcnow().shift(hours=-1).datetime, + ) + trade.orders.append(order2) + trade.recalc_trade_from_orders() + + # Validate that the trade values have not been changed + assert trade.amount == o1_amount + assert trade.stake_amount == o1_amount + assert trade.open_rate == o1_rate + assert trade.fee_open_cost == o1_fee_cost + assert trade.open_trade_value == o1_trade_val + + # Let's try with some other orders + order3 = Order( + ft_order_side='buy', + ft_pair=trade.pair, + ft_is_open=False, + status="cancelled", + symbol=trade.pair, + order_type="market", + side="buy", + price=1, + average=2, + filled=3, + remaining=4, + cost=5, + order_date=arrow.utcnow().shift(hours=-1).datetime, + order_filled_date=arrow.utcnow().shift(hours=-1).datetime, + ) + trade.orders.append(order3) + trade.recalc_trade_from_orders() + + # Validate that the order values still are ignoring orders 2 and 3 + assert trade.amount == o1_amount + assert trade.stake_amount == o1_amount + assert trade.open_rate == o1_rate + assert trade.fee_open_cost == o1_fee_cost + assert trade.open_trade_value == o1_trade_val + + # Just to make sure sell orders are ignored, let's calculate one more time. + sell1 = Order( + ft_order_side='sell', + ft_pair=trade.pair, + ft_is_open=False, + status="closed", + symbol=trade.pair, + order_type="market", + side="sell", + price=4, + average=3, + filled=2, + remaining=1, + cost=5, + order_date=trade.open_date, + order_filled_date=trade.open_date, + ) + trade.orders.append(sell1) + trade.recalc_trade_from_orders() + + assert trade.amount == o1_amount + assert trade.stake_amount == o1_amount + assert trade.open_rate == o1_rate + assert trade.fee_open_cost == o1_fee_cost + assert trade.open_trade_value == o1_trade_val + + From b2c2852f8678371d64ffef899d8833138e8a913c Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 9 Dec 2021 23:21:35 +0200 Subject: [PATCH 005/165] Initial backtesting support. This does make it rather slow. --- freqtrade/optimize/backtesting.py | 73 ++++++++++++++++++++++++++++++- tests/test_persistence.py | 8 ++-- 2 files changed, 76 insertions(+), 5 deletions(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index d4b51d04d..b5277c216 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -24,7 +24,7 @@ from freqtrade.mixins import LoggingMixin from freqtrade.optimize.bt_progress import BTProgress from freqtrade.optimize.optimize_reports import (generate_backtest_stats, show_backtest_results, store_backtest_stats) -from freqtrade.persistence import LocalTrade, PairLocks, Trade +from freqtrade.persistence import LocalTrade, PairLocks, Trade, Order from freqtrade.plugins.pairlistmanager import PairListManager from freqtrade.plugins.protectionmanager import ProtectionManager from freqtrade.resolvers import ExchangeResolver, StrategyResolver @@ -350,8 +350,64 @@ class Backtesting: else: return sell_row[OPEN_IDX] + def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, sell_row: Tuple) -> Optional[LocalTrade]: + current_rate = sell_row[OPEN_IDX] + sell_candle_time = sell_row[DATE_IDX].to_pydatetime() + current_profit = trade.calc_profit_ratio(current_rate) + + amount_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( + pair=trade.pair, trade=trade, current_time=sell_candle_time, + current_rate=current_rate, current_profit=current_profit) + + # Check if we should increase our position + if amount_to_adjust is not None and amount_to_adjust > 0.0: + return self._execute_trade_position_change(trade, sell_row, amount_to_adjust) + + return trade + + def _execute_trade_position_change(self, trade: LocalTrade, row: Tuple, + amount_to_adjust: float) -> Optional[LocalTrade]: + current_price = row[OPEN_IDX] + stake_amount = current_price * amount_to_adjust + propose_rate = min(max(current_price, row[LOW_IDX]), row[HIGH_IDX]) + available_amount = self.wallets.get_available_stake_amount() + + try: + min_stake_amount = self.exchange.get_min_pair_stake_amount(trade.pair, propose_rate, -0.05) or 0 + stake_amount = self.wallets.validate_stake_amount(trade.pair, stake_amount, min_stake_amount) + stake_amount = self.wallets._check_available_stake_amount(stake_amount, available_amount) + except DependencyException: + logger.debug(f"{trade.pair} adjustment failed, wallet is smaller than asked stake {stake_amount}") + return trade + + amount = stake_amount / current_price + if amount <= 0: + logger.debug(f"{trade.pair} adjustment failed, amount ended up being zero {amount}") + return trade + + order = Order( + ft_is_open=False, + ft_pair=trade.pair, + symbol=trade.pair, + ft_order_side="buy", + side="buy", + order_type="market", + status="closed", + price=propose_rate, + average=propose_rate, + amount=amount, + cost=stake_amount + ) + trade.orders.append(order) + trade.recalc_trade_from_orders() + self.wallets.update(); + return trade + def _get_sell_trade_entry_for_candle(self, trade: LocalTrade, sell_row: Tuple) -> Optional[LocalTrade]: + + trade = self._get_adjust_trade_entry_for_candle(trade, sell_row) + sell_candle_time = sell_row[DATE_IDX].to_pydatetime() sell = self.strategy.should_sell(trade, sell_row[OPEN_IDX], # type: ignore sell_candle_time, sell_row[BUY_IDX], @@ -476,6 +532,21 @@ class Backtesting: buy_tag=row[BUY_TAG_IDX] if has_buy_tag else None, exchange='backtesting', ) + order = Order( + ft_is_open=False, + ft_pair=trade.pair, + symbol=trade.pair, + ft_order_side="buy", + side="buy", + order_type="market", + status="closed", + price=trade.open_rate, + average=trade.open_rate, + amount=trade.amount, + cost=trade.stake_amount + trade.fee_open + ) + trade.orders = [] + trade.orders.append(order) return trade return None diff --git a/tests/test_persistence.py b/tests/test_persistence.py index a6a289007..174a93674 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1475,8 +1475,8 @@ def test_recalc_trade_from_orders(fee): assert trade.amount == o1_amount + o2_amount + o3_amount assert trade.stake_amount == o1_cost + o2_cost + o3_cost assert trade.open_rate == avg_price - assert round(trade.fee_open_cost, 8) == round(o1_fee_cost + o2_fee_cost + o3_fee_cost, 8) - assert round(trade.open_trade_value, 8) == round(o1_trade_val + o2_trade_val + o3_trade_val, 8) + assert pytest.approx(trade.fee_open_cost) == o1_fee_cost + o2_fee_cost + o3_fee_cost + assert pytest.approx(trade.open_trade_value) == o1_trade_val + o2_trade_val + o3_trade_val # Just to make sure sell orders are ignored, let's calculate one more time. sell1 = Order( @@ -1503,8 +1503,8 @@ def test_recalc_trade_from_orders(fee): assert trade.amount == o1_amount + o2_amount + o3_amount assert trade.stake_amount == o1_cost + o2_cost + o3_cost assert trade.open_rate == avg_price - assert round(trade.fee_open_cost, 8) == round(o1_fee_cost + o2_fee_cost + o3_fee_cost, 8) - assert round(trade.open_trade_value, 8) == round(o1_trade_val + o2_trade_val + o3_trade_val, 8) + assert pytest.approx(trade.fee_open_cost) == o1_fee_cost + o2_fee_cost + o3_fee_cost + assert pytest.approx(trade.open_trade_value) == o1_trade_val + o2_trade_val + o3_trade_val def test_recalc_trade_from_orders_ignores_bad_orders(fee): From c179951cca4f87bf0aae5ce6a1f7afa492ee3902 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 10 Dec 2021 20:42:24 +0200 Subject: [PATCH 006/165] Expect stake_amount, not actual amount of pair from strategy for DCA. --- freqtrade/freqtradebot.py | 22 ++++++++++++---------- freqtrade/optimize/backtesting.py | 20 ++++++++++---------- freqtrade/persistence/models.py | 1 + freqtrade/strategy/interface.py | 4 ++-- 4 files changed, 25 insertions(+), 22 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index b4503fe01..7bce1d084 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -476,15 +476,15 @@ class FreqtradeBot(LoggingMixin): sell_rate = self.exchange.get_rate(trade.pair, refresh=True, side="sell") current_profit = trade.calc_profit_ratio(sell_rate) - amount_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( + stake_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( pair=trade.pair, trade=trade, current_time=datetime.now(timezone.utc), current_rate=sell_rate, current_profit=current_profit) - if amount_to_adjust != None and amount_to_adjust > 0.0: + if stake_to_adjust != None and stake_to_adjust > 0.0: # We should increase our position - self.execute_trade_position_change(trade.pair, amount_to_adjust, trade) + self.execute_trade_position_change(trade.pair, stake_to_adjust, trade) - if amount_to_adjust != None and amount_to_adjust < 0.0: + if stake_to_adjust != None and stake_to_adjust < 0.0: # We should decrease our position # TODO: Selling part of the trade not implemented yet. return @@ -492,7 +492,7 @@ class FreqtradeBot(LoggingMixin): return - def execute_trade_position_change(self, pair: str, amount: float, trade: Trade): + def execute_trade_position_change(self, pair: str, stake_amount: float, trade: Trade): """ Executes a buy order for the given pair using specific amount :param pair: pair for which we want to create a buy order @@ -514,16 +514,18 @@ class FreqtradeBot(LoggingMixin): min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, enter_limit_requested, self.strategy.stoploss) - stake_amount = self.wallets.validate_stake_amount(pair, (amount * enter_limit_requested), min_stake_amount) + stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) + + amount = self.exchange.amount_to_precision(pair, stake_amount / enter_limit_requested) if not stake_amount: logger.info(f'Additional order failed to get stake amount for pair {pair}, amount={amount}, price={enter_limit_requested}') return False - + logger.debug(f'Executing additional order: amount={amount}, stake={stake_amount}, price={enter_limit_requested}') - amount = self.exchange.amount_to_precision(pair, amount) - order = self.exchange.create_order(pair=pair, ordertype="market", side="buy", + order_type = 'market' + order = self.exchange.create_order(pair=pair, ordertype=order_type, side="buy", amount=amount, rate=enter_limit_requested, time_in_force=time_in_force) order_obj = Order.parse_from_ccxt_object(order, pair, 'buy') @@ -567,7 +569,7 @@ class FreqtradeBot(LoggingMixin): # Updating wallets self.wallets.update() - self._notify_enter(trade, 'market') + self._notify_enter(trade, order_type) return True diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index b5277c216..2b6314ad6 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -350,25 +350,24 @@ class Backtesting: else: return sell_row[OPEN_IDX] - def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, sell_row: Tuple) -> Optional[LocalTrade]: - current_rate = sell_row[OPEN_IDX] - sell_candle_time = sell_row[DATE_IDX].to_pydatetime() + def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, row: Tuple) -> Optional[LocalTrade]: + current_rate = row[OPEN_IDX] + sell_candle_time = row[DATE_IDX].to_pydatetime() current_profit = trade.calc_profit_ratio(current_rate) - amount_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( + stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( pair=trade.pair, trade=trade, current_time=sell_candle_time, current_rate=current_rate, current_profit=current_profit) # Check if we should increase our position - if amount_to_adjust is not None and amount_to_adjust > 0.0: - return self._execute_trade_position_change(trade, sell_row, amount_to_adjust) + if stake_amount is not None and stake_amount > 0.0: + return self._execute_trade_position_change(trade, row, stake_amount) return trade def _execute_trade_position_change(self, trade: LocalTrade, row: Tuple, - amount_to_adjust: float) -> Optional[LocalTrade]: + stake_amount: float) -> Optional[LocalTrade]: current_price = row[OPEN_IDX] - stake_amount = current_price * amount_to_adjust propose_rate = min(max(current_price, row[LOW_IDX]), row[HIGH_IDX]) available_amount = self.wallets.get_available_stake_amount() @@ -385,7 +384,7 @@ class Backtesting: logger.debug(f"{trade.pair} adjustment failed, amount ended up being zero {amount}") return trade - order = Order( + buy_order = Order( ft_is_open=False, ft_pair=trade.pair, symbol=trade.pair, @@ -398,8 +397,9 @@ class Backtesting: amount=amount, cost=stake_amount ) - trade.orders.append(order) + trade.orders.append(buy_order) trade.recalc_trade_from_orders() + self.wallets.update(); return trade diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 74b4cf627..3c9b69ac2 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -587,6 +587,7 @@ class LocalTrade(): self.amount = total_amount self.fee_open_cost = self.fee_open * self.stake_amount self.recalc_open_trade_value() + self.adjust_stop_loss(self.open_rate, self.stop_loss_pct) def select_order(self, order_side: str, is_open: Optional[bool]) -> Optional[Order]: diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index fead93190..57ccdef31 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -386,7 +386,7 @@ class IStrategy(ABC, HyperStrategyMixin): current_time: datetime, current_rate: float, current_profit: float, **kwargs) -> Optional[float]: """ - Custom trade adjustment logic, returning the amount that a trade shold be either increased or decreased. + Custom trade adjustment logic, returning the stake amount that a trade shold be either increased or decreased. For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/ @@ -398,7 +398,7 @@ class IStrategy(ABC, HyperStrategyMixin): :param current_rate: Rate, calculated based on pricing settings in ask_strategy. :param current_profit: Current profit (as ratio), calculated based on current_rate. :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. - :return float: Amount to adjust your trade (buy more or sell some) + :return float: Stake amount to adjust your trade """ return None From 1e3fc5e984724ad64fb9dadc1fb8be8a8a142b96 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 10 Dec 2021 22:48:00 +0200 Subject: [PATCH 007/165] Slight code touchup --- freqtrade/optimize/backtesting.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 2b6314ad6..9c9f99030 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -351,13 +351,12 @@ class Backtesting: return sell_row[OPEN_IDX] def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, row: Tuple) -> Optional[LocalTrade]: - current_rate = row[OPEN_IDX] - sell_candle_time = row[DATE_IDX].to_pydatetime() - current_profit = trade.calc_profit_ratio(current_rate) + current_profit = trade.calc_profit_ratio(row[OPEN_IDX]) + stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( - pair=trade.pair, trade=trade, current_time=sell_candle_time, - current_rate=current_rate, current_profit=current_profit) + pair=trade.pair, trade=trade, current_time=row[DATE_IDX].to_pydatetime(), + current_rate=row[OPEN_IDX], current_profit=current_profit) # Check if we should increase our position if stake_amount is not None and stake_amount > 0.0: @@ -399,7 +398,6 @@ class Backtesting: ) trade.orders.append(buy_order) trade.recalc_trade_from_orders() - self.wallets.update(); return trade From b7bf3247b80d85c1eedabf43128a2a84233fa437 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 10 Dec 2021 23:17:12 +0200 Subject: [PATCH 008/165] Only adjust stoploss if it's set. --- freqtrade/persistence/models.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 3c9b69ac2..4135ed479 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -587,7 +587,8 @@ class LocalTrade(): self.amount = total_amount self.fee_open_cost = self.fee_open * self.stake_amount self.recalc_open_trade_value() - self.adjust_stop_loss(self.open_rate, self.stop_loss_pct) + if self.stop_loss_pct is not None and self.open_rate is not None: + self.adjust_stop_loss(self.open_rate, self.stop_loss_pct) def select_order(self, order_side: str, is_open: Optional[bool]) -> Optional[Order]: From f97662e816377359b209bea908d61d5c87c00859 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 11 Dec 2021 00:28:12 +0200 Subject: [PATCH 009/165] Add position_adjustment_enable config keyword to enable it. --- freqtrade/configuration/configuration.py | 3 + freqtrade/freqtradebot.py | 5 +- freqtrade/optimize/backtesting.py | 6 +- .../test_backtesting_adjust_position.py | 95 ++++++++++ .../strats/strategy_test_position_adjust.py | 165 ++++++++++++++++++ 5 files changed, 270 insertions(+), 4 deletions(-) create mode 100644 tests/optimize/test_backtesting_adjust_position.py create mode 100644 tests/strategy/strats/strategy_test_position_adjust.py diff --git a/freqtrade/configuration/configuration.py b/freqtrade/configuration/configuration.py index f5a674878..75c973b79 100644 --- a/freqtrade/configuration/configuration.py +++ b/freqtrade/configuration/configuration.py @@ -173,6 +173,9 @@ class Configuration: if 'sd_notify' in self.args and self.args['sd_notify']: config['internals'].update({'sd_notify': True}) + if config.get('position_adjustment_enable', False): + logger.warning('`position_adjustment` has been enabled for strategy.') + def _process_datadir_options(self, config: Dict[str, Any]) -> None: """ Extract information for sys.argv and load directory configurations diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 7bce1d084..bded7a3f2 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -179,7 +179,8 @@ class FreqtradeBot(LoggingMixin): self.exit_positions(trades) # Check if we need to adjust our current positions before attempting to buy new trades. - self.process_open_trade_positions() + if self.config.get('position_adjustment_enable', False): + self.process_open_trade_positions() # Then looking for buy opportunities if self.get_free_open_trades(): @@ -521,7 +522,7 @@ class FreqtradeBot(LoggingMixin): if not stake_amount: logger.info(f'Additional order failed to get stake amount for pair {pair}, amount={amount}, price={enter_limit_requested}') return False - + logger.debug(f'Executing additional order: amount={amount}, stake={stake_amount}, price={enter_limit_requested}') order_type = 'market' diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 9c9f99030..29633b4ed 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -403,8 +403,10 @@ class Backtesting: def _get_sell_trade_entry_for_candle(self, trade: LocalTrade, sell_row: Tuple) -> Optional[LocalTrade]: - - trade = self._get_adjust_trade_entry_for_candle(trade, sell_row) + + # Check if we need to adjust our current positions + if self.config.get('position_adjustment_enable', False): + trade = self._get_adjust_trade_entry_for_candle(trade, sell_row) sell_candle_time = sell_row[DATE_IDX].to_pydatetime() sell = self.strategy.should_sell(trade, sell_row[OPEN_IDX], # type: ignore diff --git a/tests/optimize/test_backtesting_adjust_position.py b/tests/optimize/test_backtesting_adjust_position.py new file mode 100644 index 000000000..78bc4758e --- /dev/null +++ b/tests/optimize/test_backtesting_adjust_position.py @@ -0,0 +1,95 @@ +# pragma pylint: disable=missing-docstring, W0212, line-too-long, C0103, unused-argument + +import random +from datetime import datetime, timedelta, timezone +from pathlib import Path +from unittest.mock import MagicMock, PropertyMock +import logging + +import numpy as np +import pandas as pd +import pytest +from arrow import Arrow + +from freqtrade.commands.optimize_commands import setup_optimize_configuration, start_backtesting +from freqtrade.configuration import TimeRange +from freqtrade.data import history +from freqtrade.data.btanalysis import BT_DATA_COLUMNS, evaluate_result_multi +from freqtrade.data.converter import clean_ohlcv_dataframe +from freqtrade.data.dataprovider import DataProvider +from freqtrade.data.history import get_timerange +from freqtrade.enums import RunMode, SellType +from freqtrade.exceptions import DependencyException, OperationalException +from freqtrade.optimize.backtesting import Backtesting +from freqtrade.persistence import LocalTrade +from freqtrade.resolvers import StrategyResolver +from tests.conftest import (get_args, log_has, log_has_re, patch_exchange, + patched_configuration_load_config_file) + +def test_backtest_position_adjustment(default_conf, fee, mocker, testdatadir) -> None: + default_conf['use_sell_signal'] = False + mocker.patch('freqtrade.exchange.Exchange.get_fee', fee) + mocker.patch("freqtrade.exchange.Exchange.get_min_pair_stake_amount", return_value=0.00001) + patch_exchange(mocker) + default_conf.update({ + "position_adjustment_enable": True, + "stake_amount": 100.0, + "dry_run_wallet": 1000.0, + "strategy": "StrategyTestPositionAdjust" + }) + backtesting = Backtesting(default_conf) + backtesting._set_strategy(backtesting.strategylist[0]) + pair = 'UNITTEST/BTC' + timerange = TimeRange('date', None, 1517227800, 0) + data = history.load_data(datadir=testdatadir, timeframe='5m', pairs=['UNITTEST/BTC'], + timerange=timerange) + processed = backtesting.strategy.advise_all_indicators(data) + min_date, max_date = get_timerange(processed) + result = backtesting.backtest( + processed=processed, + start_date=min_date, + end_date=max_date, + max_open_trades=10, + position_stacking=False, + ) + results = result['results'] + assert not results.empty + assert len(results) == 2 + + expected = pd.DataFrame( + {'pair': [pair, pair], + 'stake_amount': [500.0, 100.0], + 'amount': [4806.87657523, 970.63960782], + 'open_date': pd.to_datetime([Arrow(2018, 1, 29, 18, 40, 0).datetime, + Arrow(2018, 1, 30, 3, 30, 0).datetime], utc=True + ), + 'close_date': pd.to_datetime([Arrow(2018, 1, 29, 22, 00, 0).datetime, + Arrow(2018, 1, 30, 4, 10, 0).datetime], utc=True), + 'open_rate': [0.10401764894444211, 0.10302485], + 'close_rate': [0.10453904066847439, 0.103541], + 'fee_open': [0.0025, 0.0025], + 'fee_close': [0.0025, 0.0025], + 'trade_duration': [200, 40], + 'profit_ratio': [0.0, 0.0], + 'profit_abs': [0.0, 0.0], + 'sell_reason': [SellType.ROI.value, SellType.ROI.value], + 'initial_stop_loss_abs': [0.0940005, 0.09272236], + 'initial_stop_loss_ratio': [-0.1, -0.1], + 'stop_loss_abs': [0.0940005, 0.09272236], + 'stop_loss_ratio': [-0.1, -0.1], + 'min_rate': [0.10370188, 0.10300000000000001], + 'max_rate': [0.10481985, 0.1038888], + 'is_open': [False, False], + 'buy_tag': [None, None], + }) + pd.testing.assert_frame_equal(results, expected) + data_pair = processed[pair] + for _, t in results.iterrows(): + ln = data_pair.loc[data_pair["date"] == t["open_date"]] + # Check open trade rate alignes to open rate + assert ln is not None + # check close trade rate alignes to close rate or is between high and low + ln = data_pair.loc[data_pair["date"] == t["close_date"]] + assert (round(ln.iloc[0]["open"], 6) == round(t["close_rate"], 6) or + round(ln.iloc[0]["low"], 6) < round( + t["close_rate"], 6) < round(ln.iloc[0]["high"], 6)) diff --git a/tests/strategy/strats/strategy_test_position_adjust.py b/tests/strategy/strats/strategy_test_position_adjust.py new file mode 100644 index 000000000..cd786ed54 --- /dev/null +++ b/tests/strategy/strats/strategy_test_position_adjust.py @@ -0,0 +1,165 @@ +# pragma pylint: disable=missing-docstring, invalid-name, pointless-string-statement + +import talib.abstract as ta +from pandas import DataFrame + +import freqtrade.vendor.qtpylib.indicators as qtpylib +from freqtrade.strategy.interface import IStrategy +from freqtrade.persistence import Trade +from datetime import datetime + +class StrategyTestPositionAdjust(IStrategy): + """ + Strategy used by tests freqtrade bot. + Please do not modify this strategy, it's intended for internal use only. + Please look at the SampleStrategy in the user_data/strategy directory + or strategy repository https://github.com/freqtrade/freqtrade-strategies + for samples and inspiration. + """ + INTERFACE_VERSION = 2 + + # Minimal ROI designed for the strategy + minimal_roi = { + "40": 0.0, + "30": 0.01, + "20": 0.02, + "0": 0.04 + } + + # Optimal stoploss designed for the strategy + stoploss = -0.10 + + # Optimal timeframe for the strategy + timeframe = '5m' + + # Optional order type mapping + order_types = { + 'buy': 'limit', + 'sell': 'limit', + 'stoploss': 'limit', + 'stoploss_on_exchange': False + } + + # Number of candles the strategy requires before producing valid signals + startup_candle_count: int = 20 + + # Optional time in force for orders + order_time_in_force = { + 'buy': 'gtc', + 'sell': 'gtc', + } + + def informative_pairs(self): + """ + Define additional, informative pair/interval combinations to be cached from the exchange. + These pair/interval combinations are non-tradeable, unless they are part + of the whitelist as well. + For more information, please consult the documentation + :return: List of tuples in the format (pair, interval) + Sample: return [("ETH/USDT", "5m"), + ("BTC/USDT", "15m"), + ] + """ + return [] + + def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame: + """ + Adds several different TA indicators to the given DataFrame + + Performance Note: For the best performance be frugal on the number of indicators + you are using. Let uncomment only the indicator you are using in your strategies + or your hyperopt configuration, otherwise you will waste your memory and CPU usage. + :param dataframe: Dataframe with data from the exchange + :param metadata: Additional information, like the currently traded pair + :return: a Dataframe with all mandatory indicators for the strategies + """ + + # Momentum Indicator + # ------------------------------------ + + # ADX + dataframe['adx'] = ta.ADX(dataframe) + + # MACD + macd = ta.MACD(dataframe) + dataframe['macd'] = macd['macd'] + dataframe['macdsignal'] = macd['macdsignal'] + dataframe['macdhist'] = macd['macdhist'] + + # Minus Directional Indicator / Movement + dataframe['minus_di'] = ta.MINUS_DI(dataframe) + + # Plus Directional Indicator / Movement + dataframe['plus_di'] = ta.PLUS_DI(dataframe) + + # RSI + dataframe['rsi'] = ta.RSI(dataframe) + + # Stoch fast + stoch_fast = ta.STOCHF(dataframe) + dataframe['fastd'] = stoch_fast['fastd'] + dataframe['fastk'] = stoch_fast['fastk'] + + # Bollinger bands + bollinger = qtpylib.bollinger_bands(qtpylib.typical_price(dataframe), window=20, stds=2) + dataframe['bb_lowerband'] = bollinger['lower'] + dataframe['bb_middleband'] = bollinger['mid'] + dataframe['bb_upperband'] = bollinger['upper'] + + # EMA - Exponential Moving Average + dataframe['ema10'] = ta.EMA(dataframe, timeperiod=10) + + return dataframe + + def populate_buy_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: + """ + Based on TA indicators, populates the buy signal for the given dataframe + :param dataframe: DataFrame + :param metadata: Additional information, like the currently traded pair + :return: DataFrame with buy column + """ + dataframe.loc[ + ( + (dataframe['rsi'] < 35) & + (dataframe['fastd'] < 35) & + (dataframe['adx'] > 30) & + (dataframe['plus_di'] > 0.5) + ) | + ( + (dataframe['adx'] > 65) & + (dataframe['plus_di'] > 0.5) + ), + 'buy'] = 1 + + return dataframe + + def populate_sell_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: + """ + Based on TA indicators, populates the sell signal for the given dataframe + :param dataframe: DataFrame + :param metadata: Additional information, like the currently traded pair + :return: DataFrame with buy column + """ + dataframe.loc[ + ( + ( + (qtpylib.crossed_above(dataframe['rsi'], 70)) | + (qtpylib.crossed_above(dataframe['fastd'], 70)) + ) & + (dataframe['adx'] > 10) & + (dataframe['minus_di'] > 0) + ) | + ( + (dataframe['adx'] > 70) & + (dataframe['minus_di'] > 0.5) + ), + 'sell'] = 1 + return dataframe + + def adjust_trade_position(self, pair: str, trade: Trade, current_time: datetime, + current_rate: float, current_profit: float, **kwargs): + + if current_profit < -0.0075: + return self.wallets.get_trade_stake_amount(pair, None) + + return None From f11a40f1445e70b38f86537219b47da9ca45ebfb Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 11 Dec 2021 17:14:04 +0200 Subject: [PATCH 010/165] Improve documentation on adjust_trade_position and position_adjustment_enable --- docs/bot-basics.md | 5 ++- docs/configuration.md | 10 +++++ docs/plotting.md | 3 ++ docs/strategy-advanced.md | 74 +++++++++++++++++++++++++++++++ docs/strategy-callbacks.md | 47 ++++++++++++++++++++ freqtrade/freqtradebot.py | 5 ++- freqtrade/optimize/backtesting.py | 7 +-- freqtrade/strategy/interface.py | 5 ++- 8 files changed, 149 insertions(+), 7 deletions(-) diff --git a/docs/bot-basics.md b/docs/bot-basics.md index 0b9f7b67c..92ecfc901 100644 --- a/docs/bot-basics.md +++ b/docs/bot-basics.md @@ -38,6 +38,8 @@ By default, loop runs every few seconds (`internals.process_throttle_secs`) and * Considers stoploss, ROI and sell-signal, `custom_sell()` and `custom_stoploss()`. * Determine sell-price based on `ask_strategy` configuration setting or by using the `custom_exit_price()` callback. * Before a sell order is placed, `confirm_trade_exit()` strategy callback is called. +* Check position adjustments for open trades if enabled. + * Call `adjust_trade_position()` strategy callback and place additional order if required. * Check if trade-slots are still available (if `max_open_trades` is reached). * Verifies buy signal trying to enter new positions. * Determine buy-price based on `bid_strategy` configuration setting, or by using the `custom_entry_price()` callback. @@ -60,7 +62,8 @@ This loop will be repeated again and again until the bot is stopped. * Determine stake size by calling the `custom_stake_amount()` callback. * Call `custom_stoploss()` and `custom_sell()` to find custom exit points. * For sells based on sell-signal and custom-sell: Call `custom_exit_price()` to determine exit price (Prices are moved to be within the closing candle). - + * Check position adjustments for open trades if enabled and call `adjust_trade_position()` determine additional order is required. + * Generate backtest report output !!! Note diff --git a/docs/configuration.md b/docs/configuration.md index 00ab66ceb..3a9c19161 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -171,6 +171,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi | `user_data_dir` | Directory containing user data.
*Defaults to `./user_data/`*.
**Datatype:** String | `dataformat_ohlcv` | Data format to use to store historical candle (OHLCV) data.
*Defaults to `json`*.
**Datatype:** String | `dataformat_trades` | Data format to use to store historical trades data.
*Defaults to `jsongz`*.
**Datatype:** String +| `position_adjustment_enable` | Enables the strategy to use position adjustments (additional buys or sells). More information below.
**Datatype:** Boolean ### Parameters in the strategy @@ -583,6 +584,15 @@ export HTTPS_PROXY="http://addr:port" freqtrade ``` +### Understand position_adjustment_enable + +The `position_adjustment_enable` configuration parameter enables the usage of `adjust_trade_position()` callback in strategy. +For performance reasons, it's disabled by default, and freqtrade will show a warning message on startup if enabled. +This can be dangerous with some strategies, so use with care. + +See [the strategy callbacks](strategy-callbacks.md) for details on usage. + + ## Next step Now you have configured your config.json, the next step is to [start your bot](bot-usage.md). diff --git a/docs/plotting.md b/docs/plotting.md index b2d7654f6..b81d57b7e 100644 --- a/docs/plotting.md +++ b/docs/plotting.md @@ -273,6 +273,9 @@ def plot_config(self): !!! Warning `plotly` arguments are only supported with plotly library and will not work with freq-ui. +!!! Note + If `position_adjustment_enable` / `adjust_trade_position()` is used, the trade initial buy price is averaged over multiple orders and the trade start price will most likely appear outside the candle range. + ## Plot profit ![plot-profit](assets/plot-profit.png) diff --git a/docs/strategy-advanced.md b/docs/strategy-advanced.md index 4cc607883..c3527ec54 100644 --- a/docs/strategy-advanced.md +++ b/docs/strategy-advanced.md @@ -229,3 +229,77 @@ for val in self.buy_ema_short.range: # Append columns to existing dataframe merged_frame = pd.concat(frames, axis=1) ``` + +### Adjust trade position + +`adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging) for example. + +!!! Tip: The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. + +!!! Warning: Additional orders also mean additional fees. + +!!! Warning: Stoploss is still calculated from the initial opening price, not averaged price. + +``` python +from freqtrade.persistence import Trade + + +class DigDeeperStrategy(IStrategy): + + # Attempts to handle large drops with DCA. High stoploss is required. + stoploss = -0.30 + + # ... populate_* methods + + def adjust_trade_position(self, pair: str, trade: Trade, + current_time: datetime, current_rate: float, current_profit: float, + **kwargs) -> Optional[float]: + """ + Custom trade adjustment logic, returning the stake amount that a trade should be increased. + This means extra buy orders with additional fees. + + :param pair: Pair that's currently analyzed + :param trade: trade object. + :param current_time: datetime object, containing the current datetime + :param current_rate: Rate, calculated based on pricing settings in ask_strategy. + :param current_profit: Current profit (as ratio), calculated based on current_rate. + :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. + :return float: Stake amount to adjust your trade + """ + + if current_profit > -0.05: + return None + + # Obtain pair dataframe. + dataframe, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe) + + # Only buy when not actively falling price. + if dataframe['close'] < dataframe['close'].shift(1): + return None + + count_of_buys = 0 + for order in trade.orders: + # Instantly stop when there's an open order + if order.ft_is_open: + return None + if order.ft_order_side == 'buy' and order.status == "closed": + count_of_buys += 1 + + # Allow up to 3 additional increasingly larger buys (4 in total) + # Initial buy is 1x + # If that falls to -5% profit, we buy 1.25x more, average profit should increase to roughly -2.2% + # If that falles down to -5% again, we buy 1.5x more + # If that falles once again down to -5%, we buy 1.75x more + # Total stake for this trade would be 1 + 1.25 + 1.5 + 1.75 = 5.5x of the initial allowed stake. + # Hope you have a deep wallet! + if 0 < count_of_buys <= 3: + try: + stake_amount = self.wallets.get_trade_stake_amount(pair, None) + stake_amount = stake_amount * (1 + (count_of_buys * 0.25)) + return stake_amount + except Exception as exception: + return None + + return None + +``` diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 11032433d..fcf861145 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -15,6 +15,7 @@ Currently available callbacks: * [`check_buy_timeout()` and `check_sell_timeout()](#custom-order-timeout-rules) * [`confirm_trade_entry()`](#trade-entry-buy-order-confirmation) * [`confirm_trade_exit()`](#trade-exit-sell-order-confirmation) +* [`adjust_trade_position()`](#adjust-trade-position) !!! Tip "Callback calling sequence" You can find the callback calling sequence in [bot-basics](bot-basics.md#bot-execution-logic) @@ -568,3 +569,49 @@ class AwesomeStrategy(IStrategy): return True ``` + +### Adjust trade position + +`adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging). + +!!! Tip: The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. + +!!! Warning: Additional orders also mean additional fees. + +!!! Warning: Stoploss is still calculated from the initial opening price, not averaged price. + +``` python +from freqtrade.persistence import Trade + + +class AwesomeStrategy(IStrategy): + + # ... populate_* methods + + def adjust_trade_position(self, pair: str, trade: Trade, + current_time: datetime, current_rate: float, current_profit: float, + **kwargs) -> Optional[float]: + """ + Custom trade adjustment logic, returning the stake amount that a trade should be increased. + This means extra buy orders with additional fees. + + For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/ + + When not implemented by a strategy, returns None + + :param pair: Pair that's currently analyzed + :param trade: trade object. + :param current_time: datetime object, containing the current datetime + :param current_rate: Rate, calculated based on pricing settings in ask_strategy. + :param current_profit: Current profit (as ratio), calculated based on current_rate. + :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. + :return float: Stake amount to adjust your trade + """ + + # Example: If 10% loss / -10% profit then buy more the same amount we had before. + if current_profit < -0.10: + return trade.stake_amount + + return None + +``` diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index bded7a3f2..b29eca7f3 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -102,6 +102,9 @@ class FreqtradeBot(LoggingMixin): self._exit_lock = Lock() LoggingMixin.__init__(self, logger, timeframe_to_seconds(self.strategy.timeframe)) + # Is Position Adjustment enabled? + self.position_adjustment = bool(self.config.get('position_adjustment_enable', False)) + def notify_status(self, msg: str) -> None: """ Public method for users of this class (worker, etc.) to send notifications @@ -179,7 +182,7 @@ class FreqtradeBot(LoggingMixin): self.exit_positions(trades) # Check if we need to adjust our current positions before attempting to buy new trades. - if self.config.get('position_adjustment_enable', False): + if self.position_adjustment: self.process_open_trade_positions() # Then looking for buy opportunities diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 29633b4ed..db7896983 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -118,6 +118,7 @@ class Backtesting: # Add maximum startup candle count to configuration for informative pairs support self.config['startup_candle_count'] = self.required_startup self.exchange.validate_required_startup_candles(self.required_startup, self.timeframe) + self.position_adjustment = bool(self.config.get('position_adjustment_enable', False)) self.init_backtest() def __del__(self): @@ -353,7 +354,7 @@ class Backtesting: def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, row: Tuple) -> Optional[LocalTrade]: current_profit = trade.calc_profit_ratio(row[OPEN_IDX]) - + stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( pair=trade.pair, trade=trade, current_time=row[DATE_IDX].to_pydatetime(), current_rate=row[OPEN_IDX], current_profit=current_profit) @@ -403,9 +404,9 @@ class Backtesting: def _get_sell_trade_entry_for_candle(self, trade: LocalTrade, sell_row: Tuple) -> Optional[LocalTrade]: - + # Check if we need to adjust our current positions - if self.config.get('position_adjustment_enable', False): + if self.position_adjustment: trade = self._get_adjust_trade_entry_for_candle(trade, sell_row) sell_candle_time = sell_row[DATE_IDX].to_pydatetime() diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index 57ccdef31..81909e773 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -386,11 +386,12 @@ class IStrategy(ABC, HyperStrategyMixin): current_time: datetime, current_rate: float, current_profit: float, **kwargs) -> Optional[float]: """ - Custom trade adjustment logic, returning the stake amount that a trade shold be either increased or decreased. + Custom trade adjustment logic, returning the stake amount that a trade should be increased. + This means extra buy orders with additional fees. For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/ - When not implemented by a strategy, returns 0.0 + When not implemented by a strategy, returns None :param pair: Pair that's currently analyzed :param trade: trade object. From 71147d2899203557bec230dfd06085140b30cac0 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 11 Dec 2021 18:25:05 +0200 Subject: [PATCH 011/165] Attempt to support limit orders for position adjustment. --- freqtrade/freqtradebot.py | 35 ++++++++++++++++++++++++++++----- freqtrade/persistence/models.py | 8 ++++++-- 2 files changed, 36 insertions(+), 7 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index b29eca7f3..dce708711 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -469,15 +469,14 @@ class FreqtradeBot(LoggingMixin): def adjust_trade_position(self, trade: Trade): """ Check the implemented trading strategy for adjustment command. - If the strategy triggers the adjustment a new buy/sell-order gets issued. + If the strategy triggers the adjustment, a new order gets issued. Once that completes, the existing trade is modified to match new data. """ - logger.debug(f"adjust_trade_position for pair {trade.pair}") for order in trade.orders: if order.ft_is_open: - logger.debug(f"Order {order} is still open, skipping pair.") return + logger.debug(f"adjust_trade_position for pair {trade.pair}") sell_rate = self.exchange.get_rate(trade.pair, refresh=True, side="sell") current_profit = trade.calc_profit_ratio(sell_rate) stake_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( @@ -491,6 +490,7 @@ class FreqtradeBot(LoggingMixin): if stake_to_adjust != None and stake_to_adjust < 0.0: # We should decrease our position # TODO: Selling part of the trade not implemented yet. + logger.error(f"Unable to decrease trade position / sell partially for pair {trade.pair}, feature not implemented.") return return @@ -528,7 +528,7 @@ class FreqtradeBot(LoggingMixin): logger.debug(f'Executing additional order: amount={amount}, stake={stake_amount}, price={enter_limit_requested}') - order_type = 'market' + order_type = self.strategy.order_types['buy'] order = self.exchange.create_order(pair=pair, ordertype=order_type, side="buy", amount=amount, rate=enter_limit_requested, time_in_force=time_in_force) @@ -573,7 +573,7 @@ class FreqtradeBot(LoggingMixin): # Updating wallets self.wallets.update() - self._notify_enter(trade, order_type) + self._notify_additional_buy(trade, order_obj, order_type) return True @@ -729,6 +729,31 @@ class FreqtradeBot(LoggingMixin): return True + def _notify_additional_buy(self, trade: Trade, order: Order, order_type: Optional[str] = None, + fill: bool = False) -> None: + """ + Sends rpc notification when a buy occurred. + """ + msg = { + 'trade_id': trade.id, + 'type': RPCMessageType.BUY_FILL if fill else RPCMessageType.BUY, + 'buy_tag': "adjust_trade_position", + 'exchange': self.exchange.name.capitalize(), + 'pair': trade.pair, + 'limit': order.price, # Deprecated (?) + 'open_rate': order.price, + 'order_type': order_type, + 'stake_amount': order.cost, + 'stake_currency': self.config['stake_currency'], + 'fiat_currency': self.config.get('fiat_display_currency', None), + 'amount': order.amount, + 'open_date': order.order_filled_date or datetime.utcnow(), + 'current_rate': order.price, + } + + # Send the message + self.rpc.send_msg(msg) + def _notify_enter(self, trade: Trade, order_type: Optional[str] = None, fill: bool = False) -> None: """ diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 4135ed479..af8a4742f 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -568,8 +568,13 @@ class LocalTrade(): profit_ratio = (close_trade_value / self.open_trade_value) - 1 return float(f"{profit_ratio:.8f}") - def recalc_trade_from_orders(self): + # We need at least 2 orders for averaging amounts and rates. + if len(self.orders) < 2: + # Just in case, still recalc open trade value + self.recalc_open_trade_value() + return + total_amount = 0.0 total_stake = 0.0 for temp_order in self.orders: @@ -590,7 +595,6 @@ class LocalTrade(): if self.stop_loss_pct is not None and self.open_rate is not None: self.adjust_stop_loss(self.open_rate, self.stop_loss_pct) - def select_order(self, order_side: str, is_open: Optional[bool]) -> Optional[Order]: """ Finds latest order for this orderside and status From 64558e60d38b826ec715e544c629120d279206e5 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 11 Dec 2021 19:45:30 +0200 Subject: [PATCH 012/165] Fix bug in example. --- docs/strategy-advanced.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/docs/strategy-advanced.md b/docs/strategy-advanced.md index c3527ec54..523d0accd 100644 --- a/docs/strategy-advanced.md +++ b/docs/strategy-advanced.md @@ -274,7 +274,9 @@ class DigDeeperStrategy(IStrategy): dataframe, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe) # Only buy when not actively falling price. - if dataframe['close'] < dataframe['close'].shift(1): + last_candle = dataframe.iloc[-1].squeeze() + previous_candle = dataframe.iloc[-2].squeeze() + if last_candle.close < previous_candle.close: return None count_of_buys = 0 From c6256aba35ed03195f24ebc8cf053a0e84577664 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sun, 12 Dec 2021 08:32:15 +0200 Subject: [PATCH 013/165] Improve documentation. --- docs/configuration.md | 2 +- docs/strategy-callbacks.md | 5 +++++ 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/docs/configuration.md b/docs/configuration.md index 1d695db3e..c982a1d7f 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -589,7 +589,7 @@ freqtrade The `position_adjustment_enable` configuration parameter enables the usage of `adjust_trade_position()` callback in strategy. For performance reasons, it's disabled by default, and freqtrade will show a warning message on startup if enabled. -This can be dangerous with some strategies, so use with care. +Enabling this does nothing unless the strategy also implements `adjust_trade_position()` callback. See [the strategy callbacks](strategy-callbacks.md) for details on usage. diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index fcf861145..886fdbc59 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -573,12 +573,17 @@ class AwesomeStrategy(IStrategy): ### Adjust trade position `adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging). +The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). +If there is not enough funds in the wallet then nothing will happen. + +Note: Current implementation does not support decreasing position size with partial sales! !!! Tip: The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. !!! Warning: Additional orders also mean additional fees. !!! Warning: Stoploss is still calculated from the initial opening price, not averaged price. + So if you do 3 additional buys at -7% and have a stoploss at -10% then you will most likely trigger stoploss while the UI will be showing you an average profit of -3%. ``` python from freqtrade.persistence import Trade From 1017b68af9b09d60db9659763134bf9ffd78ceea Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 13 Dec 2021 02:27:09 +0200 Subject: [PATCH 014/165] Fix some unit-tests. Use common trade entry code. --- freqtrade/freqtradebot.py | 182 ++++-------------- .../test_backtesting_adjust_position.py | 2 +- .../strats/strategy_test_position_adjust.py | 165 ---------------- tests/strategy/strats/strategy_test_v2.py | 11 +- 4 files changed, 51 insertions(+), 309 deletions(-) delete mode 100644 tests/strategy/strats/strategy_test_position_adjust.py diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index dce708711..84e938e02 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -479,15 +479,15 @@ class FreqtradeBot(LoggingMixin): logger.debug(f"adjust_trade_position for pair {trade.pair}") sell_rate = self.exchange.get_rate(trade.pair, refresh=True, side="sell") current_profit = trade.calc_profit_ratio(sell_rate) - stake_to_adjust = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( + stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( pair=trade.pair, trade=trade, current_time=datetime.now(timezone.utc), current_rate=sell_rate, current_profit=current_profit) - if stake_to_adjust != None and stake_to_adjust > 0.0: + if stake_amount != None and stake_amount > 0.0: # We should increase our position - self.execute_trade_position_change(trade.pair, stake_to_adjust, trade) + self.execute_entry(trade.pair, stake_amount, trade=trade) - if stake_to_adjust != None and stake_to_adjust < 0.0: + if stake_amount != None and stake_amount < 0.0: # We should decrease our position # TODO: Selling part of the trade not implemented yet. logger.error(f"Unable to decrease trade position / sell partially for pair {trade.pair}, feature not implemented.") @@ -495,90 +495,6 @@ class FreqtradeBot(LoggingMixin): return - - def execute_trade_position_change(self, pair: str, stake_amount: float, trade: Trade): - """ - Executes a buy order for the given pair using specific amount - :param pair: pair for which we want to create a buy order - :param amount: amount of tradable pair to buy - """ - time_in_force = self.strategy.order_time_in_force['buy'] - - # Calculate price - proposed_enter_rate = self.exchange.get_rate(pair, refresh=True, side="buy") - custom_entry_price = strategy_safe_wrapper(self.strategy.custom_entry_price, - default_retval=proposed_enter_rate)( - pair=pair, current_time=datetime.now(timezone.utc), - proposed_rate=proposed_enter_rate) - - enter_limit_requested = self.get_valid_price(custom_entry_price, proposed_enter_rate) - - if not enter_limit_requested: - raise PricingError('Could not determine buy price.') - - min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, enter_limit_requested, - self.strategy.stoploss) - stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) - - amount = self.exchange.amount_to_precision(pair, stake_amount / enter_limit_requested) - - if not stake_amount: - logger.info(f'Additional order failed to get stake amount for pair {pair}, amount={amount}, price={enter_limit_requested}') - return False - - logger.debug(f'Executing additional order: amount={amount}, stake={stake_amount}, price={enter_limit_requested}') - - order_type = self.strategy.order_types['buy'] - order = self.exchange.create_order(pair=pair, ordertype=order_type, side="buy", - amount=amount, rate=enter_limit_requested, - time_in_force=time_in_force) - order_obj = Order.parse_from_ccxt_object(order, pair, 'buy') - order_status = order.get('status', None) - - if order_status == 'expired' or order_status == 'rejected': - order_tif = self.strategy.order_time_in_force['buy'] - - # return false if the order is not filled - if float(order['filled']) == 0: - logger.warning('Buy(adjustment) %s order with time in force %s for %s is %s by %s.' - ' zero amount is fulfilled.', - order_tif, order_type, pair, order_status, self.exchange.name) - return False - else: - # the order is partially fulfilled - # in case of IOC orders we can check immediately - # if the order is fulfilled fully or partially - logger.warning('Buy(adjustment) %s order with time in force %s for %s is %s by %s.' - ' %s amount fulfilled out of %s (%s remaining which is canceled).', - order_tif, order_type, pair, order_status, self.exchange.name, - order['filled'], order['amount'], order['remaining'] - ) - stake_amount = order['cost'] - amount = safe_value_fallback(order, 'filled', 'amount') - - # in case of FOK the order may be filled immediately and fully - elif order_status == 'closed': - stake_amount = order['cost'] - amount = safe_value_fallback(order, 'filled', 'amount') - - # Fee is applied only once because we make a LIMIT_BUY but the final trade will apply the sell fee. - fee = self.exchange.get_fee(symbol=pair, taker_or_maker='maker') - - logger.info(f"Trade {pair} adjustment order status {order_status}") - - trade.orders.append(order_obj) - trade.recalc_trade_from_orders() - Trade.commit() - - # Updating wallets - self.wallets.update() - - self._notify_additional_buy(trade, order_obj, order_type) - - return True - - - def _check_depth_of_market_buy(self, pair: str, conf: Dict) -> bool: """ Checks depth of market before executing a buy @@ -604,7 +520,8 @@ class FreqtradeBot(LoggingMixin): return False def execute_entry(self, pair: str, stake_amount: float, price: Optional[float] = None, *, - ordertype: Optional[str] = None, buy_tag: Optional[str] = None) -> bool: + ordertype: Optional[str] = None, buy_tag: Optional[str] = None, + trade: Optional[Trade] = None) -> bool: """ Executes a limit buy for the given pair :param pair: pair for which we want to create a LIMIT_BUY @@ -631,7 +548,7 @@ class FreqtradeBot(LoggingMixin): min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, enter_limit_requested, self.strategy.stoploss) - if not self.edge: + if not self.edge and trade is None: max_stake_amount = self.wallets.get_available_stake_amount() stake_amount = strategy_safe_wrapper(self.strategy.custom_stake_amount, default_retval=stake_amount)( @@ -641,15 +558,20 @@ class FreqtradeBot(LoggingMixin): stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) if not stake_amount: + logger.error(f"No stake amount? {pair} {stake_amount} {max_stake_amount}") return False - logger.info(f"Buy signal found: about create a new trade for {pair} with stake_amount: " - f"{stake_amount} ...") + if trade is None: + logger.info(f"Buy signal found: about create a new trade for {pair} with stake_amount: " + f"{stake_amount} ...") + else: + logger.info(f"Position adjust: about create a new order for {pair} with stake_amount: " + f"{stake_amount} ...") amount = stake_amount / enter_limit_requested order_type = ordertype or self.strategy.order_types['buy'] - if not strategy_safe_wrapper(self.strategy.confirm_trade_entry, default_retval=True)( + if trade is None and not strategy_safe_wrapper(self.strategy.confirm_trade_entry, default_retval=True)( pair=pair, order_type=order_type, amount=amount, rate=enter_limit_requested, time_in_force=time_in_force, current_time=datetime.now(timezone.utc)): logger.info(f"User requested abortion of buying {pair}") @@ -696,32 +618,33 @@ class FreqtradeBot(LoggingMixin): # Fee is applied twice because we make a LIMIT_BUY and LIMIT_SELL fee = self.exchange.get_fee(symbol=pair, taker_or_maker='maker') - trade = Trade( - pair=pair, - stake_amount=stake_amount, - amount=amount, - is_open=True, - amount_requested=amount_requested, - fee_open=fee, - fee_close=fee, - open_rate=enter_limit_filled_price, - open_rate_requested=enter_limit_requested, - open_date=datetime.utcnow(), - exchange=self.exchange.id, - open_order_id=order_id, - strategy=self.strategy.get_strategy_name(), - buy_tag=buy_tag, - timeframe=timeframe_to_minutes(self.config['timeframe']) - ) + if trade is None: + trade = Trade( + pair=pair, + stake_amount=stake_amount, + amount=amount, + is_open=True, + amount_requested=amount_requested, + fee_open=fee, + fee_close=fee, + open_rate=enter_limit_filled_price, + open_rate_requested=enter_limit_requested, + open_date=datetime.utcnow(), + exchange=self.exchange.id, + open_order_id=order_id, + strategy=self.strategy.get_strategy_name(), + buy_tag=buy_tag, + timeframe=timeframe_to_minutes(self.config['timeframe']) + ) trade.orders.append(order_obj) - + trade.recalc_trade_from_orders() Trade.query.session.add(trade) Trade.commit() # Updating wallets self.wallets.update() - self._notify_enter(trade, order_type) + self._notify_enter(trade, order, order_type) # Update fees if order is closed if order_status == 'closed': @@ -729,32 +652,7 @@ class FreqtradeBot(LoggingMixin): return True - def _notify_additional_buy(self, trade: Trade, order: Order, order_type: Optional[str] = None, - fill: bool = False) -> None: - """ - Sends rpc notification when a buy occurred. - """ - msg = { - 'trade_id': trade.id, - 'type': RPCMessageType.BUY_FILL if fill else RPCMessageType.BUY, - 'buy_tag': "adjust_trade_position", - 'exchange': self.exchange.name.capitalize(), - 'pair': trade.pair, - 'limit': order.price, # Deprecated (?) - 'open_rate': order.price, - 'order_type': order_type, - 'stake_amount': order.cost, - 'stake_currency': self.config['stake_currency'], - 'fiat_currency': self.config.get('fiat_display_currency', None), - 'amount': order.amount, - 'open_date': order.order_filled_date or datetime.utcnow(), - 'current_rate': order.price, - } - - # Send the message - self.rpc.send_msg(msg) - - def _notify_enter(self, trade: Trade, order_type: Optional[str] = None, + def _notify_enter(self, trade: Trade, order: Dict, order_type: Optional[str] = None, fill: bool = False) -> None: """ Sends rpc notification when a buy occurred. @@ -765,13 +663,13 @@ class FreqtradeBot(LoggingMixin): 'buy_tag': trade.buy_tag, 'exchange': self.exchange.name.capitalize(), 'pair': trade.pair, - 'limit': trade.open_rate, # Deprecated (?) - 'open_rate': trade.open_rate, + 'limit': safe_value_fallback(order, 'average', 'price'), # Deprecated (?) + 'open_rate': safe_value_fallback(order, 'average', 'price'), 'order_type': order_type, 'stake_amount': trade.stake_amount, 'stake_currency': self.config['stake_currency'], 'fiat_currency': self.config.get('fiat_display_currency', None), - 'amount': trade.amount, + 'amount': safe_value_fallback(order, 'filled', 'amount') or trade.amount, 'open_date': trade.open_date or datetime.utcnow(), 'current_rate': trade.open_rate_requested, } @@ -1462,7 +1360,7 @@ class FreqtradeBot(LoggingMixin): self.wallets.update() elif send_msg and not trade.open_order_id: # Buy fill - self._notify_enter(trade, fill=True) + self._notify_enter(trade, order, fill=True) return False diff --git a/tests/optimize/test_backtesting_adjust_position.py b/tests/optimize/test_backtesting_adjust_position.py index 78bc4758e..e32b9f6c6 100644 --- a/tests/optimize/test_backtesting_adjust_position.py +++ b/tests/optimize/test_backtesting_adjust_position.py @@ -35,7 +35,7 @@ def test_backtest_position_adjustment(default_conf, fee, mocker, testdatadir) -> "position_adjustment_enable": True, "stake_amount": 100.0, "dry_run_wallet": 1000.0, - "strategy": "StrategyTestPositionAdjust" + "strategy": "StrategyTestV2" }) backtesting = Backtesting(default_conf) backtesting._set_strategy(backtesting.strategylist[0]) diff --git a/tests/strategy/strats/strategy_test_position_adjust.py b/tests/strategy/strats/strategy_test_position_adjust.py deleted file mode 100644 index cd786ed54..000000000 --- a/tests/strategy/strats/strategy_test_position_adjust.py +++ /dev/null @@ -1,165 +0,0 @@ -# pragma pylint: disable=missing-docstring, invalid-name, pointless-string-statement - -import talib.abstract as ta -from pandas import DataFrame - -import freqtrade.vendor.qtpylib.indicators as qtpylib -from freqtrade.strategy.interface import IStrategy -from freqtrade.persistence import Trade -from datetime import datetime - -class StrategyTestPositionAdjust(IStrategy): - """ - Strategy used by tests freqtrade bot. - Please do not modify this strategy, it's intended for internal use only. - Please look at the SampleStrategy in the user_data/strategy directory - or strategy repository https://github.com/freqtrade/freqtrade-strategies - for samples and inspiration. - """ - INTERFACE_VERSION = 2 - - # Minimal ROI designed for the strategy - minimal_roi = { - "40": 0.0, - "30": 0.01, - "20": 0.02, - "0": 0.04 - } - - # Optimal stoploss designed for the strategy - stoploss = -0.10 - - # Optimal timeframe for the strategy - timeframe = '5m' - - # Optional order type mapping - order_types = { - 'buy': 'limit', - 'sell': 'limit', - 'stoploss': 'limit', - 'stoploss_on_exchange': False - } - - # Number of candles the strategy requires before producing valid signals - startup_candle_count: int = 20 - - # Optional time in force for orders - order_time_in_force = { - 'buy': 'gtc', - 'sell': 'gtc', - } - - def informative_pairs(self): - """ - Define additional, informative pair/interval combinations to be cached from the exchange. - These pair/interval combinations are non-tradeable, unless they are part - of the whitelist as well. - For more information, please consult the documentation - :return: List of tuples in the format (pair, interval) - Sample: return [("ETH/USDT", "5m"), - ("BTC/USDT", "15m"), - ] - """ - return [] - - def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame: - """ - Adds several different TA indicators to the given DataFrame - - Performance Note: For the best performance be frugal on the number of indicators - you are using. Let uncomment only the indicator you are using in your strategies - or your hyperopt configuration, otherwise you will waste your memory and CPU usage. - :param dataframe: Dataframe with data from the exchange - :param metadata: Additional information, like the currently traded pair - :return: a Dataframe with all mandatory indicators for the strategies - """ - - # Momentum Indicator - # ------------------------------------ - - # ADX - dataframe['adx'] = ta.ADX(dataframe) - - # MACD - macd = ta.MACD(dataframe) - dataframe['macd'] = macd['macd'] - dataframe['macdsignal'] = macd['macdsignal'] - dataframe['macdhist'] = macd['macdhist'] - - # Minus Directional Indicator / Movement - dataframe['minus_di'] = ta.MINUS_DI(dataframe) - - # Plus Directional Indicator / Movement - dataframe['plus_di'] = ta.PLUS_DI(dataframe) - - # RSI - dataframe['rsi'] = ta.RSI(dataframe) - - # Stoch fast - stoch_fast = ta.STOCHF(dataframe) - dataframe['fastd'] = stoch_fast['fastd'] - dataframe['fastk'] = stoch_fast['fastk'] - - # Bollinger bands - bollinger = qtpylib.bollinger_bands(qtpylib.typical_price(dataframe), window=20, stds=2) - dataframe['bb_lowerband'] = bollinger['lower'] - dataframe['bb_middleband'] = bollinger['mid'] - dataframe['bb_upperband'] = bollinger['upper'] - - # EMA - Exponential Moving Average - dataframe['ema10'] = ta.EMA(dataframe, timeperiod=10) - - return dataframe - - def populate_buy_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: - """ - Based on TA indicators, populates the buy signal for the given dataframe - :param dataframe: DataFrame - :param metadata: Additional information, like the currently traded pair - :return: DataFrame with buy column - """ - dataframe.loc[ - ( - (dataframe['rsi'] < 35) & - (dataframe['fastd'] < 35) & - (dataframe['adx'] > 30) & - (dataframe['plus_di'] > 0.5) - ) | - ( - (dataframe['adx'] > 65) & - (dataframe['plus_di'] > 0.5) - ), - 'buy'] = 1 - - return dataframe - - def populate_sell_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: - """ - Based on TA indicators, populates the sell signal for the given dataframe - :param dataframe: DataFrame - :param metadata: Additional information, like the currently traded pair - :return: DataFrame with buy column - """ - dataframe.loc[ - ( - ( - (qtpylib.crossed_above(dataframe['rsi'], 70)) | - (qtpylib.crossed_above(dataframe['fastd'], 70)) - ) & - (dataframe['adx'] > 10) & - (dataframe['minus_di'] > 0) - ) | - ( - (dataframe['adx'] > 70) & - (dataframe['minus_di'] > 0.5) - ), - 'sell'] = 1 - return dataframe - - def adjust_trade_position(self, pair: str, trade: Trade, current_time: datetime, - current_rate: float, current_profit: float, **kwargs): - - if current_profit < -0.0075: - return self.wallets.get_trade_stake_amount(pair, None) - - return None diff --git a/tests/strategy/strats/strategy_test_v2.py b/tests/strategy/strats/strategy_test_v2.py index 53e39526f..ac02b4436 100644 --- a/tests/strategy/strats/strategy_test_v2.py +++ b/tests/strategy/strats/strategy_test_v2.py @@ -5,7 +5,8 @@ from pandas import DataFrame import freqtrade.vendor.qtpylib.indicators as qtpylib from freqtrade.strategy.interface import IStrategy - +from freqtrade.persistence import Trade +from datetime import datetime class StrategyTestV2(IStrategy): """ @@ -154,3 +155,11 @@ class StrategyTestV2(IStrategy): ), 'sell'] = 1 return dataframe + + def adjust_trade_position(self, pair: str, trade: Trade, current_time: datetime, + current_rate: float, current_profit: float, **kwargs): + + if current_profit < -0.0075: + return self.wallets.get_trade_stake_amount(pair, None) + + return None From 2c3e5fa08022f3a54ca2b1674d092ba1e04c9d7a Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 13 Dec 2021 02:30:29 +0200 Subject: [PATCH 015/165] Remove extra logging. --- freqtrade/freqtradebot.py | 1 - 1 file changed, 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 84e938e02..4885a3a8a 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -558,7 +558,6 @@ class FreqtradeBot(LoggingMixin): stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) if not stake_amount: - logger.error(f"No stake amount? {pair} {stake_amount} {max_stake_amount}") return False if trade is None: From 1362bd962666b407fa07ef3637f0757c48309f30 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 13 Dec 2021 02:46:37 +0200 Subject: [PATCH 016/165] Fix potential problem. --- freqtrade/freqtradebot.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 4885a3a8a..18a02c3bc 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -656,6 +656,7 @@ class FreqtradeBot(LoggingMixin): """ Sends rpc notification when a buy occurred. """ + open_rate = safe_value_fallback(order, 'average', 'price') msg = { 'trade_id': trade.id, 'type': RPCMessageType.BUY_FILL if fill else RPCMessageType.BUY, @@ -663,7 +664,7 @@ class FreqtradeBot(LoggingMixin): 'exchange': self.exchange.name.capitalize(), 'pair': trade.pair, 'limit': safe_value_fallback(order, 'average', 'price'), # Deprecated (?) - 'open_rate': safe_value_fallback(order, 'average', 'price'), + 'open_rate': open_rate or trade.open_rate, 'order_type': order_type, 'stake_amount': trade.stake_amount, 'stake_currency': self.config['stake_currency'], From 6f6e7467f5fc2c3f798c8e2e64551f15cd58e854 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 13 Dec 2021 11:17:24 +0200 Subject: [PATCH 017/165] Fix potential problem. --- freqtrade/freqtradebot.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 18a02c3bc..69dfe39a1 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -657,6 +657,9 @@ class FreqtradeBot(LoggingMixin): Sends rpc notification when a buy occurred. """ open_rate = safe_value_fallback(order, 'average', 'price') + if open_rate is None: + open_rate = trade.open_rate + msg = { 'trade_id': trade.id, 'type': RPCMessageType.BUY_FILL if fill else RPCMessageType.BUY, @@ -664,7 +667,7 @@ class FreqtradeBot(LoggingMixin): 'exchange': self.exchange.name.capitalize(), 'pair': trade.pair, 'limit': safe_value_fallback(order, 'average', 'price'), # Deprecated (?) - 'open_rate': open_rate or trade.open_rate, + 'open_rate': open_rate, 'order_type': order_type, 'stake_amount': trade.stake_amount, 'stake_currency': self.config['stake_currency'], From d4b31263ca3499393f07cf86a645d44bb63ad5eb Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 13 Dec 2021 13:54:01 +0200 Subject: [PATCH 018/165] Fix open rate being None formatting error. --- freqtrade/freqtradebot.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 69dfe39a1..6efe08a5d 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -666,7 +666,7 @@ class FreqtradeBot(LoggingMixin): 'buy_tag': trade.buy_tag, 'exchange': self.exchange.name.capitalize(), 'pair': trade.pair, - 'limit': safe_value_fallback(order, 'average', 'price'), # Deprecated (?) + 'limit': open_rate, # Deprecated (?) 'open_rate': open_rate, 'order_type': order_type, 'stake_amount': trade.stake_amount, From 468076cf54aa3cf8a52097912815aa50a834ab7a Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 13 Dec 2021 20:32:13 +0200 Subject: [PATCH 019/165] This has to be reset since otherwise it will not handle live limit orders after first buy. --- freqtrade/freqtradebot.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 6efe08a5d..c6a2d667f 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -635,6 +635,7 @@ class FreqtradeBot(LoggingMixin): buy_tag=buy_tag, timeframe=timeframe_to_minutes(self.config['timeframe']) ) + trade.fee_open_currency = None trade.orders.append(order_obj) trade.recalc_trade_from_orders() Trade.query.session.add(trade) From 9be29c6e9248364a6c6d2fd72202b88512cef8cc Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 13 Dec 2021 20:44:18 +0200 Subject: [PATCH 020/165] Theoretically fix second order timeout/canceling deleting the whole order. --- freqtrade/freqtradebot.py | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index c6a2d667f..4cd8b51a4 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -1034,10 +1034,16 @@ class FreqtradeBot(LoggingMixin): filled_amount = safe_value_fallback2(corder, order, 'filled', 'filled') if isclose(filled_amount, 0.0, abs_tol=constants.MATH_CLOSE_PREC): logger.info('Buy order fully cancelled. Removing %s from database.', trade) - # if trade is not partially completed, just delete the trade - trade.delete() - was_trade_fully_canceled = True - reason += f", {constants.CANCEL_REASON['FULLY_CANCELLED']}" + # if trade is not partially completed and it's the only order, just delete the trade + if len(trade.orders) <= 1: + trade.delete() + was_trade_fully_canceled = True + reason += f", {constants.CANCEL_REASON['FULLY_CANCELLED']}" + else: + # FIXME TODO: This could possibly reworked to not duplicate the code 15 lines below. + self.update_trade_state(trade, trade.open_order_id, corder) + trade.open_order_id = None + logger.info('Partial buy order timeout for %s.', trade) else: # if trade is partially complete, edit the stake details for the trade # and close the order From 462270bc5a56ba4ac0799280fb884c6a970052d8 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 16 Dec 2021 22:57:56 +0200 Subject: [PATCH 021/165] Fix a case where the amount was not recalculated. Added additional temporary logging. --- freqtrade/freqtradebot.py | 24 +++++++++++++++++++++-- freqtrade/persistence/models.py | 19 +++++++++++------- tests/strategy/strats/strategy_test_v2.py | 4 ++++ tests/test_persistence.py | 4 ++-- 4 files changed, 40 insertions(+), 11 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 137a47eaa..c6cc0a14c 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -564,8 +564,8 @@ class FreqtradeBot(LoggingMixin): logger.info(f"Buy signal found: about create a new trade for {pair} with stake_amount: " f"{stake_amount} ...") else: - logger.info(f"Position adjust: about create a new order for {pair} with stake_amount: " - f"{stake_amount} ...") + logger.info(f"Position adjust: about to create a new order for {pair} with stake_amount: " + f"{stake_amount} for {trade}") amount = stake_amount / enter_limit_requested order_type = ordertype or self.strategy.order_types['buy'] @@ -582,6 +582,7 @@ class FreqtradeBot(LoggingMixin): order_obj = Order.parse_from_ccxt_object(order, pair, 'buy') order_id = order['id'] order_status = order.get('status', None) + logger.info(f"Order #{order_id} was created for {pair} and status is {order_status}.") # we assume the order is executed at the price requested enter_limit_filled_price = enter_limit_requested @@ -641,6 +642,22 @@ class FreqtradeBot(LoggingMixin): Trade.query.session.add(trade) Trade.commit() + if trade is not None: + if order_status == 'closed': + logger.info(f"DCA order closed, trade should be up to date: {trade}") + # First cancelling stoploss on exchange ... + if self.strategy.order_types.get('stoploss_on_exchange') and trade.stoploss_order_id: + try: + logger.info(f"Canceling stoploss on exchange, recreating with new amount for {trade}") + co = self.exchange.cancel_stoploss_order_with_result(trade.stoploss_order_id, + trade.pair, trade.amount) + trade.update_order(co) + except InvalidOrderException: + logger.exception(f"Could not cancel stoploss order {trade.stoploss_order_id}") + + else: + logger.info(f"DCA order {order_status}, will wait for resolution: {trade}") + # Updating wallets self.wallets.update() @@ -1344,7 +1361,9 @@ class FreqtradeBot(LoggingMixin): logger.warning('Unable to fetch order %s: %s', order_id, exception) return False + logger.info(f"Updating order from exchange: {order}") trade.update_order(order) + trade.recalc_trade_from_orders() if self.exchange.check_order_canceled_empty(order): # Trade has been cancelled on exchange @@ -1365,6 +1384,7 @@ class FreqtradeBot(LoggingMixin): trade.update(order) trade.recalc_trade_from_orders() Trade.commit() + logger.info(f"Trade has been updated: {trade}") # Updating wallets when order is closed if not trade.is_open: diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index af8a4742f..e1f16a8dc 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -428,6 +428,7 @@ class LocalTrade(): if self.is_open: logger.info(f'{order_type.upper()}_BUY has been fulfilled for {self}.') self.open_order_id = None + self.recalc_trade_from_orders() elif order_type in ('market', 'limit') and order['side'] == 'sell': if self.is_open: logger.info(f'{order_type.upper()}_SELL has been fulfilled for {self}.') @@ -578,13 +579,17 @@ class LocalTrade(): total_amount = 0.0 total_stake = 0.0 for temp_order in self.orders: - if temp_order.ft_is_open == False and temp_order.status == "closed" and temp_order.ft_order_side == 'buy': - tmp_amount = temp_order.amount - if temp_order.filled is not None: - tmp_amount = temp_order.filled - if tmp_amount is not None and temp_order.average is not None: - total_amount += tmp_amount - total_stake += temp_order.average * tmp_amount + if temp_order.ft_is_open or \ + temp_order.ft_order_side != 'buy' or \ + temp_order.status not in NON_OPEN_EXCHANGE_STATES: + continue + + tmp_amount = temp_order.amount + if temp_order.filled is not None: + tmp_amount = temp_order.filled + if tmp_amount > 0.0 and temp_order.average is not None: + total_amount += tmp_amount + total_stake += temp_order.average * tmp_amount if total_amount > 0: self.open_rate = total_stake / total_amount diff --git a/tests/strategy/strats/strategy_test_v2.py b/tests/strategy/strats/strategy_test_v2.py index ac02b4436..5e7403a78 100644 --- a/tests/strategy/strats/strategy_test_v2.py +++ b/tests/strategy/strats/strategy_test_v2.py @@ -160,6 +160,10 @@ class StrategyTestV2(IStrategy): current_rate: float, current_profit: float, **kwargs): if current_profit < -0.0075: + for order in trade.orders: + if order.ft_is_open: + return None + return self.wallets.get_trade_stake_amount(pair, None) return None diff --git a/tests/test_persistence.py b/tests/test_persistence.py index 174a93674..6aa7fb741 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1563,7 +1563,7 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): side="buy", price=1, average=2, - filled=3, + filled=0, remaining=4, cost=5, order_date=arrow.utcnow().shift(hours=-1).datetime, @@ -1590,7 +1590,7 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): side="buy", price=1, average=2, - filled=3, + filled=0, remaining=4, cost=5, order_date=arrow.utcnow().shift(hours=-1).datetime, From d10fb95fcec254a71917f6078a4e0e342c5f9e75 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 17 Dec 2021 22:25:02 +0200 Subject: [PATCH 022/165] Fix typo --- freqtrade/optimize/bt_progress.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/optimize/bt_progress.py b/freqtrade/optimize/bt_progress.py index d295956c7..c3b105915 100644 --- a/freqtrade/optimize/bt_progress.py +++ b/freqtrade/optimize/bt_progress.py @@ -12,7 +12,7 @@ class BTProgress: def init_step(self, action: BacktestState, max_steps: float): self._action = action self._max_steps = max_steps - self._proress = 0 + self._progress = 0 def set_new_value(self, new_value: float): self._progress = new_value From cc28f73d7f8025554a198fc0dfeec27dd3cf69d8 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 17 Dec 2021 22:29:41 +0200 Subject: [PATCH 023/165] Hopefully fix orders being left lingering and trade not updating once they are complete --- freqtrade/freqtradebot.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index c6cc0a14c..e401349d9 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -637,6 +637,7 @@ class FreqtradeBot(LoggingMixin): timeframe=timeframe_to_minutes(self.config['timeframe']) ) trade.fee_open_currency = None + trade.fee_open_currency = order_id trade.orders.append(order_obj) trade.recalc_trade_from_orders() Trade.query.session.add(trade) From 30673f84f952162187fd54e07d00a204e04ed189 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 18 Dec 2021 11:00:25 +0200 Subject: [PATCH 024/165] Flake8 compatibility --- freqtrade/optimize/backtesting.py | 20 +++++++++++------- freqtrade/strategy/interface.py | 7 +++---- .../test_backtesting_adjust_position.py | 21 +++---------------- tests/strategy/strats/strategy_test_v2.py | 3 ++- tests/test_persistence.py | 4 +--- 5 files changed, 22 insertions(+), 33 deletions(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index db7896983..2c6d509f7 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -351,11 +351,13 @@ class Backtesting: else: return sell_row[OPEN_IDX] - def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, row: Tuple) -> Optional[LocalTrade]: + def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, row: Tuple + ) -> Optional[LocalTrade]: current_profit = trade.calc_profit_ratio(row[OPEN_IDX]) - stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( + stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, + default_retval=None)( pair=trade.pair, trade=trade, current_time=row[DATE_IDX].to_pydatetime(), current_rate=row[OPEN_IDX], current_profit=current_profit) @@ -372,11 +374,15 @@ class Backtesting: available_amount = self.wallets.get_available_stake_amount() try: - min_stake_amount = self.exchange.get_min_pair_stake_amount(trade.pair, propose_rate, -0.05) or 0 - stake_amount = self.wallets.validate_stake_amount(trade.pair, stake_amount, min_stake_amount) - stake_amount = self.wallets._check_available_stake_amount(stake_amount, available_amount) + min_stake_amount = self.exchange.get_min_pair_stake_amount( + trade.pair, propose_rate, -0.05) or 0 + stake_amount = self.wallets.validate_stake_amount(trade.pair, + stake_amount, min_stake_amount) + stake_amount = self.wallets._check_available_stake_amount(stake_amount, + available_amount) except DependencyException: - logger.debug(f"{trade.pair} adjustment failed, wallet is smaller than asked stake {stake_amount}") + logger.debug(f"{trade.pair} adjustment failed, " + f"wallet is smaller than asked stake {stake_amount}") return trade amount = stake_amount / current_price @@ -399,7 +405,7 @@ class Backtesting: ) trade.orders.append(buy_order) trade.recalc_trade_from_orders() - self.wallets.update(); + self.wallets.update() return trade def _get_sell_trade_entry_for_candle(self, trade: LocalTrade, diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index 81909e773..1adcf42ca 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -381,10 +381,9 @@ class IStrategy(ABC, HyperStrategyMixin): """ return proposed_stake - - def adjust_trade_position(self, pair: str, trade: Trade, - current_time: datetime, current_rate: float, current_profit: float, - **kwargs) -> Optional[float]: + def adjust_trade_position(self, pair: str, trade: Trade, current_time: datetime, + current_rate: float, current_profit: float, **kwargs + ) -> Optional[float]: """ Custom trade adjustment logic, returning the stake amount that a trade should be increased. This means extra buy orders with additional fees. diff --git a/tests/optimize/test_backtesting_adjust_position.py b/tests/optimize/test_backtesting_adjust_position.py index e32b9f6c6..4d87da503 100644 --- a/tests/optimize/test_backtesting_adjust_position.py +++ b/tests/optimize/test_backtesting_adjust_position.py @@ -1,30 +1,15 @@ # pragma pylint: disable=missing-docstring, W0212, line-too-long, C0103, unused-argument -import random -from datetime import datetime, timedelta, timezone -from pathlib import Path -from unittest.mock import MagicMock, PropertyMock -import logging - -import numpy as np import pandas as pd -import pytest from arrow import Arrow -from freqtrade.commands.optimize_commands import setup_optimize_configuration, start_backtesting from freqtrade.configuration import TimeRange from freqtrade.data import history -from freqtrade.data.btanalysis import BT_DATA_COLUMNS, evaluate_result_multi -from freqtrade.data.converter import clean_ohlcv_dataframe -from freqtrade.data.dataprovider import DataProvider from freqtrade.data.history import get_timerange -from freqtrade.enums import RunMode, SellType -from freqtrade.exceptions import DependencyException, OperationalException +from freqtrade.enums import SellType from freqtrade.optimize.backtesting import Backtesting -from freqtrade.persistence import LocalTrade -from freqtrade.resolvers import StrategyResolver -from tests.conftest import (get_args, log_has, log_has_re, patch_exchange, - patched_configuration_load_config_file) +from tests.conftest import (patch_exchange) + def test_backtest_position_adjustment(default_conf, fee, mocker, testdatadir) -> None: default_conf['use_sell_signal'] = False diff --git a/tests/strategy/strats/strategy_test_v2.py b/tests/strategy/strats/strategy_test_v2.py index 5e7403a78..6dce14f42 100644 --- a/tests/strategy/strats/strategy_test_v2.py +++ b/tests/strategy/strats/strategy_test_v2.py @@ -8,6 +8,7 @@ from freqtrade.strategy.interface import IStrategy from freqtrade.persistence import Trade from datetime import datetime + class StrategyTestV2(IStrategy): """ Strategy used by tests freqtrade bot. @@ -163,7 +164,7 @@ class StrategyTestV2(IStrategy): for order in trade.orders: if order.ft_is_open: return None - + return self.wallets.get_trade_stake_amount(pair, None) return None diff --git a/tests/test_persistence.py b/tests/test_persistence.py index 6aa7fb741..1a0c3c408 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1506,6 +1506,7 @@ def test_recalc_trade_from_orders(fee): assert pytest.approx(trade.fee_open_cost) == o1_fee_cost + o2_fee_cost + o3_fee_cost assert pytest.approx(trade.open_trade_value) == o1_trade_val + o2_trade_val + o3_trade_val + def test_recalc_trade_from_orders_ignores_bad_orders(fee): o1_amount = 100 @@ -1631,6 +1632,3 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == o1_fee_cost assert trade.open_trade_value == o1_trade_val - - - From b094430c26a5e1d072d0b57717ce9d911f5aba39 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 18 Dec 2021 11:01:06 +0200 Subject: [PATCH 025/165] Restructure for less complexity. Flake8 --- freqtrade/freqtradebot.py | 129 +++++++++++++++++++------------------- 1 file changed, 66 insertions(+), 63 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index e401349d9..5a94dcb1f 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -450,9 +450,8 @@ class FreqtradeBot(LoggingMixin): else: return False - # -# BUY / increase / decrease positions / DCA logic and methods +# BUY / increase positions / DCA logic and methods # def process_open_trade_positions(self): """ @@ -463,8 +462,8 @@ class FreqtradeBot(LoggingMixin): try: self.adjust_trade_position(trade) except DependencyException as exception: - logger.warning('Unable to adjust position of trade for %s: %s', trade.pair, exception) - + logger.warning('Unable to adjust position of trade for %s: %s', + trade.pair, exception) def adjust_trade_position(self, trade: Trade): """ @@ -479,18 +478,20 @@ class FreqtradeBot(LoggingMixin): logger.debug(f"adjust_trade_position for pair {trade.pair}") sell_rate = self.exchange.get_rate(trade.pair, refresh=True, side="sell") current_profit = trade.calc_profit_ratio(sell_rate) - stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( + stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, + default_retval=None)( pair=trade.pair, trade=trade, current_time=datetime.now(timezone.utc), current_rate=sell_rate, current_profit=current_profit) - if stake_amount != None and stake_amount > 0.0: + if stake_amount is not None and stake_amount > 0.0: # We should increase our position self.execute_entry(trade.pair, stake_amount, trade=trade) - if stake_amount != None and stake_amount < 0.0: + if stake_amount is not None and stake_amount < 0.0: # We should decrease our position # TODO: Selling part of the trade not implemented yet. - logger.error(f"Unable to decrease trade position / sell partially for pair {trade.pair}, feature not implemented.") + logger.error(f"Unable to decrease trade position / sell partially" + f" for pair {trade.pair}, feature not implemented.") return return @@ -528,49 +529,28 @@ class FreqtradeBot(LoggingMixin): :param stake_amount: amount of stake-currency for the pair :return: True if a buy order is created, false if it fails. """ - time_in_force = self.strategy.order_time_in_force['buy'] - if price: - enter_limit_requested = price - else: - # Calculate price - proposed_enter_rate = self.exchange.get_rate(pair, refresh=True, side="buy") - custom_entry_price = strategy_safe_wrapper(self.strategy.custom_entry_price, - default_retval=proposed_enter_rate)( - pair=pair, current_time=datetime.now(timezone.utc), - proposed_rate=proposed_enter_rate) + pos_adjust = trade is not None - enter_limit_requested = self.get_valid_price(custom_entry_price, proposed_enter_rate) - - if not enter_limit_requested: - raise PricingError('Could not determine buy price.') - - min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, enter_limit_requested, - self.strategy.stoploss) - - if not self.edge and trade is None: - max_stake_amount = self.wallets.get_available_stake_amount() - stake_amount = strategy_safe_wrapper(self.strategy.custom_stake_amount, - default_retval=stake_amount)( - pair=pair, current_time=datetime.now(timezone.utc), - current_rate=enter_limit_requested, proposed_stake=stake_amount, - min_stake=min_stake_amount, max_stake=max_stake_amount) - stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) + enter_limit_requested, stake_amount = self.get_valid_enter_price_and_stake( + pair, price, stake_amount, trade) if not stake_amount: return False - if trade is None: + if pos_adjust: + logger.info(f"Position adjust: about to create a new order for {pair} with stake: " + f"{stake_amount} for {trade}") + else: logger.info(f"Buy signal found: about create a new trade for {pair} with stake_amount: " f"{stake_amount} ...") - else: - logger.info(f"Position adjust: about to create a new order for {pair} with stake_amount: " - f"{stake_amount} for {trade}") amount = stake_amount / enter_limit_requested order_type = ordertype or self.strategy.order_types['buy'] + time_in_force = self.strategy.order_time_in_force['buy'] - if trade is None and not strategy_safe_wrapper(self.strategy.confirm_trade_entry, default_retval=True)( + if not pos_adjust and not strategy_safe_wrapper( + self.strategy.confirm_trade_entry, default_retval=True)( pair=pair, order_type=order_type, amount=amount, rate=enter_limit_requested, time_in_force=time_in_force, current_time=datetime.now(timezone.utc)): logger.info(f"User requested abortion of buying {pair}") @@ -618,7 +598,7 @@ class FreqtradeBot(LoggingMixin): # Fee is applied twice because we make a LIMIT_BUY and LIMIT_SELL fee = self.exchange.get_fee(symbol=pair, taker_or_maker='maker') - if trade is None: + if not pos_adjust: trade = Trade( pair=pair, stake_amount=stake_amount, @@ -643,33 +623,62 @@ class FreqtradeBot(LoggingMixin): Trade.query.session.add(trade) Trade.commit() - if trade is not None: - if order_status == 'closed': - logger.info(f"DCA order closed, trade should be up to date: {trade}") - # First cancelling stoploss on exchange ... - if self.strategy.order_types.get('stoploss_on_exchange') and trade.stoploss_order_id: - try: - logger.info(f"Canceling stoploss on exchange, recreating with new amount for {trade}") - co = self.exchange.cancel_stoploss_order_with_result(trade.stoploss_order_id, - trade.pair, trade.amount) - trade.update_order(co) - except InvalidOrderException: - logger.exception(f"Could not cancel stoploss order {trade.stoploss_order_id}") - - else: - logger.info(f"DCA order {order_status}, will wait for resolution: {trade}") - # Updating wallets self.wallets.update() self._notify_enter(trade, order, order_type) + if pos_adjust: + if order_status == 'closed': + logger.info(f"DCA order closed, trade should be up to date: {trade}") + trade = self.cancel_stoploss_on_exchange(trade) + else: + logger.info(f"DCA order {order_status}, will wait for resolution: {trade}") + # Update fees if order is closed if order_status == 'closed': self.update_trade_state(trade, order_id, order) return True + def cancel_stoploss_on_exchange(self, trade: Trade) -> Trade: + # First cancelling stoploss on exchange ... + if self.strategy.order_types.get('stoploss_on_exchange') and trade.stoploss_order_id: + try: + logger.info(f"Canceling stoploss on exchange for {trade}") + co = self.exchange.cancel_stoploss_order_with_result( + trade.stoploss_order_id, trade.pair, trade.amount) + trade.update_order(co) + except InvalidOrderException: + logger.exception(f"Could not cancel stoploss order {trade.stoploss_order_id}") + return trade + + def get_valid_enter_price_and_stake(self, pair, price, stake_amount, trade): + if price: + enter_limit_requested = price + else: + # Calculate price + proposed_enter_rate = self.exchange.get_rate(pair, refresh=True, side="buy") + custom_entry_price = strategy_safe_wrapper(self.strategy.custom_entry_price, + default_retval=proposed_enter_rate)( + pair=pair, current_time=datetime.now(timezone.utc), + proposed_rate=proposed_enter_rate) + + enter_limit_requested = self.get_valid_price(custom_entry_price, proposed_enter_rate) + if not enter_limit_requested: + raise PricingError('Could not determine buy price.') + min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, enter_limit_requested, + self.strategy.stoploss) + if not self.edge and trade is None: + max_stake_amount = self.wallets.get_available_stake_amount() + stake_amount = strategy_safe_wrapper(self.strategy.custom_stake_amount, + default_retval=stake_amount)( + pair=pair, current_time=datetime.now(timezone.utc), + current_rate=enter_limit_requested, proposed_stake=stake_amount, + min_stake=min_stake_amount, max_stake=max_stake_amount) + stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) + return enter_limit_requested, stake_amount + def _notify_enter(self, trade: Trade, order: Dict, order_type: Optional[str] = None, fill: bool = False) -> None: """ @@ -1189,13 +1198,7 @@ class FreqtradeBot(LoggingMixin): limit = self.get_valid_price(custom_exit_price, proposed_limit_rate) # First cancelling stoploss on exchange ... - if self.strategy.order_types.get('stoploss_on_exchange') and trade.stoploss_order_id: - try: - co = self.exchange.cancel_stoploss_order_with_result(trade.stoploss_order_id, - trade.pair, trade.amount) - trade.update_order(co) - except InvalidOrderException: - logger.exception(f"Could not cancel stoploss order {trade.stoploss_order_id}") + trade = self.cancel_stoploss_on_exchange(trade) order_type = ordertype or self.strategy.order_types[sell_type] if sell_reason.sell_type == SellType.EMERGENCY_SELL: From db2f0660fa1185be32b57ea92f97ec701222cf71 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 18 Dec 2021 11:15:59 +0200 Subject: [PATCH 026/165] Some more compatibility fixes. --- freqtrade/freqtradebot.py | 3 ++- freqtrade/optimize/backtesting.py | 6 +++--- tests/optimize/test_backtesting_adjust_position.py | 2 +- tests/strategy/strats/strategy_test_v2.py | 5 +++-- 4 files changed, 9 insertions(+), 7 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 5a94dcb1f..8aca76a5f 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -598,7 +598,7 @@ class FreqtradeBot(LoggingMixin): # Fee is applied twice because we make a LIMIT_BUY and LIMIT_SELL fee = self.exchange.get_fee(symbol=pair, taker_or_maker='maker') - if not pos_adjust: + if trade is None: trade = Trade( pair=pair, stake_amount=stake_amount, @@ -616,6 +616,7 @@ class FreqtradeBot(LoggingMixin): buy_tag=buy_tag, timeframe=timeframe_to_minutes(self.config['timeframe']) ) + trade.fee_open_currency = None trade.fee_open_currency = order_id trade.orders.append(order_obj) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 2c6d509f7..e5585463c 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -24,7 +24,7 @@ from freqtrade.mixins import LoggingMixin from freqtrade.optimize.bt_progress import BTProgress from freqtrade.optimize.optimize_reports import (generate_backtest_stats, show_backtest_results, store_backtest_stats) -from freqtrade.persistence import LocalTrade, PairLocks, Trade, Order +from freqtrade.persistence import LocalTrade, Order, PairLocks, Trade from freqtrade.plugins.pairlistmanager import PairListManager from freqtrade.plugins.protectionmanager import ProtectionManager from freqtrade.resolvers import ExchangeResolver, StrategyResolver @@ -352,7 +352,7 @@ class Backtesting: return sell_row[OPEN_IDX] def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, row: Tuple - ) -> Optional[LocalTrade]: + ) -> LocalTrade: current_profit = trade.calc_profit_ratio(row[OPEN_IDX]) @@ -368,7 +368,7 @@ class Backtesting: return trade def _execute_trade_position_change(self, trade: LocalTrade, row: Tuple, - stake_amount: float) -> Optional[LocalTrade]: + stake_amount: float) -> LocalTrade: current_price = row[OPEN_IDX] propose_rate = min(max(current_price, row[LOW_IDX]), row[HIGH_IDX]) available_amount = self.wallets.get_available_stake_amount() diff --git a/tests/optimize/test_backtesting_adjust_position.py b/tests/optimize/test_backtesting_adjust_position.py index 4d87da503..03a3339d4 100644 --- a/tests/optimize/test_backtesting_adjust_position.py +++ b/tests/optimize/test_backtesting_adjust_position.py @@ -8,7 +8,7 @@ from freqtrade.data import history from freqtrade.data.history import get_timerange from freqtrade.enums import SellType from freqtrade.optimize.backtesting import Backtesting -from tests.conftest import (patch_exchange) +from tests.conftest import patch_exchange def test_backtest_position_adjustment(default_conf, fee, mocker, testdatadir) -> None: diff --git a/tests/strategy/strats/strategy_test_v2.py b/tests/strategy/strats/strategy_test_v2.py index 6dce14f42..6371c1029 100644 --- a/tests/strategy/strats/strategy_test_v2.py +++ b/tests/strategy/strats/strategy_test_v2.py @@ -1,12 +1,13 @@ # pragma pylint: disable=missing-docstring, invalid-name, pointless-string-statement +from datetime import datetime + import talib.abstract as ta from pandas import DataFrame import freqtrade.vendor.qtpylib.indicators as qtpylib -from freqtrade.strategy.interface import IStrategy from freqtrade.persistence import Trade -from datetime import datetime +from freqtrade.strategy.interface import IStrategy class StrategyTestV2(IStrategy): From 1eb83f9a628a3554f29cabba20b390a0255e3fcc Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 18 Dec 2021 18:55:12 +0200 Subject: [PATCH 027/165] Fix documentation formatting. --- docs/strategy-advanced.md | 13 ++++++++----- docs/strategy-callbacks.md | 14 +++++++++----- 2 files changed, 17 insertions(+), 10 deletions(-) diff --git a/docs/strategy-advanced.md b/docs/strategy-advanced.md index 523d0accd..6d55084b7 100644 --- a/docs/strategy-advanced.md +++ b/docs/strategy-advanced.md @@ -230,15 +230,18 @@ for val in self.buy_ema_short.range: merged_frame = pd.concat(frames, axis=1) ``` -### Adjust trade position +## Adjust trade position `adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging) for example. -!!! Tip: The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. +!!! Note + The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. -!!! Warning: Additional orders also mean additional fees. +!!! Warning + Additional orders also mean additional fees. -!!! Warning: Stoploss is still calculated from the initial opening price, not averaged price. +!!! Warning + Stoploss is still calculated from the initial opening price, not averaged price. ``` python from freqtrade.persistence import Trade @@ -276,7 +279,7 @@ class DigDeeperStrategy(IStrategy): # Only buy when not actively falling price. last_candle = dataframe.iloc[-1].squeeze() previous_candle = dataframe.iloc[-2].squeeze() - if last_candle.close < previous_candle.close: + if last_candle['close'] < previous_candle['close']: return None count_of_buys = 0 diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 886fdbc59..0026b9561 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -570,19 +570,23 @@ class AwesomeStrategy(IStrategy): ``` -### Adjust trade position +## Adjust trade position `adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging). The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). If there is not enough funds in the wallet then nothing will happen. -Note: Current implementation does not support decreasing position size with partial sales! +!!! Note + Current implementation does not support decreasing position size with partial sales! -!!! Tip: The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. +!!! Tip + The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. -!!! Warning: Additional orders also mean additional fees. +!!! Warning + Additional orders also mean additional fees. -!!! Warning: Stoploss is still calculated from the initial opening price, not averaged price. +!!! Warning + Stoploss is still calculated from the initial opening price, not averaged price. So if you do 3 additional buys at -7% and have a stoploss at -10% then you will most likely trigger stoploss while the UI will be showing you an average profit of -3%. ``` python From 3aca3a71337685b9ca07734fab5c1bba4043f47c Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 18 Dec 2021 18:55:47 +0200 Subject: [PATCH 028/165] Use parentheses instead of backslash --- freqtrade/persistence/models.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index e1f16a8dc..d169c4d27 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -579,9 +579,9 @@ class LocalTrade(): total_amount = 0.0 total_stake = 0.0 for temp_order in self.orders: - if temp_order.ft_is_open or \ - temp_order.ft_order_side != 'buy' or \ - temp_order.status not in NON_OPEN_EXCHANGE_STATES: + if (temp_order.ft_is_open or + (temp_order.ft_order_side != 'buy') or + (temp_order.status not in NON_OPEN_EXCHANGE_STATES)): continue tmp_amount = temp_order.amount From 5da38f3613167094e66557273cc4472d9ce75fe5 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sun, 19 Dec 2021 10:36:47 +0200 Subject: [PATCH 029/165] Fix typo. Make sure trade is market open. --- freqtrade/freqtradebot.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 8aca76a5f..9e9387b70 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -617,8 +617,9 @@ class FreqtradeBot(LoggingMixin): timeframe=timeframe_to_minutes(self.config['timeframe']) ) + trade.is_open = True trade.fee_open_currency = None - trade.fee_open_currency = order_id + trade.open_order_id = order_id trade.orders.append(order_obj) trade.recalc_trade_from_orders() Trade.query.session.add(trade) From f28d95ffb5ae92114c8b67bd0ed75bb3698a258b Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sun, 19 Dec 2021 12:27:17 +0200 Subject: [PATCH 030/165] Add test for position adjust --- tests/test_freqtradebot.py | 153 +++++++++++++++++++++++++++++++++++++ 1 file changed, 153 insertions(+) diff --git a/tests/test_freqtradebot.py b/tests/test_freqtradebot.py index 2d2664055..c0634588d 100644 --- a/tests/test_freqtradebot.py +++ b/tests/test_freqtradebot.py @@ -26,6 +26,7 @@ from tests.conftest import (create_mock_trades, get_patched_freqtradebot, get_pa from tests.conftest_trades import (MOCK_TRADE_COUNT, mock_order_1, mock_order_2, mock_order_2_sell, mock_order_3, mock_order_3_sell, mock_order_4, mock_order_5_stoploss, mock_order_6_sell) +from typing import List def patch_RPCManager(mocker) -> MagicMock: @@ -4308,3 +4309,155 @@ def test_get_valid_price(mocker, default_conf_usdt) -> None: assert valid_price_at_min_alwd > custom_price_under_min_alwd assert valid_price_at_min_alwd < proposed_price + +def test_position_adjust(mocker, default_conf_usdt, fee, limit_buy_order_usdt, + limit_buy_order_usdt_open) -> None: + patch_RPCManager(mocker) + patch_exchange(mocker) + freqtrade = FreqtradeBot(default_conf_usdt) + freqtrade.strategy.confirm_trade_entry = MagicMock(return_value=True) + bid = 11 + stake_amount = 10 + buy_rate_mock = MagicMock(return_value=bid) + mocker.patch.multiple( + 'freqtrade.exchange.Exchange', + get_rate=buy_rate_mock, + fetch_ticker=MagicMock(return_value={ + 'bid': 10, + 'ask': 12, + 'last': 11 + }), + get_min_pair_stake_amount=MagicMock(return_value=1), + get_fee=fee, + ) + pair = 'ETH/USDT' + + # Initial buy + limit_buy_order_usdt['status'] = 'closed' + limit_buy_order_usdt['pair'] = pair + limit_buy_order_usdt['ft_pair'] = pair + limit_buy_order_usdt['ft_order_side'] = 'buy' + limit_buy_order_usdt['side'] = 'buy' + limit_buy_order_usdt['price'] = bid + limit_buy_order_usdt['average'] = bid + limit_buy_order_usdt['cost'] = bid * stake_amount + limit_buy_order_usdt['amount'] = stake_amount + limit_buy_order_usdt['filled'] = stake_amount + limit_buy_order_usdt['ft_is_open'] = False + limit_buy_order_usdt['id'] = '650' + limit_buy_order_usdt['order_id'] = '650' + mocker.patch('freqtrade.exchange.Exchange.create_order', + MagicMock(return_value=limit_buy_order_usdt)) + mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', + MagicMock(return_value=limit_buy_order_usdt)) + assert freqtrade.execute_entry(pair, stake_amount) + # Should create an closed trade with an no open order id + # Order is filled and trade is open + orders = Order.query.all() + assert orders + assert len(orders) == 1 + trade = Trade.query.first() + assert trade + assert trade.is_open is True + assert trade.open_order_id is None + assert trade.open_rate == 11 + assert trade.stake_amount == 110 + + # Assume it does nothing since trade is still open and no new orders + freqtrade.update_closed_trades_without_assigned_fees() + + trade = Trade.query.first() + assert trade + assert trade.is_open is True + assert trade.open_order_id is None + assert trade.open_rate == 11 + assert trade.stake_amount == 110 + + # First position adjustment buy. + limit_buy_order_usdt_open['ft_pair'] = pair + limit_buy_order_usdt_open['ft_order_side'] = 'buy' + limit_buy_order_usdt_open['side'] = 'buy' + limit_buy_order_usdt_open['status'] = None + limit_buy_order_usdt_open['price'] = 9 + limit_buy_order_usdt_open['amount'] = 12 + limit_buy_order_usdt_open['cost'] = 100 + limit_buy_order_usdt_open['ft_is_open'] = True + limit_buy_order_usdt_open['id'] = 651 + limit_buy_order_usdt_open['order_id'] = 651 + mocker.patch('freqtrade.exchange.Exchange.create_order', + MagicMock(return_value=limit_buy_order_usdt_open)) + mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', + MagicMock(return_value=limit_buy_order_usdt_open)) + assert freqtrade.execute_entry(pair, stake_amount, trade=trade) + + orders = Order.query.all() + assert orders + assert len(orders) == 2 + trade = Trade.query.first() + assert trade + assert trade.open_order_id == '651' + assert trade.open_rate == 11 + assert trade.amount == 10 + assert trade.stake_amount == 110 + + # Assume it does nothing since trade is still open + mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', + MagicMock(return_value=limit_buy_order_usdt_open)) + freqtrade.update_closed_trades_without_assigned_fees() + + orders = Order.query.all() + assert orders + assert len(orders) == 2 + # Assert that the trade is found as open and without fees + trades: List[Trade] = Trade.get_open_trades_without_assigned_fees() + assert len(trades) == 1 + # Assert trade is as expected + trade = Trade.query.first() + assert trade + assert trade.open_order_id == '651' + assert trade.open_rate == 11 + assert trade.amount == 10 + assert trade.stake_amount == 110 + assert trade.fee_updated('buy') is False + + # Make sure the closed order is found as the first order. + order = trade.select_order('buy', False) + assert order.order_id == '650' + + # Now close the order so it should update. + limit_buy_order_usdt_open['ft_pair'] = pair + limit_buy_order_usdt_open['status'] = 'closed' + limit_buy_order_usdt_open['ft_order_side'] = 'buy' + limit_buy_order_usdt_open['side'] = 'buy' + limit_buy_order_usdt_open['price'] = 9 + limit_buy_order_usdt_open['average'] = 9 + limit_buy_order_usdt_open['amount'] = 12 + limit_buy_order_usdt_open['filled'] = 12 + limit_buy_order_usdt_open['cost'] = 108 + limit_buy_order_usdt_open['ft_is_open'] = False + limit_buy_order_usdt_open['id'] = '651' + limit_buy_order_usdt_open['order_id'] = '651' + mocker.patch('freqtrade.exchange.Exchange.fetch_order', + MagicMock(return_value=limit_buy_order_usdt_open)) + freqtrade.check_handle_timedout() + + # Assert trade is as expected (averaged dca) + trade = Trade.query.first() + assert trade + assert trade.open_order_id is None + assert pytest.approx(trade.open_rate) == 9.90909090909 + assert trade.amount == 22 + assert trade.stake_amount == 218 + + orders = Order.query.all() + assert orders + assert len(orders) == 2 + + # Make sure the closed order is found as the second order. + order = trade.select_order('buy', False) + assert order.order_id == '651' + + # Assert that the trade is not found as open and without fees + trades: List[Trade] = Trade.get_open_trades_without_assigned_fees() + assert len(trades) == 1 + From f6d36ce56b258a508198d9252dc9b57e53acde31 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 20 Dec 2021 22:07:42 +0200 Subject: [PATCH 031/165] Fix the dca order not being counted bug. --- freqtrade/freqtradebot.py | 4 +- tests/test_freqtradebot.py | 183 +++++++++++++++++++++++++++---------- 2 files changed, 138 insertions(+), 49 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 9e9387b70..b7318279c 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -292,8 +292,8 @@ class FreqtradeBot(LoggingMixin): for trade in trades: if trade.is_open and not trade.fee_updated('buy'): order = trade.select_order('buy', False) - if order: - logger.info(f"Updating buy-fee on trade {trade} for order {order.order_id}.") + open_order = trade.select_order('buy', True) + if order and open_order is None: self.update_trade_state(trade, order.order_id, send_msg=False) def handle_insufficient_funds(self, trade: Trade): diff --git a/tests/test_freqtradebot.py b/tests/test_freqtradebot.py index c0634588d..31d9cd4c6 100644 --- a/tests/test_freqtradebot.py +++ b/tests/test_freqtradebot.py @@ -4310,10 +4310,17 @@ def test_get_valid_price(mocker, default_conf_usdt) -> None: assert valid_price_at_min_alwd > custom_price_under_min_alwd assert valid_price_at_min_alwd < proposed_price -def test_position_adjust(mocker, default_conf_usdt, fee, limit_buy_order_usdt, - limit_buy_order_usdt_open) -> None: + +def test_position_adjust(mocker, default_conf_usdt, fee) -> None: patch_RPCManager(mocker) patch_exchange(mocker) + patch_wallet(mocker, free=10000) + default_conf_usdt.update({ + "position_adjustment_enable": True, + "dry_run": False, + "stake_amount": 10.0, + "dry_run_wallet": 1000.0, + }) freqtrade = FreqtradeBot(default_conf_usdt) freqtrade.strategy.confirm_trade_entry = MagicMock(return_value=True) bid = 11 @@ -4333,23 +4340,26 @@ def test_position_adjust(mocker, default_conf_usdt, fee, limit_buy_order_usdt, pair = 'ETH/USDT' # Initial buy - limit_buy_order_usdt['status'] = 'closed' - limit_buy_order_usdt['pair'] = pair - limit_buy_order_usdt['ft_pair'] = pair - limit_buy_order_usdt['ft_order_side'] = 'buy' - limit_buy_order_usdt['side'] = 'buy' - limit_buy_order_usdt['price'] = bid - limit_buy_order_usdt['average'] = bid - limit_buy_order_usdt['cost'] = bid * stake_amount - limit_buy_order_usdt['amount'] = stake_amount - limit_buy_order_usdt['filled'] = stake_amount - limit_buy_order_usdt['ft_is_open'] = False - limit_buy_order_usdt['id'] = '650' - limit_buy_order_usdt['order_id'] = '650' + closed_successful_buy_order = { + 'pair': pair, + 'ft_pair': pair, + 'ft_order_side': 'buy', + 'side': 'buy', + 'type': 'limit', + 'status': 'closed', + 'price': bid, + 'average': bid, + 'cost': bid * stake_amount, + 'amount': stake_amount, + 'filled': stake_amount, + 'ft_is_open': False, + 'id': '650', + 'order_id': '650' + } mocker.patch('freqtrade.exchange.Exchange.create_order', - MagicMock(return_value=limit_buy_order_usdt)) + MagicMock(return_value=closed_successful_buy_order)) mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', - MagicMock(return_value=limit_buy_order_usdt)) + MagicMock(return_value=closed_successful_buy_order)) assert freqtrade.execute_entry(pair, stake_amount) # Should create an closed trade with an no open order id # Order is filled and trade is open @@ -4363,7 +4373,7 @@ def test_position_adjust(mocker, default_conf_usdt, fee, limit_buy_order_usdt, assert trade.open_rate == 11 assert trade.stake_amount == 110 - # Assume it does nothing since trade is still open and no new orders + # Assume it does nothing since order is closed and trade is open freqtrade.update_closed_trades_without_assigned_fees() trade = Trade.query.first() @@ -4372,22 +4382,36 @@ def test_position_adjust(mocker, default_conf_usdt, fee, limit_buy_order_usdt, assert trade.open_order_id is None assert trade.open_rate == 11 assert trade.stake_amount == 110 + assert not trade.fee_updated('buy') + + freqtrade.check_handle_timedout() + + trade = Trade.query.first() + assert trade + assert trade.is_open is True + assert trade.open_order_id is None + assert trade.open_rate == 11 + assert trade.stake_amount == 110 + assert not trade.fee_updated('buy') # First position adjustment buy. - limit_buy_order_usdt_open['ft_pair'] = pair - limit_buy_order_usdt_open['ft_order_side'] = 'buy' - limit_buy_order_usdt_open['side'] = 'buy' - limit_buy_order_usdt_open['status'] = None - limit_buy_order_usdt_open['price'] = 9 - limit_buy_order_usdt_open['amount'] = 12 - limit_buy_order_usdt_open['cost'] = 100 - limit_buy_order_usdt_open['ft_is_open'] = True - limit_buy_order_usdt_open['id'] = 651 - limit_buy_order_usdt_open['order_id'] = 651 + open_dca_order_1 = { + 'ft_pair': pair, + 'ft_order_side': 'buy', + 'side': 'buy', + 'type': 'limit', + 'status': None, + 'price': 9, + 'amount': 12, + 'cost': 100, + 'ft_is_open': True, + 'id': '651', + 'order_id': '651' + } mocker.patch('freqtrade.exchange.Exchange.create_order', - MagicMock(return_value=limit_buy_order_usdt_open)) + MagicMock(return_value=open_dca_order_1)) mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', - MagicMock(return_value=limit_buy_order_usdt_open)) + MagicMock(return_value=open_dca_order_1)) assert freqtrade.execute_entry(pair, stake_amount, trade=trade) orders = Order.query.all() @@ -4399,10 +4423,28 @@ def test_position_adjust(mocker, default_conf_usdt, fee, limit_buy_order_usdt, assert trade.open_rate == 11 assert trade.amount == 10 assert trade.stake_amount == 110 + assert not trade.fee_updated('buy') + trades: List[Trade] = Trade.get_open_trades_without_assigned_fees() + assert len(trades) == 1 + assert trade.is_open + assert not trade.fee_updated('buy') + order = trade.select_order('buy', False) + assert order + assert order.order_id == '650' - # Assume it does nothing since trade is still open - mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', - MagicMock(return_value=limit_buy_order_usdt_open)) + def make_sure_its_651(*apos, **kwargs): + + if apos[0] == '650': + return closed_successful_buy_order + if apos[0] == '651': + return open_dca_order_1 + return None + + # Assume it does nothing since order is still open + fetch_order_mm = MagicMock(side_effect=make_sure_its_651) + mocker.patch('freqtrade.exchange.Exchange.create_order', fetch_order_mm) + mocker.patch('freqtrade.exchange.Exchange.fetch_order', fetch_order_mm) + mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', fetch_order_mm) freqtrade.update_closed_trades_without_assigned_fees() orders = Order.query.all() @@ -4418,27 +4460,35 @@ def test_position_adjust(mocker, default_conf_usdt, fee, limit_buy_order_usdt, assert trade.open_rate == 11 assert trade.amount == 10 assert trade.stake_amount == 110 - assert trade.fee_updated('buy') is False + assert not trade.fee_updated('buy') # Make sure the closed order is found as the first order. order = trade.select_order('buy', False) assert order.order_id == '650' # Now close the order so it should update. - limit_buy_order_usdt_open['ft_pair'] = pair - limit_buy_order_usdt_open['status'] = 'closed' - limit_buy_order_usdt_open['ft_order_side'] = 'buy' - limit_buy_order_usdt_open['side'] = 'buy' - limit_buy_order_usdt_open['price'] = 9 - limit_buy_order_usdt_open['average'] = 9 - limit_buy_order_usdt_open['amount'] = 12 - limit_buy_order_usdt_open['filled'] = 12 - limit_buy_order_usdt_open['cost'] = 108 - limit_buy_order_usdt_open['ft_is_open'] = False - limit_buy_order_usdt_open['id'] = '651' - limit_buy_order_usdt_open['order_id'] = '651' + closed_dca_order_1 = { + 'ft_pair': pair, + 'ft_order_side': 'buy', + 'side': 'buy', + 'type': 'limit', + 'status': 'closed', + 'price': 9, + 'average': 9, + 'amount': 12, + 'filled': 12, + 'cost': 108, + 'ft_is_open': False, + 'id': '651', + 'order_id': '651' + } + + mocker.patch('freqtrade.exchange.Exchange.create_order', + MagicMock(return_value=closed_dca_order_1)) mocker.patch('freqtrade.exchange.Exchange.fetch_order', - MagicMock(return_value=limit_buy_order_usdt_open)) + MagicMock(return_value=closed_dca_order_1)) + mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', + MagicMock(return_value=closed_dca_order_1)) freqtrade.check_handle_timedout() # Assert trade is as expected (averaged dca) @@ -4461,3 +4511,42 @@ def test_position_adjust(mocker, default_conf_usdt, fee, limit_buy_order_usdt, trades: List[Trade] = Trade.get_open_trades_without_assigned_fees() assert len(trades) == 1 + # Add a second DCA + closed_dca_order_2 = { + 'ft_pair': pair, + 'status': 'closed', + 'ft_order_side': 'buy', + 'side': 'buy', + 'type': 'limit', + 'price': 7, + 'average': 7, + 'amount': 15, + 'filled': 15, + 'cost': 105, + 'ft_is_open': False, + 'id': '652', + 'order_id': '652' + } + mocker.patch('freqtrade.exchange.Exchange.create_order', + MagicMock(return_value=closed_dca_order_2)) + mocker.patch('freqtrade.exchange.Exchange.fetch_order', + MagicMock(return_value=closed_dca_order_2)) + mocker.patch('freqtrade.exchange.Exchange.fetch_order_or_stoploss_order', + MagicMock(return_value=closed_dca_order_2)) + assert freqtrade.execute_entry(pair, stake_amount, trade=trade) + + # Assert trade is as expected (averaged dca) + trade = Trade.query.first() + assert trade + assert trade.open_order_id is None + assert pytest.approx(trade.open_rate) == 8.729729729729 + assert trade.amount == 37 + assert trade.stake_amount == 323 + + orders = Order.query.all() + assert orders + assert len(orders) == 3 + + # Make sure the closed order is found as the second order. + order = trade.select_order('buy', False) + assert order.order_id == '652' From c9243fb4f61019d3c872631f021cbebea4460fbd Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 20 Dec 2021 22:45:46 +0200 Subject: [PATCH 032/165] Use buy side for price since mostly used for DCA. --- freqtrade/freqtradebot.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index b7318279c..7c5f1b687 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -471,17 +471,18 @@ class FreqtradeBot(LoggingMixin): If the strategy triggers the adjustment, a new order gets issued. Once that completes, the existing trade is modified to match new data. """ + # If there is any open orders, wait for them to finish. for order in trade.orders: if order.ft_is_open: return logger.debug(f"adjust_trade_position for pair {trade.pair}") - sell_rate = self.exchange.get_rate(trade.pair, refresh=True, side="sell") - current_profit = trade.calc_profit_ratio(sell_rate) + current_rate = self.exchange.get_rate(trade.pair, refresh=True, side="buy") + current_profit = trade.calc_profit_ratio(current_rate) stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( pair=trade.pair, trade=trade, current_time=datetime.now(timezone.utc), - current_rate=sell_rate, current_profit=current_profit) + current_rate=current_rate, current_profit=current_profit) if stake_amount is not None and stake_amount > 0.0: # We should increase our position From 4862cdb296f0199d26497d594155b9e9b545c5a1 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Tue, 21 Dec 2021 00:11:01 +0200 Subject: [PATCH 033/165] Improve documentation. --- docs/strategy-advanced.md | 7 ++++--- docs/strategy-callbacks.md | 5 ++--- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/docs/strategy-advanced.md b/docs/strategy-advanced.md index 6d55084b7..99b4a5a70 100644 --- a/docs/strategy-advanced.md +++ b/docs/strategy-advanced.md @@ -233,13 +233,14 @@ merged_frame = pd.concat(frames, axis=1) ## Adjust trade position `adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging) for example. +The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). +If there is not enough funds in the wallet then nothing will happen. +Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. +Unlimited stake amount with trade position increasing is highly not recommended as your DCA orders would compete with your normal trade open orders. !!! Note The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. -!!! Warning - Additional orders also mean additional fees. - !!! Warning Stoploss is still calculated from the initial opening price, not averaged price. diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 0026b9561..0a6f5896b 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -575,6 +575,8 @@ class AwesomeStrategy(IStrategy): `adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging). The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). If there is not enough funds in the wallet then nothing will happen. +Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. +Unlimited stake amount with trade position increasing is highly not recommended as your DCA orders would compete with your normal trade open orders. !!! Note Current implementation does not support decreasing position size with partial sales! @@ -582,9 +584,6 @@ If there is not enough funds in the wallet then nothing will happen. !!! Tip The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. -!!! Warning - Additional orders also mean additional fees. - !!! Warning Stoploss is still calculated from the initial opening price, not averaged price. So if you do 3 additional buys at -7% and have a stoploss at -10% then you will most likely trigger stoploss while the UI will be showing you an average profit of -3%. From fa01cbf5469cb2e5b1773a1203ba0f6ffcd4291d Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Tue, 21 Dec 2021 22:23:01 +0200 Subject: [PATCH 034/165] iSort --- tests/test_freqtradebot.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_freqtradebot.py b/tests/test_freqtradebot.py index 31d9cd4c6..18f720782 100644 --- a/tests/test_freqtradebot.py +++ b/tests/test_freqtradebot.py @@ -5,6 +5,7 @@ import logging import time from copy import deepcopy from math import isclose +from typing import List from unittest.mock import ANY, MagicMock, PropertyMock import arrow @@ -26,7 +27,6 @@ from tests.conftest import (create_mock_trades, get_patched_freqtradebot, get_pa from tests.conftest_trades import (MOCK_TRADE_COUNT, mock_order_1, mock_order_2, mock_order_2_sell, mock_order_3, mock_order_3_sell, mock_order_4, mock_order_5_stoploss, mock_order_6_sell) -from typing import List def patch_RPCManager(mocker) -> MagicMock: From 7df3e7ada46e3bf551e4f0870067c3c457be507c Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 22 Dec 2021 02:19:11 +0200 Subject: [PATCH 035/165] Add base_stake_amount_ratio config param to support unlimited stakes. --- docs/configuration.md | 9 +++++++++ freqtrade/wallets.py | 11 +++++++++++ 2 files changed, 20 insertions(+) diff --git a/docs/configuration.md b/docs/configuration.md index c982a1d7f..c531c59ab 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -83,6 +83,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi | `stake_amount` | **Required.** Amount of crypto-currency your bot will use for each trade. Set it to `"unlimited"` to allow the bot to use all available balance. [More information below](#configuring-amount-per-trade).
**Datatype:** Positive float or `"unlimited"`. | `tradable_balance_ratio` | Ratio of the total account balance the bot is allowed to trade. [More information below](#configuring-amount-per-trade).
*Defaults to `0.99` 99%).*
**Datatype:** Positive float between `0.1` and `1.0`. | `available_capital` | Available starting capital for the bot. Useful when running multiple bots on the same exchange account.[More information below](#configuring-amount-per-trade).
**Datatype:** Positive float. +| `base_stake_amount_ratio` | When using position adjustment with unlimited stakes, the strategy often requires that some funds are left for additional buy orders. You can define the ratio that the initial buy order can use from the calculated unlimited stake amount. [More information below](#configuring-amount-per-trade).
*Defaults to `1.0`.*
**Datatype:** Float (as ratio) | `amend_last_stake_amount` | Use reduced last stake amount if necessary. [More information below](#configuring-amount-per-trade).
*Defaults to `false`.*
**Datatype:** Boolean | `last_stake_amount_min_ratio` | Defines minimum stake amount that has to be left and executed. Applies only to the last stake amount when it's amended to a reduced value (i.e. if `amend_last_stake_amount` is set to `true`). [More information below](#configuring-amount-per-trade).
*Defaults to `0.5`.*
**Datatype:** Float (as ratio) | `amount_reserve_percent` | Reserve some amount in min pair stake amount. The bot will reserve `amount_reserve_percent` + stoploss value when calculating min pair stake amount in order to avoid possible trade refusals.
*Defaults to `0.05` (5%).*
**Datatype:** Positive Float as ratio. @@ -303,6 +304,14 @@ To allow the bot to trade all the available `stake_currency` in your account (mi When using `"stake_amount" : "unlimited",` in combination with Dry-Run, Backtesting or Hyperopt, the balance will be simulated starting with a stake of `dry_run_wallet` which will evolve. It is therefore important to set `dry_run_wallet` to a sensible value (like 0.05 or 0.01 for BTC and 1000 or 100 for USDT, for example), otherwise, it may simulate trades with 100 BTC (or more) or 0.05 USDT (or less) at once - which may not correspond to your real available balance or is less than the exchange minimal limit for the order amount for the stake currency. +#### Dynamic stake amount with position adjustment +When you want to use position adjustment with unlimited stakes, you must also set `base_stake_amount_ratio` to a reasonable value depending on your strategy. +Typical value would be in the range of 0.1 - 0.5, but depends highly on your strategy and how much you wish to leave into the wallet as position adjustment buffer. +
+For example if your position adjustment assumes it can do 2 additional buys with the same stake amounts then your `base_stake_amount_ratio` should be 0.333333 (33.3333%) of your calculated unlimited stake amount. +
+Or another example if your position adjustment assumes it can do 1 additional buy with 3x the original stake amount then your `base_stake_amount_ratio` should be 0.25 (25%) of your calculated unlimited stake amount. + --8<-- "includes/pricing.md" ### Understand minimal_roi diff --git a/freqtrade/wallets.py b/freqtrade/wallets.py index 98a39ea2d..02c3cde18 100644 --- a/freqtrade/wallets.py +++ b/freqtrade/wallets.py @@ -184,6 +184,17 @@ class Wallets: return 0 possible_stake = (available_amount + val_tied_up) / self._config['max_open_trades'] + + # Position Adjustment dynamic base order size + try: + if self._config.get('position_adjustment_enable', False): + base_stake_amount_ratio = self._config.get('base_stake_amount_ratio', 1.0) + if base_stake_amount_ratio > 0.0: + possible_stake = possible_stake * base_stake_amount_ratio + except Exception as e: + logger.warning("Invalid base_stake_amount_ratio", e) + return 0 + # Theoretical amount can be above available amount - therefore limit to available amount! return min(possible_stake, available_amount) From da2e07b7fea05d63ef7aba6c8f616c911e54355e Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 22 Dec 2021 02:42:44 +0200 Subject: [PATCH 036/165] Unittest base_stake_amount_ratio --- tests/test_wallets.py | 28 ++++++++++++++++++---------- 1 file changed, 18 insertions(+), 10 deletions(-) diff --git a/tests/test_wallets.py b/tests/test_wallets.py index 3e02cdb09..783b0eded 100644 --- a/tests/test_wallets.py +++ b/tests/test_wallets.py @@ -121,19 +121,19 @@ def test_get_trade_stake_amount_no_stake_amount(default_conf, mocker) -> None: freqtrade.wallets.get_trade_stake_amount('ETH/BTC') -@pytest.mark.parametrize("balance_ratio,capital,result1,result2", [ - (1, None, 50, 66.66666), - (0.99, None, 49.5, 66.0), - (0.50, None, 25, 33.3333), +@pytest.mark.parametrize("balance_ratio,capital,result1,result2,result3", [ + (1, None, 50, 66.66666, 250), + (0.99, None, 49.5, 66.0, 247.5), + (0.50, None, 25, 33.3333, 125), # Tests with capital ignore balance_ratio - (1, 100, 50, 0.0), - (0.99, 200, 50, 66.66666), - (0.99, 150, 50, 50), - (0.50, 50, 25, 0.0), - (0.50, 10, 5, 0.0), + (1, 100, 50, 0.0, 0.0), + (0.99, 200, 50, 66.66666, 50), + (0.99, 150, 50, 50, 37.5), + (0.50, 50, 25, 0.0, 0.0), + (0.50, 10, 5, 0.0, 0.0), ]) def test_get_trade_stake_amount_unlimited_amount(default_conf, ticker, balance_ratio, capital, - result1, result2, limit_buy_order_open, + result1, result2, result3, limit_buy_order_open, fee, mocker) -> None: mocker.patch.multiple( 'freqtrade.exchange.Exchange', @@ -179,6 +179,14 @@ def test_get_trade_stake_amount_unlimited_amount(default_conf, ticker, balance_r result = freqtrade.wallets.get_trade_stake_amount('NEO/USDT') assert result == 0 + freqtrade.config['max_open_trades'] = 2 + freqtrade.config['dry_run_wallet'] = 1000 + freqtrade.wallets.start_cap = 1000 + freqtrade.config['position_adjustment_enable'] = True + freqtrade.config['base_stake_amount_ratio'] = 0.5 + result = freqtrade.wallets.get_trade_stake_amount('LTC/USDT') + assert result == result3 + @pytest.mark.parametrize('stake_amount,min_stake_amount,max_stake_amount,expected', [ (22, 11, 50, 22), From e439ae1fea44140eea78b688321762dfd06f0854 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 22 Dec 2021 11:20:03 +0200 Subject: [PATCH 037/165] Update wallet balance on every order close, not only trade close --- freqtrade/freqtradebot.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 7c5f1b687..ef8f7c9dc 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -1394,11 +1394,13 @@ class FreqtradeBot(LoggingMixin): logger.info(f"Trade has been updated: {trade}") # Updating wallets when order is closed + if order['status'] in constants.NON_OPEN_EXCHANGE_STATES: + self.wallets.update() + if not trade.is_open: if send_msg and not stoploss_order and not trade.open_order_id: self._notify_exit(trade, '', True) self.handle_protections(trade.pair) - self.wallets.update() elif send_msg and not trade.open_order_id: # Buy fill self._notify_enter(trade, order, fill=True) From d70ddeef9ae51e0c17ba9a3a5227d67a80b717b3 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 22 Dec 2021 11:43:48 +0200 Subject: [PATCH 038/165] Remove whitespace. Darn IntelliJ. --- freqtrade/freqtradebot.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index ef8f7c9dc..70d73e75c 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -1396,7 +1396,7 @@ class FreqtradeBot(LoggingMixin): # Updating wallets when order is closed if order['status'] in constants.NON_OPEN_EXCHANGE_STATES: self.wallets.update() - + if not trade.is_open: if send_msg and not stoploss_order and not trade.open_order_id: self._notify_exit(trade, '', True) From 2e23e88fc10fbefc0316f776b464a829b08ed1da Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 22 Dec 2021 11:49:43 +0200 Subject: [PATCH 039/165] Re-add back the log i accidentally removed. --- freqtrade/freqtradebot.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 70d73e75c..40ad331d6 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -294,6 +294,7 @@ class FreqtradeBot(LoggingMixin): order = trade.select_order('buy', False) open_order = trade.select_order('buy', True) if order and open_order is None: + logger.info(f"Updating buy-fee on trade {trade} for order {order.order_id}.") self.update_trade_state(trade, order.order_id, send_msg=False) def handle_insufficient_funds(self, trade: Trade): From ace0a83c0c9fcfd2d5cb60764f428ecdc7c7823f Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 23 Dec 2021 11:57:53 +0200 Subject: [PATCH 040/165] Allow forcebuy to also buy more when trade is already open. --- freqtrade/rpc/rpc.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/freqtrade/rpc/rpc.py b/freqtrade/rpc/rpc.py index 3328af30b..ab7e99797 100644 --- a/freqtrade/rpc/rpc.py +++ b/freqtrade/rpc/rpc.py @@ -721,7 +721,8 @@ class RPC: # check if pair already has an open pair trade = Trade.get_trades([Trade.is_open.is_(True), Trade.pair == pair]).first() if trade: - raise RPCException(f'position for {pair} already open - id: {trade.id}') + if not self._config.get('position_adjustment_enable', False): + raise RPCException(f'position for {pair} already open - id: {trade.id}') # gen stake amount stakeamount = self._freqtrade.wallets.get_trade_stake_amount(pair) @@ -730,7 +731,8 @@ class RPC: if not order_type: order_type = self._freqtrade.strategy.order_types.get( 'forcebuy', self._freqtrade.strategy.order_types['buy']) - if self._freqtrade.execute_entry(pair, stakeamount, price, ordertype=order_type): + if self._freqtrade.execute_entry(pair, stakeamount, price, + ordertype=order_type, trade=trade): Trade.commit() trade = Trade.get_trades([Trade.is_open.is_(True), Trade.pair == pair]).first() return trade From 8bf1001b33a2c5f6468ee5e83f0f0e7f528a0222 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 23 Dec 2021 12:41:37 +0200 Subject: [PATCH 041/165] Fix test failing when user_data already contains data... --- tests/optimize/test_hyperopt.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index a43c62376..b8c715e6c 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -3,6 +3,7 @@ from datetime import datetime from pathlib import Path from unittest.mock import ANY, MagicMock +import os import pandas as pd import pytest from arrow import Arrow @@ -169,6 +170,7 @@ def test_start_no_hyperopt_allowed(mocker, hyperopt_conf, caplog) -> None: def test_start_no_data(mocker, hyperopt_conf) -> None: + hyperopt_conf['user_data_dir'] = Path("tests") patched_configuration_load_config_file(mocker, hyperopt_conf) mocker.patch('freqtrade.data.history.load_pair_history', MagicMock(return_value=pd.DataFrame)) mocker.patch( @@ -189,6 +191,7 @@ def test_start_no_data(mocker, hyperopt_conf) -> None: with pytest.raises(OperationalException, match='No data found. Terminating.'): start_hyperopt(pargs) + os.unlink(Hyperopt.get_lock_filename(hyperopt_conf)) def test_start_filelock(mocker, hyperopt_conf, caplog) -> None: hyperopt_mock = MagicMock(side_effect=Timeout(Hyperopt.get_lock_filename(hyperopt_conf))) From 8393c99b6296ad053706fef5b879b5b608556189 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 23 Dec 2021 16:25:27 +0200 Subject: [PATCH 042/165] Whoops, missing a line. --- tests/optimize/test_hyperopt.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index b8c715e6c..1a6d7f06b 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -193,6 +193,7 @@ def test_start_no_data(mocker, hyperopt_conf) -> None: os.unlink(Hyperopt.get_lock_filename(hyperopt_conf)) + def test_start_filelock(mocker, hyperopt_conf, caplog) -> None: hyperopt_mock = MagicMock(side_effect=Timeout(Hyperopt.get_lock_filename(hyperopt_conf))) patched_configuration_load_config_file(mocker, hyperopt_conf) From bc60139ae346ae26cf2a9b3b27afa14c523ca172 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 23 Dec 2021 16:40:47 +0200 Subject: [PATCH 043/165] I really should make this flake8 / isort check automatic before commit. --- tests/optimize/test_hyperopt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 1a6d7f06b..04fd5d458 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -1,9 +1,9 @@ # pragma pylint: disable=missing-docstring,W0212,C0103 +import os from datetime import datetime from pathlib import Path from unittest.mock import ANY, MagicMock -import os import pandas as pd import pytest from arrow import Arrow From 0c4664e8f412a53bce167064b885a14821d4382f Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 23 Dec 2021 17:39:43 +0200 Subject: [PATCH 044/165] Lock file is not always left behind so handle it. --- tests/optimize/test_hyperopt.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 04fd5d458..5e8d899c8 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -191,7 +191,11 @@ def test_start_no_data(mocker, hyperopt_conf) -> None: with pytest.raises(OperationalException, match='No data found. Terminating.'): start_hyperopt(pargs) - os.unlink(Hyperopt.get_lock_filename(hyperopt_conf)) + # Cleanup since that failed hyperopt start leaves a lockfile. + try: + os.unlink(Hyperopt.get_lock_filename(hyperopt_conf)) + except Exception: + pass def test_start_filelock(mocker, hyperopt_conf, caplog) -> None: From ac690e92156450b1b641632fa9537d18992679b1 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 23 Dec 2021 18:49:11 +0200 Subject: [PATCH 045/165] Remove unnecessary returns. --- freqtrade/freqtradebot.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 40ad331d6..9daeb5139 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -494,9 +494,6 @@ class FreqtradeBot(LoggingMixin): # TODO: Selling part of the trade not implemented yet. logger.error(f"Unable to decrease trade position / sell partially" f" for pair {trade.pair}, feature not implemented.") - return - - return def _check_depth_of_market_buy(self, pair: str, conf: Dict) -> bool: """ From de79d25cafd8af46eb93924a5fb436dc452f9c38 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 24 Dec 2021 12:38:43 +0200 Subject: [PATCH 046/165] Refactoring to use strategy based configuration --- docs/configuration.md | 13 +- docs/strategy-advanced.md | 27 ++-- docs/strategy-callbacks.md | 54 +------ freqtrade/configuration/configuration.py | 3 - freqtrade/freqtradebot.py | 20 +-- freqtrade/optimize/backtesting.py | 139 ++++++++---------- freqtrade/resolvers/strategy_resolver.py | 3 +- freqtrade/rpc/rpc.py | 2 +- freqtrade/strategy/interface.py | 3 + freqtrade/wallets.py | 10 -- .../test_backtesting_adjust_position.py | 2 +- tests/strategy/strats/strategy_test_v2.py | 13 +- tests/test_wallets.py | 28 ++-- 13 files changed, 117 insertions(+), 200 deletions(-) diff --git a/docs/configuration.md b/docs/configuration.md index c531c59ab..3bea83ad3 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -83,7 +83,6 @@ Mandatory parameters are marked as **Required**, which means that they are requi | `stake_amount` | **Required.** Amount of crypto-currency your bot will use for each trade. Set it to `"unlimited"` to allow the bot to use all available balance. [More information below](#configuring-amount-per-trade).
**Datatype:** Positive float or `"unlimited"`. | `tradable_balance_ratio` | Ratio of the total account balance the bot is allowed to trade. [More information below](#configuring-amount-per-trade).
*Defaults to `0.99` 99%).*
**Datatype:** Positive float between `0.1` and `1.0`. | `available_capital` | Available starting capital for the bot. Useful when running multiple bots on the same exchange account.[More information below](#configuring-amount-per-trade).
**Datatype:** Positive float. -| `base_stake_amount_ratio` | When using position adjustment with unlimited stakes, the strategy often requires that some funds are left for additional buy orders. You can define the ratio that the initial buy order can use from the calculated unlimited stake amount. [More information below](#configuring-amount-per-trade).
*Defaults to `1.0`.*
**Datatype:** Float (as ratio) | `amend_last_stake_amount` | Use reduced last stake amount if necessary. [More information below](#configuring-amount-per-trade).
*Defaults to `false`.*
**Datatype:** Boolean | `last_stake_amount_min_ratio` | Defines minimum stake amount that has to be left and executed. Applies only to the last stake amount when it's amended to a reduced value (i.e. if `amend_last_stake_amount` is set to `true`). [More information below](#configuring-amount-per-trade).
*Defaults to `0.5`.*
**Datatype:** Float (as ratio) | `amount_reserve_percent` | Reserve some amount in min pair stake amount. The bot will reserve `amount_reserve_percent` + stoploss value when calculating min pair stake amount in order to avoid possible trade refusals.
*Defaults to `0.05` (5%).*
**Datatype:** Positive Float as ratio. @@ -173,7 +172,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi | `user_data_dir` | Directory containing user data.
*Defaults to `./user_data/`*.
**Datatype:** String | `dataformat_ohlcv` | Data format to use to store historical candle (OHLCV) data.
*Defaults to `json`*.
**Datatype:** String | `dataformat_trades` | Data format to use to store historical trades data.
*Defaults to `jsongz`*.
**Datatype:** String -| `position_adjustment_enable` | Enables the strategy to use position adjustments (additional buys or sells). More information below.
**Datatype:** Boolean +| `position_adjustment_enable` | Enables the strategy to use position adjustments (additional buys or sells). [More information here](strategy-callbacks.md#adjust-trade-position).
[Strategy Override](#parameters-in-the-strategy).
*Defaults to `true`.*
**Datatype:** Boolean ### Parameters in the strategy @@ -198,6 +197,7 @@ Values set in the configuration file always overwrite values set in the strategy * `sell_profit_offset` * `ignore_roi_if_buy_signal` * `ignore_buying_expired_candle_after` +* `position_adjustment_enable` ### Configuring amount per trade @@ -594,15 +594,6 @@ export HTTPS_PROXY="http://addr:port" freqtrade ``` -### Understand position_adjustment_enable - -The `position_adjustment_enable` configuration parameter enables the usage of `adjust_trade_position()` callback in strategy. -For performance reasons, it's disabled by default, and freqtrade will show a warning message on startup if enabled. -Enabling this does nothing unless the strategy also implements `adjust_trade_position()` callback. - -See [the strategy callbacks](strategy-callbacks.md) for details on usage. - - ## Next step Now you have configured your config.json, the next step is to [start your bot](bot-usage.md). diff --git a/docs/strategy-advanced.md b/docs/strategy-advanced.md index 99b4a5a70..b82026817 100644 --- a/docs/strategy-advanced.md +++ b/docs/strategy-advanced.md @@ -232,14 +232,13 @@ merged_frame = pd.concat(frames, axis=1) ## Adjust trade position +The `position_adjustment_enable` strategy property enables the usage of `adjust_trade_position()` callback in strategy. +For performance reasons, it's disabled by default and freqtrade will show a warning message on startup if enabled. `adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging) for example. The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). If there is not enough funds in the wallet then nothing will happen. Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. -Unlimited stake amount with trade position increasing is highly not recommended as your DCA orders would compete with your normal trade open orders. - -!!! Note - The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. +Using unlimited stake amount with DCA orders requires you to also implement `custom_stake_amount` callback to avoid allocating all funcds to initial order. !!! Warning Stoploss is still calculated from the initial opening price, not averaged price. @@ -253,8 +252,21 @@ class DigDeeperStrategy(IStrategy): # Attempts to handle large drops with DCA. High stoploss is required. stoploss = -0.30 + max_dca_orders = 3 + # ... populate_* methods + + # Let unlimited stakes leave funds open for DCA orders + def custom_stake_amount(self, pair: str, current_time: datetime, current_rate: float, + proposed_stake: float, min_stake: float, max_stake: float, + **kwargs) -> float: + + if self.config['stake_amount'] == 'unlimited': + return proposed_stake / 5.5 + # Use default stake amount. + return proposed_stake + def adjust_trade_position(self, pair: str, trade: Trade, current_time: datetime, current_rate: float, current_profit: float, **kwargs) -> Optional[float]: @@ -270,7 +282,7 @@ class DigDeeperStrategy(IStrategy): :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. :return float: Stake amount to adjust your trade """ - + if current_profit > -0.05: return None @@ -285,9 +297,6 @@ class DigDeeperStrategy(IStrategy): count_of_buys = 0 for order in trade.orders: - # Instantly stop when there's an open order - if order.ft_is_open: - return None if order.ft_order_side == 'buy' and order.status == "closed": count_of_buys += 1 @@ -298,7 +307,7 @@ class DigDeeperStrategy(IStrategy): # If that falles once again down to -5%, we buy 1.75x more # Total stake for this trade would be 1 + 1.25 + 1.5 + 1.75 = 5.5x of the initial allowed stake. # Hope you have a deep wallet! - if 0 < count_of_buys <= 3: + if 0 < count_of_buys <= self.max_dca_orders: try: stake_amount = self.wallets.get_trade_stake_amount(pair, None) stake_amount = stake_amount * (1 + (count_of_buys * 0.25)) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 0a6f5896b..42a63bae7 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -572,54 +572,10 @@ class AwesomeStrategy(IStrategy): ## Adjust trade position -`adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging). +The `position_adjustment_enable` strategy property enables the usage of `adjust_trade_position()` callback in strategy. +For performance reasons, it's disabled by default and freqtrade will show a warning message on startup if enabled. +Enabling this does nothing unless the strategy also implements `adjust_trade_position()` callback. +`adjust_trade_position()` can be used to perform additional orders, for example to manage risk with DCA (Dollar Cost Averaging). The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). -If there is not enough funds in the wallet then nothing will happen. -Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. -Unlimited stake amount with trade position increasing is highly not recommended as your DCA orders would compete with your normal trade open orders. -!!! Note - Current implementation does not support decreasing position size with partial sales! - -!!! Tip - The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy. - -!!! Warning - Stoploss is still calculated from the initial opening price, not averaged price. - So if you do 3 additional buys at -7% and have a stoploss at -10% then you will most likely trigger stoploss while the UI will be showing you an average profit of -3%. - -``` python -from freqtrade.persistence import Trade - - -class AwesomeStrategy(IStrategy): - - # ... populate_* methods - - def adjust_trade_position(self, pair: str, trade: Trade, - current_time: datetime, current_rate: float, current_profit: float, - **kwargs) -> Optional[float]: - """ - Custom trade adjustment logic, returning the stake amount that a trade should be increased. - This means extra buy orders with additional fees. - - For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/ - - When not implemented by a strategy, returns None - - :param pair: Pair that's currently analyzed - :param trade: trade object. - :param current_time: datetime object, containing the current datetime - :param current_rate: Rate, calculated based on pricing settings in ask_strategy. - :param current_profit: Current profit (as ratio), calculated based on current_rate. - :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. - :return float: Stake amount to adjust your trade - """ - - # Example: If 10% loss / -10% profit then buy more the same amount we had before. - if current_profit < -0.10: - return trade.stake_amount - - return None - -``` +[See Advanced Strategies for an example](strategy-advanced.md#adjust-trade-position) diff --git a/freqtrade/configuration/configuration.py b/freqtrade/configuration/configuration.py index 75c973b79..f5a674878 100644 --- a/freqtrade/configuration/configuration.py +++ b/freqtrade/configuration/configuration.py @@ -173,9 +173,6 @@ class Configuration: if 'sd_notify' in self.args and self.args['sd_notify']: config['internals'].update({'sd_notify': True}) - if config.get('position_adjustment_enable', False): - logger.warning('`position_adjustment` has been enabled for strategy.') - def _process_datadir_options(self, config: Dict[str, Any]) -> None: """ Extract information for sys.argv and load directory configurations diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 9daeb5139..22fcc4e9a 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -102,9 +102,6 @@ class FreqtradeBot(LoggingMixin): self._exit_lock = Lock() LoggingMixin.__init__(self, logger, timeframe_to_seconds(self.strategy.timeframe)) - # Is Position Adjustment enabled? - self.position_adjustment = bool(self.config.get('position_adjustment_enable', False)) - def notify_status(self, msg: str) -> None: """ Public method for users of this class (worker, etc.) to send notifications @@ -182,7 +179,7 @@ class FreqtradeBot(LoggingMixin): self.exit_positions(trades) # Check if we need to adjust our current positions before attempting to buy new trades. - if self.position_adjustment: + if self.strategy.position_adjustment_enable: self.process_open_trade_positions() # Then looking for buy opportunities @@ -460,26 +457,25 @@ class FreqtradeBot(LoggingMixin): """ # Walk through each pair and check if it needs changes for trade in Trade.get_open_trades(): + # If there is any open orders, wait for them to finish. + for order in trade.orders: + if order.ft_is_open: + break try: - self.adjust_trade_position(trade) + self.check_and_call_adjust_trade_position(trade) except DependencyException as exception: logger.warning('Unable to adjust position of trade for %s: %s', trade.pair, exception) - def adjust_trade_position(self, trade: Trade): + def check_and_call_adjust_trade_position(self, trade: Trade): """ Check the implemented trading strategy for adjustment command. If the strategy triggers the adjustment, a new order gets issued. Once that completes, the existing trade is modified to match new data. """ - # If there is any open orders, wait for them to finish. - for order in trade.orders: - if order.ft_is_open: - return - - logger.debug(f"adjust_trade_position for pair {trade.pair}") current_rate = self.exchange.get_rate(trade.pair, refresh=True, side="buy") current_profit = trade.calc_profit_ratio(current_rate) + logger.debug(f"Calling adjust_trade_position for pair {trade.pair}") stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( pair=trade.pair, trade=trade, current_time=datetime.now(timezone.utc), diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index e5585463c..b40f06a1e 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -118,7 +118,6 @@ class Backtesting: # Add maximum startup candle count to configuration for informative pairs support self.config['startup_candle_count'] = self.required_startup self.exchange.validate_required_startup_candles(self.required_startup, self.timeframe) - self.position_adjustment = bool(self.config.get('position_adjustment_enable', False)) self.init_backtest() def __del__(self): @@ -354,8 +353,12 @@ class Backtesting: def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, row: Tuple ) -> LocalTrade: - current_profit = trade.calc_profit_ratio(row[OPEN_IDX]) + # If there is any open orders, wait for them to finish. + for order in trade.orders: + if order.ft_is_open: + return trade + current_profit = trade.calc_profit_ratio(row[OPEN_IDX]) stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( pair=trade.pair, trade=trade, current_time=row[DATE_IDX].to_pydatetime(), @@ -363,56 +366,17 @@ class Backtesting: # Check if we should increase our position if stake_amount is not None and stake_amount > 0.0: - return self._execute_trade_position_change(trade, row, stake_amount) + pos_trade = self._enter_trade(trade.pair, row, stake_amount, trade) + if pos_trade is not None: + return pos_trade return trade - def _execute_trade_position_change(self, trade: LocalTrade, row: Tuple, - stake_amount: float) -> LocalTrade: - current_price = row[OPEN_IDX] - propose_rate = min(max(current_price, row[LOW_IDX]), row[HIGH_IDX]) - available_amount = self.wallets.get_available_stake_amount() - - try: - min_stake_amount = self.exchange.get_min_pair_stake_amount( - trade.pair, propose_rate, -0.05) or 0 - stake_amount = self.wallets.validate_stake_amount(trade.pair, - stake_amount, min_stake_amount) - stake_amount = self.wallets._check_available_stake_amount(stake_amount, - available_amount) - except DependencyException: - logger.debug(f"{trade.pair} adjustment failed, " - f"wallet is smaller than asked stake {stake_amount}") - return trade - - amount = stake_amount / current_price - if amount <= 0: - logger.debug(f"{trade.pair} adjustment failed, amount ended up being zero {amount}") - return trade - - buy_order = Order( - ft_is_open=False, - ft_pair=trade.pair, - symbol=trade.pair, - ft_order_side="buy", - side="buy", - order_type="market", - status="closed", - price=propose_rate, - average=propose_rate, - amount=amount, - cost=stake_amount - ) - trade.orders.append(buy_order) - trade.recalc_trade_from_orders() - self.wallets.update() - return trade - def _get_sell_trade_entry_for_candle(self, trade: LocalTrade, sell_row: Tuple) -> Optional[LocalTrade]: # Check if we need to adjust our current positions - if self.position_adjustment: + if self.strategy.position_adjustment_enable: trade = self._get_adjust_trade_entry_for_candle(trade, sell_row) sell_candle_time = sell_row[DATE_IDX].to_pydatetime() @@ -490,11 +454,16 @@ class Backtesting: else: return self._get_sell_trade_entry_for_candle(trade, sell_row) - def _enter_trade(self, pair: str, row: List) -> Optional[LocalTrade]: - try: - stake_amount = self.wallets.get_trade_stake_amount(pair, None) - except DependencyException: - return None + def _enter_trade(self, pair: str, row: Tuple, stake_amount: Optional[float] = None, + trade: Optional[LocalTrade] = None) -> Optional[LocalTrade]: + + pos_adjust = trade is not None + if stake_amount is None: + try: + stake_amount = self.wallets.get_trade_stake_amount(pair, None) + except DependencyException: + return trade + # let's call the custom entry price, using the open price as default price propose_rate = strategy_safe_wrapper(self.strategy.custom_entry_price, default_retval=row[OPEN_IDX])( @@ -507,38 +476,47 @@ class Backtesting: min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, propose_rate, -0.05) or 0 max_stake_amount = self.wallets.get_available_stake_amount() - stake_amount = strategy_safe_wrapper(self.strategy.custom_stake_amount, - default_retval=stake_amount)( - pair=pair, current_time=row[DATE_IDX].to_pydatetime(), current_rate=propose_rate, - proposed_stake=stake_amount, min_stake=min_stake_amount, max_stake=max_stake_amount) + if not pos_adjust: + stake_amount = strategy_safe_wrapper(self.strategy.custom_stake_amount, + default_retval=stake_amount)( + pair=pair, current_time=row[DATE_IDX].to_pydatetime(), current_rate=propose_rate, + proposed_stake=stake_amount, min_stake=min_stake_amount, max_stake=max_stake_amount) + stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount) if not stake_amount: - return None + # In case of pos adjust, still return the original trade + # If not pos adjust, trade is None + return trade order_type = self.strategy.order_types['buy'] time_in_force = self.strategy.order_time_in_force['sell'] # Confirm trade entry: - if not strategy_safe_wrapper(self.strategy.confirm_trade_entry, default_retval=True)( - pair=pair, order_type=order_type, amount=stake_amount, rate=propose_rate, - time_in_force=time_in_force, current_time=row[DATE_IDX].to_pydatetime()): - return None + if not pos_adjust: + if not strategy_safe_wrapper(self.strategy.confirm_trade_entry, default_retval=True)( + pair=pair, order_type=order_type, amount=stake_amount, rate=propose_rate, + time_in_force=time_in_force, current_time=row[DATE_IDX].to_pydatetime()): + return None 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=propose_rate, - open_date=row[DATE_IDX].to_pydatetime(), - stake_amount=stake_amount, - amount=round(stake_amount / propose_rate, 8), - fee_open=self.fee, - fee_close=self.fee, - is_open=True, - buy_tag=row[BUY_TAG_IDX] if has_buy_tag else None, - exchange='backtesting', - ) + amount = round(stake_amount / propose_rate, 8) + if trade is None: + # Enter trade + has_buy_tag = len(row) >= BUY_TAG_IDX + 1 + trade = LocalTrade( + pair=pair, + open_rate=propose_rate, + open_date=row[DATE_IDX].to_pydatetime(), + stake_amount=stake_amount, + amount=amount, + fee_open=self.fee, + fee_close=self.fee, + is_open=True, + buy_tag=row[BUY_TAG_IDX] if has_buy_tag else None, + exchange='backtesting', + orders=[] + ) + order = Order( ft_is_open=False, ft_pair=trade.pair, @@ -547,15 +525,16 @@ class Backtesting: side="buy", order_type="market", status="closed", - price=trade.open_rate, - average=trade.open_rate, - amount=trade.amount, - cost=trade.stake_amount + trade.fee_open + price=propose_rate, + average=propose_rate, + amount=amount, + cost=stake_amount + trade.fee_open ) - trade.orders = [] trade.orders.append(order) - return trade - return None + if pos_adjust: + trade.recalc_trade_from_orders() + + return trade def handle_left_open(self, open_trades: Dict[str, List[LocalTrade]], data: Dict[str, List[Tuple]]) -> List[LocalTrade]: diff --git a/freqtrade/resolvers/strategy_resolver.py b/freqtrade/resolvers/strategy_resolver.py index a7b95a3c5..95177c000 100644 --- a/freqtrade/resolvers/strategy_resolver.py +++ b/freqtrade/resolvers/strategy_resolver.py @@ -96,7 +96,8 @@ class StrategyResolver(IResolver): ("ignore_roi_if_buy_signal", False), ("sell_profit_offset", 0.0), ("disable_dataframe_checks", False), - ("ignore_buying_expired_candle_after", 0) + ("ignore_buying_expired_candle_after", 0), + ("position_adjustment_enable", False) ] for attribute, default in attributes: StrategyResolver._override_attribute_helper(strategy, config, diff --git a/freqtrade/rpc/rpc.py b/freqtrade/rpc/rpc.py index ab7e99797..f53bc7d94 100644 --- a/freqtrade/rpc/rpc.py +++ b/freqtrade/rpc/rpc.py @@ -721,7 +721,7 @@ class RPC: # check if pair already has an open pair trade = Trade.get_trades([Trade.is_open.is_(True), Trade.pair == pair]).first() if trade: - if not self._config.get('position_adjustment_enable', False): + if not self._freqtrade.strategy.position_adjustment_enable: raise RPCException(f'position for {pair} already open - id: {trade.id}') # gen stake amount diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index 1adcf42ca..92a79488c 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -106,6 +106,9 @@ class IStrategy(ABC, HyperStrategyMixin): sell_profit_offset: float ignore_roi_if_buy_signal: bool + # Position adjustment is disabled by default + position_adjustment_enable: bool = False + # Number of seconds after which the candle will no longer result in a buy on expired candles ignore_buying_expired_candle_after: int = 0 diff --git a/freqtrade/wallets.py b/freqtrade/wallets.py index 02c3cde18..90672c315 100644 --- a/freqtrade/wallets.py +++ b/freqtrade/wallets.py @@ -185,16 +185,6 @@ class Wallets: possible_stake = (available_amount + val_tied_up) / self._config['max_open_trades'] - # Position Adjustment dynamic base order size - try: - if self._config.get('position_adjustment_enable', False): - base_stake_amount_ratio = self._config.get('base_stake_amount_ratio', 1.0) - if base_stake_amount_ratio > 0.0: - possible_stake = possible_stake * base_stake_amount_ratio - except Exception as e: - logger.warning("Invalid base_stake_amount_ratio", e) - return 0 - # Theoretical amount can be above available amount - therefore limit to available amount! return min(possible_stake, available_amount) diff --git a/tests/optimize/test_backtesting_adjust_position.py b/tests/optimize/test_backtesting_adjust_position.py index 03a3339d4..38d0a27d2 100644 --- a/tests/optimize/test_backtesting_adjust_position.py +++ b/tests/optimize/test_backtesting_adjust_position.py @@ -17,7 +17,6 @@ def test_backtest_position_adjustment(default_conf, fee, mocker, testdatadir) -> mocker.patch("freqtrade.exchange.Exchange.get_min_pair_stake_amount", return_value=0.00001) patch_exchange(mocker) default_conf.update({ - "position_adjustment_enable": True, "stake_amount": 100.0, "dry_run_wallet": 1000.0, "strategy": "StrategyTestV2" @@ -28,6 +27,7 @@ def test_backtest_position_adjustment(default_conf, fee, mocker, testdatadir) -> timerange = TimeRange('date', None, 1517227800, 0) data = history.load_data(datadir=testdatadir, timeframe='5m', pairs=['UNITTEST/BTC'], timerange=timerange) + backtesting.strategy.position_adjustment_enable = True processed = backtesting.strategy.advise_all_indicators(data) min_date, max_date = get_timerange(processed) result = backtesting.backtest( diff --git a/tests/strategy/strats/strategy_test_v2.py b/tests/strategy/strats/strategy_test_v2.py index 6371c1029..0b0e533c3 100644 --- a/tests/strategy/strats/strategy_test_v2.py +++ b/tests/strategy/strats/strategy_test_v2.py @@ -6,6 +6,7 @@ import talib.abstract as ta from pandas import DataFrame import freqtrade.vendor.qtpylib.indicators as qtpylib +from freqtrade.exceptions import DependencyException from freqtrade.persistence import Trade from freqtrade.strategy.interface import IStrategy @@ -51,6 +52,9 @@ class StrategyTestV2(IStrategy): 'sell': 'gtc', } + # By default this strategy does not use Position Adjustments + position_adjustment_enable = False + def informative_pairs(self): """ Define additional, informative pair/interval combinations to be cached from the exchange. @@ -162,10 +166,9 @@ class StrategyTestV2(IStrategy): current_rate: float, current_profit: float, **kwargs): if current_profit < -0.0075: - for order in trade.orders: - if order.ft_is_open: - return None - - return self.wallets.get_trade_stake_amount(pair, None) + try: + return self.wallets.get_trade_stake_amount(pair, None) + except DependencyException: + pass return None diff --git a/tests/test_wallets.py b/tests/test_wallets.py index 783b0eded..3e02cdb09 100644 --- a/tests/test_wallets.py +++ b/tests/test_wallets.py @@ -121,19 +121,19 @@ def test_get_trade_stake_amount_no_stake_amount(default_conf, mocker) -> None: freqtrade.wallets.get_trade_stake_amount('ETH/BTC') -@pytest.mark.parametrize("balance_ratio,capital,result1,result2,result3", [ - (1, None, 50, 66.66666, 250), - (0.99, None, 49.5, 66.0, 247.5), - (0.50, None, 25, 33.3333, 125), +@pytest.mark.parametrize("balance_ratio,capital,result1,result2", [ + (1, None, 50, 66.66666), + (0.99, None, 49.5, 66.0), + (0.50, None, 25, 33.3333), # Tests with capital ignore balance_ratio - (1, 100, 50, 0.0, 0.0), - (0.99, 200, 50, 66.66666, 50), - (0.99, 150, 50, 50, 37.5), - (0.50, 50, 25, 0.0, 0.0), - (0.50, 10, 5, 0.0, 0.0), + (1, 100, 50, 0.0), + (0.99, 200, 50, 66.66666), + (0.99, 150, 50, 50), + (0.50, 50, 25, 0.0), + (0.50, 10, 5, 0.0), ]) def test_get_trade_stake_amount_unlimited_amount(default_conf, ticker, balance_ratio, capital, - result1, result2, result3, limit_buy_order_open, + result1, result2, limit_buy_order_open, fee, mocker) -> None: mocker.patch.multiple( 'freqtrade.exchange.Exchange', @@ -179,14 +179,6 @@ def test_get_trade_stake_amount_unlimited_amount(default_conf, ticker, balance_r result = freqtrade.wallets.get_trade_stake_amount('NEO/USDT') assert result == 0 - freqtrade.config['max_open_trades'] = 2 - freqtrade.config['dry_run_wallet'] = 1000 - freqtrade.wallets.start_cap = 1000 - freqtrade.config['position_adjustment_enable'] = True - freqtrade.config['base_stake_amount_ratio'] = 0.5 - result = freqtrade.wallets.get_trade_stake_amount('LTC/USDT') - assert result == result3 - @pytest.mark.parametrize('stake_amount,min_stake_amount,max_stake_amount,expected', [ (22, 11, 50, 22), From f61aaa8c0db409668359b33ff967fbdf81bce0c9 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 24 Dec 2021 19:02:39 +0200 Subject: [PATCH 047/165] Improve documentation example --- docs/strategy-advanced.md | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/docs/strategy-advanced.md b/docs/strategy-advanced.md index b82026817..165faa299 100644 --- a/docs/strategy-advanced.md +++ b/docs/strategy-advanced.md @@ -253,6 +253,8 @@ class DigDeeperStrategy(IStrategy): stoploss = -0.30 max_dca_orders = 3 + # This number is explained a bit further down + max_dca_multiplier = 5.5 # ... populate_* methods @@ -262,7 +264,7 @@ class DigDeeperStrategy(IStrategy): **kwargs) -> float: if self.config['stake_amount'] == 'unlimited': - return proposed_stake / 5.5 + return proposed_stake / self.max_dca_multiplier # Use default stake amount. return proposed_stake @@ -306,10 +308,15 @@ class DigDeeperStrategy(IStrategy): # If that falles down to -5% again, we buy 1.5x more # If that falles once again down to -5%, we buy 1.75x more # Total stake for this trade would be 1 + 1.25 + 1.5 + 1.75 = 5.5x of the initial allowed stake. + # That is why max_dca_multiplier is 5.5 # Hope you have a deep wallet! if 0 < count_of_buys <= self.max_dca_orders: try: + # This returns max stakes for one trade stake_amount = self.wallets.get_trade_stake_amount(pair, None) + # This calculates base order size + stake_amount = stake_amount / self.max_dca_multiplier + # This then calculates current safety order size stake_amount = stake_amount * (1 + (count_of_buys * 0.25)) return stake_amount except Exception as exception: From 3cbb2ff31fb79d7ebc4fccb8d659a75b78a1b969 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 25 Dec 2021 10:35:08 +0200 Subject: [PATCH 048/165] Fix up documentation. --- docs/configuration.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/configuration.md b/docs/configuration.md index 3bea83ad3..a445e6869 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -172,7 +172,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi | `user_data_dir` | Directory containing user data.
*Defaults to `./user_data/`*.
**Datatype:** String | `dataformat_ohlcv` | Data format to use to store historical candle (OHLCV) data.
*Defaults to `json`*.
**Datatype:** String | `dataformat_trades` | Data format to use to store historical trades data.
*Defaults to `jsongz`*.
**Datatype:** String -| `position_adjustment_enable` | Enables the strategy to use position adjustments (additional buys or sells). [More information here](strategy-callbacks.md#adjust-trade-position).
[Strategy Override](#parameters-in-the-strategy).
*Defaults to `true`.*
**Datatype:** Boolean +| `position_adjustment_enable` | Enables the strategy to use position adjustments (additional buys or sells). [More information here](strategy-callbacks.md#adjust-trade-position).
[Strategy Override](#parameters-in-the-strategy).
*Defaults to `false`.*
**Datatype:** Boolean ### Parameters in the strategy @@ -305,12 +305,12 @@ To allow the bot to trade all the available `stake_currency` in your account (mi It is therefore important to set `dry_run_wallet` to a sensible value (like 0.05 or 0.01 for BTC and 1000 or 100 for USDT, for example), otherwise, it may simulate trades with 100 BTC (or more) or 0.05 USDT (or less) at once - which may not correspond to your real available balance or is less than the exchange minimal limit for the order amount for the stake currency. #### Dynamic stake amount with position adjustment -When you want to use position adjustment with unlimited stakes, you must also set `base_stake_amount_ratio` to a reasonable value depending on your strategy. -Typical value would be in the range of 0.1 - 0.5, but depends highly on your strategy and how much you wish to leave into the wallet as position adjustment buffer. +When you want to use position adjustment with unlimited stakes, you must also implement `custom_stake_amount` to a return a value depending on your strategy. +Typical value would be in the range of 25% - 50% of the proposed stakes, but depends highly on your strategy and how much you wish to leave into the wallet as position adjustment buffer.
-For example if your position adjustment assumes it can do 2 additional buys with the same stake amounts then your `base_stake_amount_ratio` should be 0.333333 (33.3333%) of your calculated unlimited stake amount. +For example if your position adjustment assumes it can do 2 additional buys with the same stake amounts then your buffer should be 66.6667% of the initially proposed unlimited stake amount.
-Or another example if your position adjustment assumes it can do 1 additional buy with 3x the original stake amount then your `base_stake_amount_ratio` should be 0.25 (25%) of your calculated unlimited stake amount. +Or another example if your position adjustment assumes it can do 1 additional buy with 3x the original stake amount then `custom_stake_amount` should return 25% of proposed stake amount and leave 75% for possible later position adjustments. --8<-- "includes/pricing.md" From ea79eb55e979e08d89401904ee3b307e2d2dd3d3 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 25 Dec 2021 10:43:25 +0200 Subject: [PATCH 049/165] Remove this test change from DCA branch. --- tests/optimize/test_hyperopt.py | 8 -------- 1 file changed, 8 deletions(-) diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py index 5e8d899c8..a43c62376 100644 --- a/tests/optimize/test_hyperopt.py +++ b/tests/optimize/test_hyperopt.py @@ -1,5 +1,4 @@ # pragma pylint: disable=missing-docstring,W0212,C0103 -import os from datetime import datetime from pathlib import Path from unittest.mock import ANY, MagicMock @@ -170,7 +169,6 @@ def test_start_no_hyperopt_allowed(mocker, hyperopt_conf, caplog) -> None: def test_start_no_data(mocker, hyperopt_conf) -> None: - hyperopt_conf['user_data_dir'] = Path("tests") patched_configuration_load_config_file(mocker, hyperopt_conf) mocker.patch('freqtrade.data.history.load_pair_history', MagicMock(return_value=pd.DataFrame)) mocker.patch( @@ -191,12 +189,6 @@ def test_start_no_data(mocker, hyperopt_conf) -> None: with pytest.raises(OperationalException, match='No data found. Terminating.'): start_hyperopt(pargs) - # Cleanup since that failed hyperopt start leaves a lockfile. - try: - os.unlink(Hyperopt.get_lock_filename(hyperopt_conf)) - except Exception: - pass - def test_start_filelock(mocker, hyperopt_conf, caplog) -> None: hyperopt_mock = MagicMock(side_effect=Timeout(Hyperopt.get_lock_filename(hyperopt_conf))) From d3f3c49b13a45bbccc9daded6af96b63570b6328 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 26 Dec 2021 15:29:10 +0100 Subject: [PATCH 050/165] Fix minor "gotchas" --- docs/strategy-advanced.md | 6 +++--- freqtrade/freqtradebot.py | 6 ++++-- tests/test_freqtradebot.py | 6 +++--- 3 files changed, 10 insertions(+), 8 deletions(-) diff --git a/docs/strategy-advanced.md b/docs/strategy-advanced.md index 165faa299..a2d8d1b06 100644 --- a/docs/strategy-advanced.md +++ b/docs/strategy-advanced.md @@ -238,7 +238,7 @@ For performance reasons, it's disabled by default and freqtrade will show a warn The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). If there is not enough funds in the wallet then nothing will happen. Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. -Using unlimited stake amount with DCA orders requires you to also implement `custom_stake_amount` callback to avoid allocating all funcds to initial order. +Using unlimited stake amount with DCA orders requires you to also implement `custom_stake_amount` callback to avoid allocating all funds to initial order. !!! Warning Stoploss is still calculated from the initial opening price, not averaged price. @@ -305,8 +305,8 @@ class DigDeeperStrategy(IStrategy): # Allow up to 3 additional increasingly larger buys (4 in total) # Initial buy is 1x # If that falls to -5% profit, we buy 1.25x more, average profit should increase to roughly -2.2% - # If that falles down to -5% again, we buy 1.5x more - # If that falles once again down to -5%, we buy 1.75x more + # If that falls down to -5% again, we buy 1.5x more + # If that falls once again down to -5%, we buy 1.75x more # Total stake for this trade would be 1 + 1.25 + 1.5 + 1.75 = 5.5x of the initial allowed stake. # That is why max_dca_multiplier is 5.5 # Hope you have a deep wallet! diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 22fcc4e9a..c2c698859 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -7,7 +7,7 @@ import traceback from datetime import datetime, timezone from math import isclose from threading import Lock -from typing import Any, Dict, List, Optional +from typing import Any, Dict, List, Optional, Tuple import arrow @@ -650,7 +650,9 @@ class FreqtradeBot(LoggingMixin): logger.exception(f"Could not cancel stoploss order {trade.stoploss_order_id}") return trade - def get_valid_enter_price_and_stake(self, pair, price, stake_amount, trade): + def get_valid_enter_price_and_stake( + self, pair: str, price: Optional[float], stake_amount: float, + trade: Optional[Trade]) -> Tuple[float, float]: if price: enter_limit_requested = price else: diff --git a/tests/test_freqtradebot.py b/tests/test_freqtradebot.py index 18f720782..7bcd9b64e 100644 --- a/tests/test_freqtradebot.py +++ b/tests/test_freqtradebot.py @@ -4432,11 +4432,11 @@ def test_position_adjust(mocker, default_conf_usdt, fee) -> None: assert order assert order.order_id == '650' - def make_sure_its_651(*apos, **kwargs): + def make_sure_its_651(*args, **kwargs): - if apos[0] == '650': + if args[0] == '650': return closed_successful_buy_order - if apos[0] == '651': + if args[0] == '651': return open_dca_order_1 return None From 045225beefdb48613ef0be145a1ac5b20dd9676a Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 26 Dec 2021 15:34:37 +0100 Subject: [PATCH 051/165] Slightly improve doc formatting --- docs/configuration.md | 5 +++-- docs/plotting.md | 2 +- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/docs/configuration.md b/docs/configuration.md index a445e6869..340ae2e72 100644 --- a/docs/configuration.md +++ b/docs/configuration.md @@ -305,11 +305,12 @@ To allow the bot to trade all the available `stake_currency` in your account (mi It is therefore important to set `dry_run_wallet` to a sensible value (like 0.05 or 0.01 for BTC and 1000 or 100 for USDT, for example), otherwise, it may simulate trades with 100 BTC (or more) or 0.05 USDT (or less) at once - which may not correspond to your real available balance or is less than the exchange minimal limit for the order amount for the stake currency. #### Dynamic stake amount with position adjustment + When you want to use position adjustment with unlimited stakes, you must also implement `custom_stake_amount` to a return a value depending on your strategy. Typical value would be in the range of 25% - 50% of the proposed stakes, but depends highly on your strategy and how much you wish to leave into the wallet as position adjustment buffer. -
+ For example if your position adjustment assumes it can do 2 additional buys with the same stake amounts then your buffer should be 66.6667% of the initially proposed unlimited stake amount. -
+ Or another example if your position adjustment assumes it can do 1 additional buy with 3x the original stake amount then `custom_stake_amount` should return 25% of proposed stake amount and leave 75% for possible later position adjustments. --8<-- "includes/pricing.md" diff --git a/docs/plotting.md b/docs/plotting.md index b81d57b7e..38635ae6e 100644 --- a/docs/plotting.md +++ b/docs/plotting.md @@ -273,7 +273,7 @@ def plot_config(self): !!! Warning `plotly` arguments are only supported with plotly library and will not work with freq-ui. -!!! Note +!!! Note "Trade position adjustments" If `position_adjustment_enable` / `adjust_trade_position()` is used, the trade initial buy price is averaged over multiple orders and the trade start price will most likely appear outside the candle range. ## Plot profit From 817a65b656943dadeb328dcf95469979b87a34dc Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sun, 26 Dec 2021 20:01:48 +0200 Subject: [PATCH 052/165] This is not needed since backtesting does not have open orders. --- freqtrade/optimize/backtesting.py | 5 ----- 1 file changed, 5 deletions(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index b40f06a1e..70293e8b9 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -353,11 +353,6 @@ class Backtesting: def _get_adjust_trade_entry_for_candle(self, trade: LocalTrade, row: Tuple ) -> LocalTrade: - # If there is any open orders, wait for them to finish. - for order in trade.orders: - if order.ft_is_open: - return trade - current_profit = trade.calc_profit_ratio(row[OPEN_IDX]) stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( From 099dc07baf3ec88f9d777ececb25de85234ff5e7 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sun, 26 Dec 2021 20:02:20 +0200 Subject: [PATCH 053/165] No longer needed since recalc_trade_from_orders always calls it. --- freqtrade/persistence/models.py | 1 - 1 file changed, 1 deletion(-) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index d169c4d27..06b8279e5 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -424,7 +424,6 @@ class LocalTrade(): # Update open rate and actual amount self.open_rate = float(safe_value_fallback(order, 'average', 'price')) self.amount = float(safe_value_fallback(order, 'filled', 'amount')) - self.recalc_open_trade_value() if self.is_open: logger.info(f'{order_type.upper()}_BUY has been fulfilled for {self}.') self.open_order_id = None From bd5520bee22f8060ebbd470a5710174f34354d6a Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sun, 26 Dec 2021 20:03:10 +0200 Subject: [PATCH 054/165] Adjust comments, fix stoploss_on_exchange for slower closed orders. --- freqtrade/freqtradebot.py | 15 +++++++++++---- 1 file changed, 11 insertions(+), 4 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index c2c698859..cf724f6a1 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -593,6 +593,7 @@ class FreqtradeBot(LoggingMixin): # Fee is applied twice because we make a LIMIT_BUY and LIMIT_SELL fee = self.exchange.get_fee(symbol=pair, taker_or_maker='maker') + # This is a new trade if trade is None: trade = Trade( pair=pair, @@ -607,14 +608,17 @@ class FreqtradeBot(LoggingMixin): open_date=datetime.utcnow(), exchange=self.exchange.id, open_order_id=order_id, + fee_open_currency=None, strategy=self.strategy.get_strategy_name(), buy_tag=buy_tag, timeframe=timeframe_to_minutes(self.config['timeframe']) ) + else: + # This is additional buy, we reset fee_open_currency so timeout checking can work + trade.is_open = True + trade.fee_open_currency = None + trade.open_order_id = order_id - trade.is_open = True - trade.fee_open_currency = None - trade.open_order_id = order_id trade.orders.append(order_obj) trade.recalc_trade_from_orders() Trade.query.session.add(trade) @@ -1389,8 +1393,11 @@ class FreqtradeBot(LoggingMixin): Trade.commit() logger.info(f"Trade has been updated: {trade}") - # Updating wallets when order is closed if order['status'] in constants.NON_OPEN_EXCHANGE_STATES: + # If a buy order was closed, force update on stoploss on exchange + if order['side'] == 'buy': + trade = self.cancel_stoploss_on_exchange(trade) + # Updating wallets when order is closed self.wallets.update() if not trade.is_open: From bc8fc3ab09648f6018ec1126076d517b7db85bd2 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sun, 26 Dec 2021 20:09:18 +0200 Subject: [PATCH 055/165] We can actually call recalc_open_trade_value less since it's being called eventually anyway. --- freqtrade/freqtradebot.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index cf724f6a1..4e9cf9ab9 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -1370,7 +1370,6 @@ class FreqtradeBot(LoggingMixin): logger.info(f"Updating order from exchange: {order}") trade.update_order(order) - trade.recalc_trade_from_orders() if self.exchange.check_order_canceled_empty(order): # Trade has been cancelled on exchange @@ -1384,7 +1383,6 @@ class FreqtradeBot(LoggingMixin): abs_tol=constants.MATH_CLOSE_PREC): order['amount'] = new_amount order.pop('filled', None) - trade.recalc_open_trade_value() except DependencyException as exception: logger.warning("Could not update trade amount: %s", exception) From 17f037cec62c838d37c877377babc2574d4e9a0f Mon Sep 17 00:00:00 2001 From: Matthias Date: Mon, 27 Dec 2021 16:07:43 +0100 Subject: [PATCH 056/165] Extract order_fee handling from update_trade_state --- freqtrade/freqtradebot.py | 24 ++++++++++++++---------- 1 file changed, 14 insertions(+), 10 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 4e9cf9ab9..5d0773437 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -1359,7 +1359,7 @@ class FreqtradeBot(LoggingMixin): return False # Update trade with order values - logger.info('Found open order for %s', trade) + logger.info(f'Found open order for {trade}') try: order = action_order or self.exchange.fetch_order_or_stoploss_order(order_id, trade.pair, @@ -1376,15 +1376,7 @@ class FreqtradeBot(LoggingMixin): # Handling of this will happen in check_handle_timedout. return True - # Try update amount (binance-fix) - try: - new_amount = self.get_real_amount(trade, order) - if not isclose(safe_value_fallback(order, 'filled', 'amount'), new_amount, - abs_tol=constants.MATH_CLOSE_PREC): - order['amount'] = new_amount - order.pop('filled', None) - except DependencyException as exception: - logger.warning("Could not update trade amount: %s", exception) + order = self.handle_order_fee(trade, order) trade.update(order) trade.recalc_trade_from_orders() @@ -1439,6 +1431,18 @@ class FreqtradeBot(LoggingMixin): return real_amount return amount + def handle_order_fee(self, trade: Trade, order: Dict[str, Any]) -> Dict[str, Any]: + # Try update amount (binance-fix) + try: + new_amount = self.get_real_amount(trade, order) + if not isclose(safe_value_fallback(order, 'filled', 'amount'), new_amount, + abs_tol=constants.MATH_CLOSE_PREC): + order['amount'] = new_amount + order.pop('filled', None) + except DependencyException as exception: + logger.warning("Could not update trade amount: %s", exception) + return order + def get_real_amount(self, trade: Trade, order: Dict) -> float: """ Detect and update trade fee. From 2a728c676e5915f8fa25324e8078a1fe698006e1 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 27 Dec 2021 19:41:33 +0200 Subject: [PATCH 057/165] Improve documentation. Fix bug. --- docs/strategy-advanced.md | 96 -------------------------------------- docs/strategy-callbacks.md | 91 +++++++++++++++++++++++++++++++++++- freqtrade/freqtradebot.py | 16 +++---- 3 files changed, 96 insertions(+), 107 deletions(-) diff --git a/docs/strategy-advanced.md b/docs/strategy-advanced.md index a2d8d1b06..4cc607883 100644 --- a/docs/strategy-advanced.md +++ b/docs/strategy-advanced.md @@ -229,99 +229,3 @@ for val in self.buy_ema_short.range: # Append columns to existing dataframe merged_frame = pd.concat(frames, axis=1) ``` - -## Adjust trade position - -The `position_adjustment_enable` strategy property enables the usage of `adjust_trade_position()` callback in strategy. -For performance reasons, it's disabled by default and freqtrade will show a warning message on startup if enabled. -`adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging) for example. -The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). -If there is not enough funds in the wallet then nothing will happen. -Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. -Using unlimited stake amount with DCA orders requires you to also implement `custom_stake_amount` callback to avoid allocating all funds to initial order. - -!!! Warning - Stoploss is still calculated from the initial opening price, not averaged price. - -``` python -from freqtrade.persistence import Trade - - -class DigDeeperStrategy(IStrategy): - - # Attempts to handle large drops with DCA. High stoploss is required. - stoploss = -0.30 - - max_dca_orders = 3 - # This number is explained a bit further down - max_dca_multiplier = 5.5 - - # ... populate_* methods - - # Let unlimited stakes leave funds open for DCA orders - def custom_stake_amount(self, pair: str, current_time: datetime, current_rate: float, - proposed_stake: float, min_stake: float, max_stake: float, - **kwargs) -> float: - - if self.config['stake_amount'] == 'unlimited': - return proposed_stake / self.max_dca_multiplier - - # Use default stake amount. - return proposed_stake - - def adjust_trade_position(self, pair: str, trade: Trade, - current_time: datetime, current_rate: float, current_profit: float, - **kwargs) -> Optional[float]: - """ - Custom trade adjustment logic, returning the stake amount that a trade should be increased. - This means extra buy orders with additional fees. - - :param pair: Pair that's currently analyzed - :param trade: trade object. - :param current_time: datetime object, containing the current datetime - :param current_rate: Rate, calculated based on pricing settings in ask_strategy. - :param current_profit: Current profit (as ratio), calculated based on current_rate. - :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. - :return float: Stake amount to adjust your trade - """ - - if current_profit > -0.05: - return None - - # Obtain pair dataframe. - dataframe, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe) - - # Only buy when not actively falling price. - last_candle = dataframe.iloc[-1].squeeze() - previous_candle = dataframe.iloc[-2].squeeze() - if last_candle['close'] < previous_candle['close']: - return None - - count_of_buys = 0 - for order in trade.orders: - if order.ft_order_side == 'buy' and order.status == "closed": - count_of_buys += 1 - - # Allow up to 3 additional increasingly larger buys (4 in total) - # Initial buy is 1x - # If that falls to -5% profit, we buy 1.25x more, average profit should increase to roughly -2.2% - # If that falls down to -5% again, we buy 1.5x more - # If that falls once again down to -5%, we buy 1.75x more - # Total stake for this trade would be 1 + 1.25 + 1.5 + 1.75 = 5.5x of the initial allowed stake. - # That is why max_dca_multiplier is 5.5 - # Hope you have a deep wallet! - if 0 < count_of_buys <= self.max_dca_orders: - try: - # This returns max stakes for one trade - stake_amount = self.wallets.get_trade_stake_amount(pair, None) - # This calculates base order size - stake_amount = stake_amount / self.max_dca_multiplier - # This then calculates current safety order size - stake_amount = stake_amount * (1 + (count_of_buys * 0.25)) - return stake_amount - except Exception as exception: - return None - - return None - -``` diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 42a63bae7..3e45a9077 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -574,8 +574,95 @@ class AwesomeStrategy(IStrategy): The `position_adjustment_enable` strategy property enables the usage of `adjust_trade_position()` callback in strategy. For performance reasons, it's disabled by default and freqtrade will show a warning message on startup if enabled. -Enabling this does nothing unless the strategy also implements `adjust_trade_position()` callback. `adjust_trade_position()` can be used to perform additional orders, for example to manage risk with DCA (Dollar Cost Averaging). The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). +If there is not enough funds in the wallet then nothing will happen. +Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. -[See Advanced Strategies for an example](strategy-advanced.md#adjust-trade-position) +!!! Note About stake size + Using fixed stake size means it will be the amount used for the first order just like without position adjustment. + Using 'unlimited' stake amount with DCA orders requires you to also implement custom_stake_amount callback to avoid allocating all funds to initial order. + +!!! Warning + Stoploss is still calculated from the initial opening price, not averaged price. + +``` python +from freqtrade.persistence import Trade + + +class DigDeeperStrategy(IStrategy): + + # Attempts to handle large drops with DCA. High stoploss is required. + stoploss = -0.30 + + max_dca_orders = 3 + # This number is explained a bit further down + max_dca_multiplier = 5.5 + + # ... populate_* methods + + # This is called when placing the initial order (opening trade) + def custom_stake_amount(self, pair: str, current_time: datetime, current_rate: float, + proposed_stake: float, min_stake: float, max_stake: float, + **kwargs) -> float: + + # We need to leave most of the funds for possible further DCA orders + # This also applies to fixed stakes + return proposed_stake / self.max_dca_multiplier + + def adjust_trade_position(self, pair: str, trade: Trade, + current_time: datetime, current_rate: float, current_profit: float, + **kwargs) -> Optional[float]: + """ + Custom trade adjustment logic, returning the stake amount that a trade should be increased. + This means extra buy orders with additional fees. + + :param pair: Pair that's currently analyzed + :param trade: trade object. + :param current_time: datetime object, containing the current datetime + :param current_rate: Rate, calculated based on pricing settings in ask_strategy. + :param current_profit: Current profit (as ratio), calculated based on current_rate. + :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. + :return float: Stake amount to adjust your trade + """ + + if current_profit > -0.05: + return None + + # Obtain pair dataframe (just to show how to access it) + dataframe, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe) + # Only buy when not actively falling price. + last_candle = dataframe.iloc[-1].squeeze() + previous_candle = dataframe.iloc[-2].squeeze() + if last_candle['close'] < previous_candle['close']: + return None + + count_of_buys = 0 + initial_order_stake = + for order in trade.orders: + if order.ft_order_side == 'buy' and order.status == "closed": + count_of_buys += 1 + + # Allow up to 3 additional increasingly larger buys (4 in total) + # Initial buy is 1x + # If that falls to -5% profit, we buy 1.25x more, average profit should increase to roughly -2.2% + # If that falls down to -5% again, we buy 1.5x more + # If that falls once again down to -5%, we buy 1.75x more + # Total stake for this trade would be 1 + 1.25 + 1.5 + 1.75 = 5.5x of the initial allowed stake. + # That is why max_dca_multiplier is 5.5 + # Hope you have a deep wallet! + if 0 < count_of_buys <= self.max_dca_orders: + try: + # This returns max stakes for one trade + stake_amount = self.wallets.get_trade_stake_amount(pair, None) + # This calculates base order size + stake_amount = stake_amount / self.max_dca_multiplier + # This then calculates current safety order size + stake_amount = stake_amount * (1 + (count_of_buys * 0.25)) + return stake_amount + except Exception as exception: + return None + + return None + +``` diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 5d0773437..d1327eb4d 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -458,14 +458,12 @@ class FreqtradeBot(LoggingMixin): # Walk through each pair and check if it needs changes for trade in Trade.get_open_trades(): # If there is any open orders, wait for them to finish. - for order in trade.orders: - if order.ft_is_open: - break - try: - self.check_and_call_adjust_trade_position(trade) - except DependencyException as exception: - logger.warning('Unable to adjust position of trade for %s: %s', - trade.pair, exception) + if len([o for o in trade.orders if o.ft_is_open]) == 0: + try: + self.check_and_call_adjust_trade_position(trade) + except DependencyException as exception: + logger.warning('Unable to adjust position of trade for %s: %s', + trade.pair, exception) def check_and_call_adjust_trade_position(self, trade: Trade): """ @@ -1385,7 +1383,7 @@ class FreqtradeBot(LoggingMixin): if order['status'] in constants.NON_OPEN_EXCHANGE_STATES: # If a buy order was closed, force update on stoploss on exchange - if order['side'] == 'buy': + if order.get('side', None) == 'buy': trade = self.cancel_stoploss_on_exchange(trade) # Updating wallets when order is closed self.wallets.update() From 4b654b271375ce5ef5ad7cd5086131fc784382c2 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 27 Dec 2021 19:48:18 +0200 Subject: [PATCH 058/165] Reduce logging. --- freqtrade/freqtradebot.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index d1327eb4d..f4342fe05 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -1366,7 +1366,6 @@ class FreqtradeBot(LoggingMixin): logger.warning('Unable to fetch order %s: %s', order_id, exception) return False - logger.info(f"Updating order from exchange: {order}") trade.update_order(order) if self.exchange.check_order_canceled_empty(order): @@ -1379,7 +1378,6 @@ class FreqtradeBot(LoggingMixin): trade.update(order) trade.recalc_trade_from_orders() Trade.commit() - logger.info(f"Trade has been updated: {trade}") if order['status'] in constants.NON_OPEN_EXCHANGE_STATES: # If a buy order was closed, force update on stoploss on exchange From f965e9177cecdb7542874a837ae67d99ecfa3acd Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 27 Dec 2021 19:56:45 +0200 Subject: [PATCH 059/165] Fix title --- docs/strategy-callbacks.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 3e45a9077..e3cc72ba1 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -579,8 +579,9 @@ The strategy is expected to return a stake_amount if and when an additional buy If there is not enough funds in the wallet then nothing will happen. Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. -!!! Note About stake size +!!! Note "About stake size" Using fixed stake size means it will be the amount used for the first order just like without position adjustment. + If you wish to buy additional orders with DCA then make sure to leave enough funds in the wallet for that. Using 'unlimited' stake amount with DCA orders requires you to also implement custom_stake_amount callback to avoid allocating all funds to initial order. !!! Warning From 3d336a736e6dafd0d168a75be2a62f99a3255083 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 29 Dec 2021 14:51:57 +0200 Subject: [PATCH 060/165] Improve documentation. --- docs/strategy-callbacks.md | 2 +- freqtrade/strategy/interface.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index e3cc72ba1..129e15b32 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -621,7 +621,7 @@ class DigDeeperStrategy(IStrategy): :param pair: Pair that's currently analyzed :param trade: trade object. :param current_time: datetime object, containing the current datetime - :param current_rate: Rate, calculated based on pricing settings in ask_strategy. + :param current_rate: Current buy rate. Use `exchange.get_rate` if you need sell rate. :param current_profit: Current profit (as ratio), calculated based on current_rate. :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. :return float: Stake amount to adjust your trade diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index 92a79488c..3a3b53df4 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -398,7 +398,7 @@ class IStrategy(ABC, HyperStrategyMixin): :param pair: Pair that's currently analyzed :param trade: trade object. :param current_time: datetime object, containing the current datetime - :param current_rate: Rate, calculated based on pricing settings in ask_strategy. + :param current_rate: Current buy rate. Use `exchange.get_rate` if you need sell rate. :param current_profit: Current profit (as ratio), calculated based on current_rate. :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. :return float: Stake amount to adjust your trade From 2116b0729fe0b2e673bd07372bd316c9c59ac4b6 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 2 Jan 2022 20:20:56 +0100 Subject: [PATCH 061/165] Integration-test for DCA order --- docs/strategy-callbacks.md | 1 - freqtrade/wallets.py | 1 - tests/test_integration.py | 67 ++++++++++++++++++++++++++++++++++++-- 3 files changed, 65 insertions(+), 4 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 129e15b32..55db40b7b 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -639,7 +639,6 @@ class DigDeeperStrategy(IStrategy): return None count_of_buys = 0 - initial_order_stake = for order in trade.orders: if order.ft_order_side == 'buy' and order.status == "closed": count_of_buys += 1 diff --git a/freqtrade/wallets.py b/freqtrade/wallets.py index 90672c315..98a39ea2d 100644 --- a/freqtrade/wallets.py +++ b/freqtrade/wallets.py @@ -184,7 +184,6 @@ class Wallets: return 0 possible_stake = (available_amount + val_tied_up) / self._config['max_open_trades'] - # Theoretical amount can be above available amount - therefore limit to available amount! return min(possible_stake, available_amount) diff --git a/tests/test_integration.py b/tests/test_integration.py index a3484d438..21b01126f 100644 --- a/tests/test_integration.py +++ b/tests/test_integration.py @@ -127,8 +127,7 @@ def test_may_execute_exit_stoploss_on_exchange_multi(default_conf, ticker, fee, (1, 200), (0.99, 198), ]) -def test_forcebuy_last_unlimited(default_conf, ticker, fee, limit_buy_order, mocker, balance_ratio, - result1) -> None: +def test_forcebuy_last_unlimited(default_conf, ticker, fee, mocker, balance_ratio, result1) -> None: """ Tests workflow unlimited stake-amount Buy 4 trades, forcebuy a 5th trade @@ -207,3 +206,67 @@ def test_forcebuy_last_unlimited(default_conf, ticker, fee, limit_buy_order, moc assert len(bals2) == 5 assert 'LTC' in bals assert 'LTC' not in bals2 + + +def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None: + default_conf_usdt['position_adjustment_enable'] = True + + freqtrade = get_patched_freqtradebot(mocker, default_conf_usdt) + mocker.patch.multiple( + 'freqtrade.exchange.Exchange', + fetch_ticker=ticker_usdt, + get_fee=fee, + amount_to_precision=lambda s, x, y: y, + price_to_precision=lambda s, x, y: y, + ) + + patch_get_signal(freqtrade) + freqtrade.enter_positions() + + assert len(Trade.get_trades().all()) == 1 + trade = Trade.get_trades().first() + assert len(trade.orders) == 1 + assert trade.stake_amount == 60 + assert trade.open_rate == 2.0 + # No adjustment + freqtrade.process() + trade = Trade.get_trades().first() + assert len(trade.orders) == 1 + assert trade.stake_amount == 60 + + # Reduce bid amount + ticker_usdt_modif = ticker_usdt.return_value + ticker_usdt_modif['bid'] = ticker_usdt_modif['bid'] * 0.995 + mocker.patch('freqtrade.exchange.Exchange.fetch_ticker', return_value=ticker_usdt_modif) + + # additional buy order + freqtrade.process() + trade = Trade.get_trades().first() + assert len(trade.orders) == 2 + assert trade.stake_amount == 120 + + # Open-rate averaged between 2.0 and 2.0 * 0.995 + assert trade.open_rate < 2.0 + assert trade.open_rate > 2.0 * 0.995 + + # No action - profit raised above 1% (the bar set in the strategy). + freqtrade.process() + trade = Trade.get_trades().first() + assert len(trade.orders) == 2 + assert trade.stake_amount == 120 + assert trade.orders[0].amount == 30 + assert trade.orders[1].amount == 60 / ticker_usdt_modif['bid'] + + assert trade.amount == trade.orders[0].amount + trade.orders[1].amount + + # Sell + patch_get_signal(freqtrade, value=(False, True, None, None)) + freqtrade.process() + trade = Trade.get_trades().first() + assert trade.is_open is False + assert trade.orders[0].amount == 30 + assert trade.orders[0].side == 'buy' + assert trade.orders[1].amount == 60 / ticker_usdt_modif['bid'] + # Sold everything + assert trade.orders[-1].side == 'sell' + assert trade.orders[2].amount == trade.amount From fac6956eebd31f418b2128aac2324d8298127c9d Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 2 Jan 2022 22:25:40 +0100 Subject: [PATCH 062/165] Fix test failure after merge --- tests/optimize/test_backtesting_adjust_position.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/tests/optimize/test_backtesting_adjust_position.py b/tests/optimize/test_backtesting_adjust_position.py index 38d0a27d2..a7f953008 100644 --- a/tests/optimize/test_backtesting_adjust_position.py +++ b/tests/optimize/test_backtesting_adjust_position.py @@ -1,5 +1,7 @@ # pragma pylint: disable=missing-docstring, W0212, line-too-long, C0103, unused-argument +from copy import deepcopy + import pandas as pd from arrow import Arrow @@ -31,7 +33,7 @@ def test_backtest_position_adjustment(default_conf, fee, mocker, testdatadir) -> processed = backtesting.strategy.advise_all_indicators(data) min_date, max_date = get_timerange(processed) result = backtesting.backtest( - processed=processed, + processed=deepcopy(processed), start_date=min_date, end_date=max_date, max_open_trades=10, From 94631c7d6499153fb1dbc93c39e81b1a55056ef4 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 8 Jan 2022 15:06:05 +0200 Subject: [PATCH 063/165] Add performance warnings for backtesting and implementation. --- docs/strategy-callbacks.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 55db40b7b..fd7c8ce2d 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -578,6 +578,7 @@ For performance reasons, it's disabled by default and freqtrade will show a warn The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). If there is not enough funds in the wallet then nothing will happen. Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. +This callback is called very frequently, so you must keep your implementation as fast as possible. !!! Note "About stake size" Using fixed stake size means it will be the amount used for the first order just like without position adjustment. @@ -587,6 +588,9 @@ Additional orders also mean additional fees and those orders don't count towards !!! Warning Stoploss is still calculated from the initial opening price, not averaged price. +!!! Warning "Backtesting" + During backtesting this callback is called for each timeframe or `timeframe-detail`, so performance will be affected. + ``` python from freqtrade.persistence import Trade From cf077b15c2b5ab967797e5a604d629a95faf7f7d Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 8 Jan 2022 14:54:39 +0100 Subject: [PATCH 064/165] Fix random test failure --- tests/exchange/test_ccxt_compat.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/tests/exchange/test_ccxt_compat.py b/tests/exchange/test_ccxt_compat.py index 35620e9e2..44c664c92 100644 --- a/tests/exchange/test_ccxt_compat.py +++ b/tests/exchange/test_ccxt_compat.py @@ -19,36 +19,43 @@ from tests.conftest import get_default_conf EXCHANGES = { 'bittrex': { 'pair': 'BTC/USDT', + 'stake_currency': 'USDT', 'hasQuoteVolume': False, 'timeframe': '1h', }, 'binance': { 'pair': 'BTC/USDT', + 'stake_currency': 'USDT', 'hasQuoteVolume': True, 'timeframe': '5m', }, 'kraken': { 'pair': 'BTC/USDT', + 'stake_currency': 'USDT', 'hasQuoteVolume': True, 'timeframe': '5m', }, 'ftx': { 'pair': 'BTC/USDT', + 'stake_currency': 'USDT', 'hasQuoteVolume': True, 'timeframe': '5m', }, 'kucoin': { 'pair': 'BTC/USDT', + 'stake_currency': 'USDT', 'hasQuoteVolume': True, 'timeframe': '5m', }, 'gateio': { 'pair': 'BTC/USDT', + 'stake_currency': 'USDT', 'hasQuoteVolume': True, 'timeframe': '5m', }, 'okex': { 'pair': 'BTC/USDT', + 'stake_currency': 'USDT', 'hasQuoteVolume': True, 'timeframe': '5m', }, @@ -74,8 +81,7 @@ def exchange_conf(): @pytest.fixture(params=EXCHANGES, scope="class") def exchange(request, exchange_conf): exchange_conf['exchange']['name'] = request.param - exchange_conf['stake_currency'] = EXCHANGES[request.param].get( - 'stake_currency', exchange_conf['stake_currency']) + exchange_conf['stake_currency'] = EXCHANGES[request.param]['stake_currency'] exchange = ExchangeResolver.load_exchange(request.param, exchange_conf, validate=True) yield exchange, request.param From 813a2cd23b0d9fa9f384c8c1f0b558ca5c4363e2 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 8 Jan 2022 17:18:37 +0200 Subject: [PATCH 065/165] Add useful helper methods for adjust_trade_position implementation --- freqtrade/persistence/models.py | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 06b8279e5..d515d8782 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -614,6 +614,24 @@ class LocalTrade(): else: return None + def nr_of_successful_buys(self) -> int: + """ + Helper function to count the number of buy orders that have been filled. + :return: int count of buy orders that have been filled for this trade. + """ + return len([o for o in self.orders if o.ft_order_side == 'buy' and + o.status in NON_OPEN_EXCHANGE_STATES and + o.filled > 0]) + + def nr_of_successful_sells(self) -> int: + """ + Helper function to count the number of sell orders that have been filled. + :return: int count of sell orders that have been filled for this trade. + """ + return len([o for o in self.orders if o.ft_order_side == 'sell' and + o.status in NON_OPEN_EXCHANGE_STATES and + o.filled > 0]) + @staticmethod def get_trades_proxy(*, pair: str = None, is_open: bool = None, open_date: datetime = None, close_date: datetime = None, From 0bca07a32a0fca4f286d515cd06afe1cd46d9041 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 8 Jan 2022 17:20:02 +0200 Subject: [PATCH 066/165] Added min_stake, max_stake. Removed pair as its included in trade. --- docs/strategy-callbacks.md | 7 +-- freqtrade/freqtradebot.py | 10 +++-- freqtrade/optimize/backtesting.py | 6 ++- freqtrade/strategy/interface.py | 11 ++--- tests/strategy/strats/strategy_test_v2.py | 6 +-- tests/test_integration.py | 4 ++ tests/test_persistence.py | 54 ++++++++++++++++++----- 7 files changed, 69 insertions(+), 29 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index fd7c8ce2d..454c62072 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -625,7 +625,7 @@ class DigDeeperStrategy(IStrategy): :param pair: Pair that's currently analyzed :param trade: trade object. :param current_time: datetime object, containing the current datetime - :param current_rate: Current buy rate. Use `exchange.get_rate` if you need sell rate. + :param current_rate: Current buy rate. :param current_profit: Current profit (as ratio), calculated based on current_rate. :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. :return float: Stake amount to adjust your trade @@ -642,10 +642,7 @@ class DigDeeperStrategy(IStrategy): if last_candle['close'] < previous_candle['close']: return None - count_of_buys = 0 - for order in trade.orders: - if order.ft_order_side == 'buy' and order.status == "closed": - count_of_buys += 1 + count_of_buys = trade.nr_of_successful_buys() # Allow up to 3 additional increasingly larger buys (4 in total) # Initial buy is 1x diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 0ef2d8fe1..508bf9b73 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -459,7 +459,7 @@ class FreqtradeBot(LoggingMixin): # Walk through each pair and check if it needs changes for trade in Trade.get_open_trades(): # If there is any open orders, wait for them to finish. - if len([o for o in trade.orders if o.ft_is_open]) == 0: + if trade.open_order_id is None: try: self.check_and_call_adjust_trade_position(trade) except DependencyException as exception: @@ -474,11 +474,15 @@ class FreqtradeBot(LoggingMixin): """ current_rate = self.exchange.get_rate(trade.pair, refresh=True, side="buy") current_profit = trade.calc_profit_ratio(current_rate) + min_stake_amount = self.exchange.get_min_pair_stake_amount(trade.pair, + current_rate, + self.strategy.stoploss) + max_stake_amount = self.wallets.get_available_stake_amount() logger.debug(f"Calling adjust_trade_position for pair {trade.pair}") stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( - pair=trade.pair, trade=trade, current_time=datetime.now(timezone.utc), - current_rate=current_rate, current_profit=current_profit) + trade=trade, current_time=datetime.now(timezone.utc), current_rate=current_rate, + current_profit=current_profit, min_stake=min_stake_amount, max_stake=max_stake_amount) if stake_amount is not None and stake_amount > 0.0: # We should increase our position diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index ceb4c36dc..7d3869a2c 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -358,10 +358,12 @@ class Backtesting: ) -> LocalTrade: current_profit = trade.calc_profit_ratio(row[OPEN_IDX]) + min_stake = self.exchange.get_min_pair_stake_amount(trade.pair, row[OPEN_IDX], -0.1) + max_stake = self.wallets.get_available_stake_amount() stake_amount = strategy_safe_wrapper(self.strategy.adjust_trade_position, default_retval=None)( - pair=trade.pair, trade=trade, current_time=row[DATE_IDX].to_pydatetime(), - current_rate=row[OPEN_IDX], current_profit=current_profit) + trade=trade, current_time=row[DATE_IDX].to_pydatetime(), current_rate=row[OPEN_IDX], + current_profit=current_profit, min_stake=min_stake, max_stake=max_stake) # Check if we should increase our position if stake_amount is not None and stake_amount > 0.0: diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index 335ffb3e5..36061dc20 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -384,9 +384,9 @@ class IStrategy(ABC, HyperStrategyMixin): """ return proposed_stake - def adjust_trade_position(self, pair: str, trade: Trade, current_time: datetime, - current_rate: float, current_profit: float, **kwargs - ) -> Optional[float]: + def adjust_trade_position(self, trade: Trade, current_time: datetime, + current_rate: float, current_profit: float, min_stake: float, + max_stake: float, **kwargs) -> Optional[float]: """ Custom trade adjustment logic, returning the stake amount that a trade should be increased. This means extra buy orders with additional fees. @@ -395,11 +395,12 @@ class IStrategy(ABC, HyperStrategyMixin): When not implemented by a strategy, returns None - :param pair: Pair that's currently analyzed :param trade: trade object. :param current_time: datetime object, containing the current datetime - :param current_rate: Current buy rate. Use `exchange.get_rate` if you need sell rate. + :param current_rate: Current buy rate. :param current_profit: Current profit (as ratio), calculated based on current_rate. + :param min_stake: Minimal stake size allowed by exchange. + :param max_stake: Balance available for trading. :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. :return float: Stake amount to adjust your trade """ diff --git a/tests/strategy/strats/strategy_test_v2.py b/tests/strategy/strats/strategy_test_v2.py index 0b0e533c3..1aadd0d4e 100644 --- a/tests/strategy/strats/strategy_test_v2.py +++ b/tests/strategy/strats/strategy_test_v2.py @@ -162,12 +162,12 @@ class StrategyTestV2(IStrategy): 'sell'] = 1 return dataframe - def adjust_trade_position(self, pair: str, trade: Trade, current_time: datetime, - current_rate: float, current_profit: float, **kwargs): + def adjust_trade_position(self, trade: Trade, current_time: datetime, current_rate: float, + current_profit: float, min_stake: float, max_stake: float, **kwargs): if current_profit < -0.0075: try: - return self.wallets.get_trade_stake_amount(pair, None) + return self.wallets.get_trade_stake_amount(trade.pair, None) except DependencyException: pass diff --git a/tests/test_integration.py b/tests/test_integration.py index 21b01126f..e1cbf3d2d 100644 --- a/tests/test_integration.py +++ b/tests/test_integration.py @@ -259,6 +259,8 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None: assert trade.amount == trade.orders[0].amount + trade.orders[1].amount + assert trade.nr_of_successful_buys() == 2 + # Sell patch_get_signal(freqtrade, value=(False, True, None, None)) freqtrade.process() @@ -270,3 +272,5 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None: # Sold everything assert trade.orders[-1].side == 'sell' assert trade.orders[2].amount == trade.amount + + assert trade.nr_of_successful_buys() == 2 diff --git a/tests/test_persistence.py b/tests/test_persistence.py index 1a0c3c408..60d71d007 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1553,20 +1553,21 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == o1_fee_cost assert trade.open_trade_value == o1_trade_val + assert trade.nr_of_successful_buys() == 1 order2 = Order( ft_order_side='buy', ft_pair=trade.pair, ft_is_open=True, - status="closed", + status="open", symbol=trade.pair, order_type="market", side="buy", - price=1, - average=2, - filled=0, - remaining=4, - cost=5, + price=o1_rate, + average=o1_rate, + filled=o1_amount, + remaining=0, + cost=o1_cost, order_date=arrow.utcnow().shift(hours=-1).datetime, order_filled_date=arrow.utcnow().shift(hours=-1).datetime, ) @@ -1579,8 +1580,9 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == o1_fee_cost assert trade.open_trade_value == o1_trade_val + assert trade.nr_of_successful_buys() == 1 - # Let's try with some other orders +# Let's try with some other orders order3 = Order( ft_order_side='buy', ft_pair=trade.pair, @@ -1606,6 +1608,34 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == o1_fee_cost assert trade.open_trade_value == o1_trade_val + assert trade.nr_of_successful_buys() == 1 + + order4 = Order( + ft_order_side='buy', + ft_pair=trade.pair, + ft_is_open=False, + status="closed", + symbol=trade.pair, + order_type="market", + side="buy", + price=o1_rate, + average=o1_rate, + filled=o1_amount, + remaining=0, + cost=o1_cost, + order_date=arrow.utcnow().shift(hours=-1).datetime, + order_filled_date=arrow.utcnow().shift(hours=-1).datetime, + ) + trade.orders.append(order4) + trade.recalc_trade_from_orders() + + # Validate that the trade values have been changed + assert trade.amount == 2 * o1_amount + assert trade.stake_amount == 2 * o1_amount + assert trade.open_rate == o1_rate + assert trade.fee_open_cost == 2 * o1_fee_cost + assert trade.open_trade_value == 2 * o1_trade_val + assert trade.nr_of_successful_buys() == 2 # Just to make sure sell orders are ignored, let's calculate one more time. sell1 = Order( @@ -1627,8 +1657,10 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): trade.orders.append(sell1) trade.recalc_trade_from_orders() - assert trade.amount == o1_amount - assert trade.stake_amount == o1_amount + assert trade.amount == 2 * o1_amount + assert trade.stake_amount == 2 * o1_amount assert trade.open_rate == o1_rate - assert trade.fee_open_cost == o1_fee_cost - assert trade.open_trade_value == o1_trade_val + assert trade.fee_open_cost == 2 * o1_fee_cost + assert trade.open_trade_value == 2 * o1_trade_val + assert trade.nr_of_successful_buys() == 2 + From c929d428b2294cd3e633a23c42608df307484a98 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 8 Jan 2022 17:21:32 +0200 Subject: [PATCH 067/165] Remove blank line. --- tests/test_persistence.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/test_persistence.py b/tests/test_persistence.py index 60d71d007..14988d85b 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1663,4 +1663,3 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.fee_open_cost == 2 * o1_fee_cost assert trade.open_trade_value == 2 * o1_trade_val assert trade.nr_of_successful_buys() == 2 - From 195d601b8e808107663b4ac40c26a16c48ccb6ec Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 8 Jan 2022 17:41:59 +0200 Subject: [PATCH 068/165] Fix notification message showing "Current rate" as the initial buy order desired rate. --- freqtrade/freqtradebot.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 508bf9b73..618fde05a 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -620,6 +620,7 @@ class FreqtradeBot(LoggingMixin): # This is additional buy, we reset fee_open_currency so timeout checking can work trade.is_open = True trade.fee_open_currency = None + trade.open_rate_requested = enter_limit_requested trade.open_order_id = order_id trade.orders.append(order_obj) From 91b89c8c42f4d06c7fbca4c1bef9c795301a3fa1 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Sat, 8 Jan 2022 21:30:42 +0200 Subject: [PATCH 069/165] Improve docs, fix telegram message to show current rate. --- docs/strategy-callbacks.md | 2 +- freqtrade/freqtradebot.py | 4 +++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 454c62072..bad96d990 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -589,7 +589,7 @@ This callback is called very frequently, so you must keep your implementation as Stoploss is still calculated from the initial opening price, not averaged price. !!! Warning "Backtesting" - During backtesting this callback is called for each timeframe or `timeframe-detail`, so performance will be affected. + During backtesting this callback is called for each candle in `timeframe` or `timeframe_detail`, so performance will be affected. ``` python from freqtrade.persistence import Trade diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 618fde05a..14a38beb5 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -695,6 +695,8 @@ class FreqtradeBot(LoggingMixin): if open_rate is None: open_rate = trade.open_rate + current_rate = self.exchange.get_rate(trade.pair, refresh=False, side="buy") + msg = { 'trade_id': trade.id, 'type': RPCMessageType.BUY_FILL if fill else RPCMessageType.BUY, @@ -709,7 +711,7 @@ class FreqtradeBot(LoggingMixin): 'fiat_currency': self.config.get('fiat_display_currency', None), 'amount': safe_value_fallback(order, 'filled', 'amount') or trade.amount, 'open_date': trade.open_date or datetime.utcnow(), - 'current_rate': trade.open_rate_requested, + 'current_rate': current_rate, } # Send the message From cbd449f71003e4e4cb0ac1827c7e3c00e65db60a Mon Sep 17 00:00:00 2001 From: Joel Tony <95355656+jay-tau@users.noreply.github.com> Date: Sun, 9 Jan 2022 14:21:57 +0530 Subject: [PATCH 070/165] Remove non-decimal numerical separators --- docs/faq.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/faq.md b/docs/faq.md index 8957507dd..27bc077ec 100644 --- a/docs/faq.md +++ b/docs/faq.md @@ -188,12 +188,12 @@ There is however nothing preventing you from using GPU-enabled indicators within Per default Hyperopt called without the `-e`/`--epochs` command line option will only run 100 epochs, means 100 evaluations of your triggers, guards, ... Too few to find a great result (unless if you are very lucky), so you probably -have to run it for 10.000 or more. But it will take an eternity to +have to run it for 10000 or more. But it will take an eternity to compute. Since hyperopt uses Bayesian search, running for too many epochs may not produce greater results. -It's therefore recommended to run between 500-1000 epochs over and over until you hit at least 10.000 epochs in total (or are satisfied with the result). You can best judge by looking at the results - if the bot keeps discovering better strategies, it's best to keep on going. +It's therefore recommended to run between 500-1000 epochs over and over until you hit at least 10000 epochs in total (or are satisfied with the result). You can best judge by looking at the results - if the bot keeps discovering better strategies, it's best to keep on going. ```bash freqtrade hyperopt --hyperopt-loss SharpeHyperOptLossDaily --strategy SampleStrategy -e 1000 @@ -217,9 +217,9 @@ already 8\*10^9\*10 evaluations. A roughly total of 80 billion evaluations. Did you run 100 000 evaluations? Congrats, you've done roughly 1 / 100 000 th of the search space, assuming that the bot never tests the same parameters more than once. -* The time it takes to run 1000 hyperopt epochs depends on things like: The available cpu, hard-disk, ram, timeframe, timerange, indicator settings, indicator count, amount of coins that hyperopt test strategies on and the resulting trade count - which can be 650 trades in a year or 10.0000 trades depending if the strategy aims for big profits by trading rarely or for many low profit trades. +* The time it takes to run 1000 hyperopt epochs depends on things like: The available cpu, hard-disk, ram, timeframe, timerange, indicator settings, indicator count, amount of coins that hyperopt test strategies on and the resulting trade count - which can be 650 trades in a year or 100000 trades depending if the strategy aims for big profits by trading rarely or for many low profit trades. -Example: 4% profit 650 times vs 0,3% profit a trade 10.000 times in a year. If we assume you set the --timerange to 365 days. +Example: 4% profit 650 times vs 0,3% profit a trade 10000 times in a year. If we assume you set the --timerange to 365 days. Example: `freqtrade --config config.json --strategy SampleStrategy --hyperopt SampleHyperopt -e 1000 --timerange 20190601-20200601` From 3fc44aa1bd9b8669c70503bd1581b1107272158b Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 03:01:38 +0000 Subject: [PATCH 071/165] Bump mkdocs-material from 8.1.4 to 8.1.5 Bumps [mkdocs-material](https://github.com/squidfunk/mkdocs-material) from 8.1.4 to 8.1.5. - [Release notes](https://github.com/squidfunk/mkdocs-material/releases) - [Changelog](https://github.com/squidfunk/mkdocs-material/blob/master/CHANGELOG) - [Commits](https://github.com/squidfunk/mkdocs-material/compare/8.1.4...8.1.5) --- updated-dependencies: - dependency-name: mkdocs-material dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- docs/requirements-docs.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/requirements-docs.txt b/docs/requirements-docs.txt index 0dccfa17a..a301b7326 100644 --- a/docs/requirements-docs.txt +++ b/docs/requirements-docs.txt @@ -1,4 +1,4 @@ mkdocs==1.2.3 -mkdocs-material==8.1.4 +mkdocs-material==8.1.5 mdx_truly_sane_lists==1.2 pymdown-extensions==9.1 From b8e8a31f84a051ef5e381991bdbb3493a8988f54 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 03:01:43 +0000 Subject: [PATCH 072/165] Bump python-telegram-bot from 13.9 to 13.10 Bumps [python-telegram-bot](https://github.com/python-telegram-bot/python-telegram-bot) from 13.9 to 13.10. - [Release notes](https://github.com/python-telegram-bot/python-telegram-bot/releases) - [Changelog](https://github.com/python-telegram-bot/python-telegram-bot/blob/master/CHANGES.rst) - [Commits](https://github.com/python-telegram-bot/python-telegram-bot/compare/v13.9...v13.10) --- updated-dependencies: - dependency-name: python-telegram-bot dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 508c685df..6d5a31b01 100644 --- a/requirements.txt +++ b/requirements.txt @@ -8,7 +8,7 @@ ccxt==1.66.32 cryptography==36.0.1 aiohttp==3.8.1 SQLAlchemy==1.4.29 -python-telegram-bot==13.9 +python-telegram-bot==13.10 arrow==1.2.1 cachetools==4.2.2 requests==2.26.0 From a0d378fb7ea89a75c5d15e4b19d2afd1076bce7e Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 03:01:52 +0000 Subject: [PATCH 073/165] Bump nbconvert from 6.3.0 to 6.4.0 Bumps [nbconvert](https://github.com/jupyter/nbconvert) from 6.3.0 to 6.4.0. - [Release notes](https://github.com/jupyter/nbconvert/releases) - [Commits](https://github.com/jupyter/nbconvert/compare/6.3.0...6.4.0) --- updated-dependencies: - dependency-name: nbconvert dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index b2fad4e03..a8d14ba2d 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -17,7 +17,7 @@ isort==5.10.1 time-machine==2.5.0 # Convert jupyter notebooks to markdown documents -nbconvert==6.3.0 +nbconvert==6.4.0 # mypy types types-cachetools==4.2.7 From 626970b32e35c86475d9f1f1123c6697749de8f8 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 03:01:56 +0000 Subject: [PATCH 074/165] Bump types-cachetools from 4.2.7 to 4.2.8 Bumps [types-cachetools](https://github.com/python/typeshed) from 4.2.7 to 4.2.8. - [Release notes](https://github.com/python/typeshed/releases) - [Commits](https://github.com/python/typeshed/commits) --- updated-dependencies: - dependency-name: types-cachetools dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index b2fad4e03..3111ee690 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -20,7 +20,7 @@ time-machine==2.5.0 nbconvert==6.3.0 # mypy types -types-cachetools==4.2.7 +types-cachetools==4.2.8 types-filelock==3.2.1 types-requests==2.26.3 types-tabulate==0.8.4 From bc95e1e1517d4c68b90508fa694198f2ebb68b9d Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 03:01:59 +0000 Subject: [PATCH 075/165] Bump fastapi from 0.70.1 to 0.71.0 Bumps [fastapi](https://github.com/tiangolo/fastapi) from 0.70.1 to 0.71.0. - [Release notes](https://github.com/tiangolo/fastapi/releases) - [Commits](https://github.com/tiangolo/fastapi/compare/0.70.1...0.71.0) --- updated-dependencies: - dependency-name: fastapi dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 508c685df..1e7820c54 100644 --- a/requirements.txt +++ b/requirements.txt @@ -32,7 +32,7 @@ python-rapidjson==1.5 sdnotify==0.3.2 # API Server -fastapi==0.70.1 +fastapi==0.71.0 uvicorn==0.16.0 pyjwt==2.3.0 aiofiles==0.8.0 From af60b9db59d1301db8f31526432a4c9526e8e332 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 03:02:11 +0000 Subject: [PATCH 076/165] Bump ccxt from 1.66.32 to 1.66.66 Bumps [ccxt](https://github.com/ccxt/ccxt) from 1.66.32 to 1.66.66. - [Release notes](https://github.com/ccxt/ccxt/releases) - [Changelog](https://github.com/ccxt/ccxt/blob/master/exchanges.cfg) - [Commits](https://github.com/ccxt/ccxt/compare/1.66.32...1.66.66) --- updated-dependencies: - dependency-name: ccxt dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 508c685df..50b8e71f6 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,7 +3,7 @@ numpy==1.22.0; python_version > '3.7' pandas==1.3.5 pandas-ta==0.3.14b -ccxt==1.66.32 +ccxt==1.66.66 # Pin cryptography for now due to rust build errors with piwheels cryptography==36.0.1 aiohttp==3.8.1 From 2d930d081c8810a0cd32327ca3e150e2e14e0cad Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 05:38:50 +0000 Subject: [PATCH 077/165] Bump types-python-dateutil from 2.8.4 to 2.8.6 Bumps [types-python-dateutil](https://github.com/python/typeshed) from 2.8.4 to 2.8.6. - [Release notes](https://github.com/python/typeshed/releases) - [Commits](https://github.com/python/typeshed/commits) --- updated-dependencies: - dependency-name: types-python-dateutil dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index b2fad4e03..1e7b75e33 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -17,7 +17,7 @@ isort==5.10.1 time-machine==2.5.0 # Convert jupyter notebooks to markdown documents -nbconvert==6.3.0 +nbconvert==6.4.0 # mypy types types-cachetools==4.2.7 @@ -26,4 +26,4 @@ types-requests==2.26.3 types-tabulate==0.8.4 # Extensions to datetime library -types-python-dateutil==2.8.4 \ No newline at end of file +types-python-dateutil==2.8.6 \ No newline at end of file From fe067994e3d396c7d4dfd4c6ecae45f6b340fda2 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 05:39:59 +0000 Subject: [PATCH 078/165] Bump types-requests from 2.26.3 to 2.27.5 Bumps [types-requests](https://github.com/python/typeshed) from 2.26.3 to 2.27.5. - [Release notes](https://github.com/python/typeshed/releases) - [Commits](https://github.com/python/typeshed/commits) --- updated-dependencies: - dependency-name: types-requests dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index 9c99c7a81..5aa8547a6 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -22,7 +22,7 @@ nbconvert==6.4.0 # mypy types types-cachetools==4.2.8 types-filelock==3.2.1 -types-requests==2.26.3 +types-requests==2.27.5 types-tabulate==0.8.4 # Extensions to datetime library From 8d554585f192017b5df32a935ce747f74cc25c48 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 07:27:35 +0000 Subject: [PATCH 079/165] Bump types-filelock from 3.2.1 to 3.2.4 Bumps [types-filelock](https://github.com/python/typeshed) from 3.2.1 to 3.2.4. - [Release notes](https://github.com/python/typeshed/releases) - [Commits](https://github.com/python/typeshed/commits) --- updated-dependencies: - dependency-name: types-filelock dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index fec33ec41..afd0b38ba 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -21,7 +21,7 @@ nbconvert==6.4.0 # mypy types types-cachetools==4.2.8 -types-filelock==3.2.1 +types-filelock==3.2.4 types-requests==2.27.5 types-tabulate==0.8.4 From 29457078e7b85c09d9d84af7a6284647e0d3b1a9 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 07:27:43 +0000 Subject: [PATCH 080/165] Bump requests from 2.26.0 to 2.27.1 Bumps [requests](https://github.com/psf/requests) from 2.26.0 to 2.27.1. - [Release notes](https://github.com/psf/requests/releases) - [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md) - [Commits](https://github.com/psf/requests/compare/v2.26.0...v2.27.1) --- updated-dependencies: - dependency-name: requests dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 5a0a5787b..f2dae67ed 100644 --- a/requirements.txt +++ b/requirements.txt @@ -11,7 +11,7 @@ SQLAlchemy==1.4.29 python-telegram-bot==13.10 arrow==1.2.1 cachetools==4.2.2 -requests==2.26.0 +requests==2.27.1 urllib3==1.26.7 jsonschema==4.3.3 TA-Lib==0.4.23 From 130275faffbb625aec80ab598dd1f0ace7d7e6b0 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 07:28:13 +0000 Subject: [PATCH 081/165] Bump mypy from 0.930 to 0.931 Bumps [mypy](https://github.com/python/mypy) from 0.930 to 0.931. - [Release notes](https://github.com/python/mypy/releases) - [Commits](https://github.com/python/mypy/compare/v0.930...v0.931) --- updated-dependencies: - dependency-name: mypy dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index fec33ec41..3c1ed804e 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -6,7 +6,7 @@ coveralls==3.3.1 flake8==4.0.1 flake8-tidy-imports==4.5.0 -mypy==0.930 +mypy==0.931 pytest==6.2.5 pytest-asyncio==0.16.0 pytest-cov==3.0.0 From 1e35f5470951ac3233153e11f7a5c5e9ab0e7a4f Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 09:27:22 +0000 Subject: [PATCH 082/165] Bump types-tabulate from 0.8.4 to 0.8.5 Bumps [types-tabulate](https://github.com/python/typeshed) from 0.8.4 to 0.8.5. - [Release notes](https://github.com/python/typeshed/releases) - [Commits](https://github.com/python/typeshed/commits) --- updated-dependencies: - dependency-name: types-tabulate dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index 21e702901..907daf635 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -23,7 +23,7 @@ nbconvert==6.4.0 types-cachetools==4.2.8 types-filelock==3.2.4 types-requests==2.27.5 -types-tabulate==0.8.4 +types-tabulate==0.8.5 # Extensions to datetime library types-python-dateutil==2.8.6 \ No newline at end of file From fc1069cfe02b2930d29933f990d6ce3fcefc991f Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 09:27:39 +0000 Subject: [PATCH 083/165] Bump urllib3 from 1.26.7 to 1.26.8 Bumps [urllib3](https://github.com/urllib3/urllib3) from 1.26.7 to 1.26.8. - [Release notes](https://github.com/urllib3/urllib3/releases) - [Changelog](https://github.com/urllib3/urllib3/blob/1.26.8/CHANGES.rst) - [Commits](https://github.com/urllib3/urllib3/compare/1.26.7...1.26.8) --- updated-dependencies: - dependency-name: urllib3 dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index f2dae67ed..badb00036 100644 --- a/requirements.txt +++ b/requirements.txt @@ -12,7 +12,7 @@ python-telegram-bot==13.10 arrow==1.2.1 cachetools==4.2.2 requests==2.27.1 -urllib3==1.26.7 +urllib3==1.26.8 jsonschema==4.3.3 TA-Lib==0.4.23 technical==1.3.0 From e0b05c4df223015ddd8573732e232160688e4d4c Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 10:18:55 +0000 Subject: [PATCH 084/165] Bump progressbar2 from 3.55.0 to 4.0.0 Bumps [progressbar2](https://github.com/WoLpH/python-progressbar) from 3.55.0 to 4.0.0. - [Release notes](https://github.com/WoLpH/python-progressbar/releases) - [Changelog](https://github.com/WoLpH/python-progressbar/blob/develop/CHANGES.rst) - [Commits](https://github.com/WoLpH/python-progressbar/compare/v3.55.0...v4.0.0) --- updated-dependencies: - dependency-name: progressbar2 dependency-type: direct:production update-type: version-update:semver-major ... Signed-off-by: dependabot[bot] --- requirements-hyperopt.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-hyperopt.txt b/requirements-hyperopt.txt index b785e73e9..122243bf2 100644 --- a/requirements-hyperopt.txt +++ b/requirements-hyperopt.txt @@ -7,4 +7,4 @@ scikit-learn==1.0.2 scikit-optimize==0.9.0 filelock==3.4.2 joblib==1.1.0 -progressbar2==3.55.0 +progressbar2==4.0.0 From 0d00da8dab19f25b9f20e7d0405826dca8bc2ec5 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 10 Jan 2022 10:19:41 +0000 Subject: [PATCH 085/165] Bump ta-lib from 0.4.23 to 0.4.24 Bumps [ta-lib](https://github.com/mrjbq7/ta-lib) from 0.4.23 to 0.4.24. - [Release notes](https://github.com/mrjbq7/ta-lib/releases) - [Changelog](https://github.com/mrjbq7/ta-lib/blob/TA_Lib-0.4.24/CHANGELOG) - [Commits](https://github.com/mrjbq7/ta-lib/compare/TA_Lib-0.4.23...TA_Lib-0.4.24) --- updated-dependencies: - dependency-name: ta-lib dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index badb00036..b41b4c672 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,7 +14,7 @@ cachetools==4.2.2 requests==2.27.1 urllib3==1.26.8 jsonschema==4.3.3 -TA-Lib==0.4.23 +TA-Lib==0.4.24 technical==1.3.0 tabulate==0.8.9 pycoingecko==2.2.0 From 30d293bfec903036da3480af824cc110a6f0e70a Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 10 Jan 2022 20:16:11 +0200 Subject: [PATCH 086/165] Fix bug with None in backtesting. --- freqtrade/persistence/models.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index d515d8782..1bc4cfc05 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -621,7 +621,7 @@ class LocalTrade(): """ return len([o for o in self.orders if o.ft_order_side == 'buy' and o.status in NON_OPEN_EXCHANGE_STATES and - o.filled > 0]) + (o.filled or 0) > 0]) def nr_of_successful_sells(self) -> int: """ @@ -630,7 +630,7 @@ class LocalTrade(): """ return len([o for o in self.orders if o.ft_order_side == 'sell' and o.status in NON_OPEN_EXCHANGE_STATES and - o.filled > 0]) + (o.filled or 0) > 0]) @staticmethod def get_trades_proxy(*, pair: str = None, is_open: bool = None, From 26f2db47770cd665627c97d0bc35fb979869f139 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 10 Jan 2022 20:30:32 +0200 Subject: [PATCH 087/165] Fix notify_enter attempting to fetch rate during testing. --- freqtrade/freqtradebot.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 14a38beb5..3fdf31a37 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -16,7 +16,7 @@ from freqtrade.configuration import validate_config_consistency from freqtrade.data.converter import order_book_to_dataframe from freqtrade.data.dataprovider import DataProvider from freqtrade.edge import Edge -from freqtrade.enums import RPCMessageType, SellType, State +from freqtrade.enums import RPCMessageType, SellType, State, RunMode from freqtrade.exceptions import (DependencyException, ExchangeError, InsufficientFundsError, InvalidOrderException, PricingError) from freqtrade.exchange import timeframe_to_minutes, timeframe_to_seconds @@ -695,7 +695,9 @@ class FreqtradeBot(LoggingMixin): if open_rate is None: open_rate = trade.open_rate - current_rate = self.exchange.get_rate(trade.pair, refresh=False, side="buy") + current_rate = trade.open_rate_requested + if self.dataprovider.runmode in (RunMode.DRY_RUN, RunMode.LIVE): + current_rate = self.exchange.get_rate(trade.pair, refresh=False, side="buy") msg = { 'trade_id': trade.id, From 3b7167ab07b1de12b91dde239acf2a025eca3283 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 10 Jan 2022 20:30:40 +0200 Subject: [PATCH 088/165] Fix backtesting missing filled amounts in orders. --- freqtrade/optimize/backtesting.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 7d3869a2c..04fa8854f 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -531,6 +531,7 @@ class Backtesting: price=propose_rate, average=propose_rate, amount=amount, + filled=amount, cost=stake_amount + trade.fee_open ) trade.orders.append(order) From fbf026ac43c93136e2023b13b1bb272fa4505c01 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 10 Jan 2022 20:43:57 +0200 Subject: [PATCH 089/165] Fix sorting of imports. --- freqtrade/freqtradebot.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 3fdf31a37..495cb4b30 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -16,7 +16,7 @@ from freqtrade.configuration import validate_config_consistency from freqtrade.data.converter import order_book_to_dataframe from freqtrade.data.dataprovider import DataProvider from freqtrade.edge import Edge -from freqtrade.enums import RPCMessageType, SellType, State, RunMode +from freqtrade.enums import RPCMessageType, RunMode, SellType, State from freqtrade.exceptions import (DependencyException, ExchangeError, InsufficientFundsError, InvalidOrderException, PricingError) from freqtrade.exchange import timeframe_to_minutes, timeframe_to_seconds From 438a083602601ff88d521d7e870a9f678e6e3470 Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 11 Jan 2022 07:16:49 +0100 Subject: [PATCH 090/165] Update TA-lib binary files --- .../TA_Lib-0.4.23-cp310-cp310-win_amd64.whl | Bin 515760 -> 0 bytes .../TA_Lib-0.4.23-cp37-cp37m-win_amd64.whl | Bin 499261 -> 0 bytes .../TA_Lib-0.4.23-cp38-cp38-win_amd64.whl | Bin 518186 -> 0 bytes .../TA_Lib-0.4.23-cp39-cp39-win_amd64.whl | Bin 515822 -> 0 bytes .../TA_Lib-0.4.24-cp310-cp310-win_amd64.whl | Bin 0 -> 515758 bytes .../TA_Lib-0.4.24-cp37-cp37m-win_amd64.whl | Bin 0 -> 499264 bytes .../TA_Lib-0.4.24-cp38-cp38-win_amd64.whl | Bin 0 -> 518186 bytes .../TA_Lib-0.4.24-cp39-cp39-win_amd64.whl | Bin 0 -> 515822 bytes build_helpers/install_windows.ps1 | 8 ++++---- docs/windows_installation.md | 2 +- 10 files changed, 5 insertions(+), 5 deletions(-) delete mode 100644 build_helpers/TA_Lib-0.4.23-cp310-cp310-win_amd64.whl delete mode 100644 build_helpers/TA_Lib-0.4.23-cp37-cp37m-win_amd64.whl delete mode 100644 build_helpers/TA_Lib-0.4.23-cp38-cp38-win_amd64.whl delete mode 100644 build_helpers/TA_Lib-0.4.23-cp39-cp39-win_amd64.whl create mode 100644 build_helpers/TA_Lib-0.4.24-cp310-cp310-win_amd64.whl create mode 100644 build_helpers/TA_Lib-0.4.24-cp37-cp37m-win_amd64.whl create mode 100644 build_helpers/TA_Lib-0.4.24-cp38-cp38-win_amd64.whl create mode 100644 build_helpers/TA_Lib-0.4.24-cp39-cp39-win_amd64.whl diff --git a/build_helpers/TA_Lib-0.4.23-cp310-cp310-win_amd64.whl 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zsik9~|CR9rrvE$b?_%|S(M-d@|8L0N@8y3N0Qal>XZXL%{}c!JSHNEb-F^YABmNEe zkAn4k@!tik{VM(lt@~X${Vi_ocgEj^g8X7sB>jo;uZWP}>;G;m#IO3t(m&PzYh%Rk z^?xVI{;J2Q`BVLWwAtSYe2JRXgAIQo{OwHqon-Zkkk Date: Tue, 11 Jan 2022 11:43:32 +0200 Subject: [PATCH 091/165] Temporary fix for lazy loading. Probably we can do it better. --- freqtrade/freqtradebot.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 495cb4b30..7fbed58d0 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -474,6 +474,7 @@ class FreqtradeBot(LoggingMixin): """ current_rate = self.exchange.get_rate(trade.pair, refresh=True, side="buy") current_profit = trade.calc_profit_ratio(current_rate) + nr_of_buys = trade.nr_of_successful_buys() # FIXME This is only here to lazyload orders. min_stake_amount = self.exchange.get_min_pair_stake_amount(trade.pair, current_rate, self.strategy.stoploss) From e50b07ecb473b5b1349345e7cc4a8529d4ff753c Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Tue, 11 Jan 2022 12:05:57 +0200 Subject: [PATCH 092/165] Make code compatible. --- freqtrade/freqtradebot.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 7fbed58d0..a056adabe 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -474,7 +474,9 @@ class FreqtradeBot(LoggingMixin): """ current_rate = self.exchange.get_rate(trade.pair, refresh=True, side="buy") current_profit = trade.calc_profit_ratio(current_rate) - nr_of_buys = trade.nr_of_successful_buys() # FIXME This is only here to lazyload orders. + + # FIXME This is only here to lazyload orders. + trade.nr_of_successful_buys() min_stake_amount = self.exchange.get_min_pair_stake_amount(trade.pair, current_rate, self.strategy.stoploss) From 775b1201d2a4b72480968647b27e98c2ca97c0ee Mon Sep 17 00:00:00 2001 From: Matthias Date: Tue, 11 Jan 2022 15:02:21 +0100 Subject: [PATCH 093/165] psutil is always required now. closes #6208 --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 2c54bc553..b46396385 100644 --- a/setup.py +++ b/setup.py @@ -10,7 +10,6 @@ hyperopt = [ 'filelock', 'joblib', 'progressbar2', - 'psutil', ] develop = [ @@ -69,6 +68,7 @@ setup( 'blosc', 'fastapi', 'uvicorn', + 'psutil', 'pyjwt', 'aiofiles' ], From db3483c827f5e176f7e2b3e972541c4b60cbf2d4 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 12 Jan 2022 05:02:42 +0200 Subject: [PATCH 094/165] Our example should also set position_adjustment_enable --- docs/strategy-callbacks.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index bad96d990..f313b6ae2 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -597,15 +597,18 @@ from freqtrade.persistence import Trade class DigDeeperStrategy(IStrategy): + position_adjustment_enable = True + # Attempts to handle large drops with DCA. High stoploss is required. stoploss = -0.30 + # ... populate_* methods + + # Example specific variables max_dca_orders = 3 # This number is explained a bit further down max_dca_multiplier = 5.5 - # ... populate_* methods - # This is called when placing the initial order (opening trade) def custom_stake_amount(self, pair: str, current_time: datetime, current_rate: float, proposed_stake: float, min_stake: float, max_stake: float, From af3d220ffc7c7f48ba843790972b73aa21a28c0f Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 12 Jan 2022 05:09:52 +0200 Subject: [PATCH 095/165] Update example method signature. --- docs/strategy-callbacks.md | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index f313b6ae2..8f6cd635e 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -618,18 +618,19 @@ class DigDeeperStrategy(IStrategy): # This also applies to fixed stakes return proposed_stake / self.max_dca_multiplier - def adjust_trade_position(self, pair: str, trade: Trade, - current_time: datetime, current_rate: float, current_profit: float, - **kwargs) -> Optional[float]: + def adjust_trade_position(self, trade: Trade, current_time: datetime, + current_rate: float, current_profit: float, min_stake: float, + max_stake: float, **kwargs): """ Custom trade adjustment logic, returning the stake amount that a trade should be increased. This means extra buy orders with additional fees. - :param pair: Pair that's currently analyzed :param trade: trade object. :param current_time: datetime object, containing the current datetime :param current_rate: Current buy rate. :param current_profit: Current profit (as ratio), calculated based on current_rate. + :param min_stake: Minimal stake size allowed by exchange. + :param max_stake: Balance available for trading. :param **kwargs: Ensure to keep this here so updates to this won't break your strategy. :return float: Stake amount to adjust your trade """ From 8643b20a0ea1d7a1dd4976f8e073655cdda4d0d1 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 12 Jan 2022 06:06:23 +0200 Subject: [PATCH 096/165] Improve documentation about /stopbuy command --- docs/strategy-callbacks.md | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 8f6cd635e..1adb06ae7 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -581,13 +581,16 @@ Additional orders also mean additional fees and those orders don't count towards This callback is called very frequently, so you must keep your implementation as fast as possible. !!! Note "About stake size" - Using fixed stake size means it will be the amount used for the first order just like without position adjustment. - If you wish to buy additional orders with DCA then make sure to leave enough funds in the wallet for that. - Using 'unlimited' stake amount with DCA orders requires you to also implement custom_stake_amount callback to avoid allocating all funds to initial order. + Using fixed stake size means it will be the amount used for the first order, just like without position adjustment. + If you wish to buy additional orders with DCA, then make sure to leave enough funds in the wallet for that. + Using 'unlimited' stake amount with DCA orders requires you to also implement custom_stake_amount callback to avoid allocating all funds to the initial order. !!! Warning Stoploss is still calculated from the initial opening price, not averaged price. +!!! Warning "/stopbuy" + While `/stopbuy` command stops the bot from entering new trades, the position adjustment feature will continue buying new orders on existing trades. + !!! Warning "Backtesting" During backtesting this callback is called for each candle in `timeframe` or `timeframe_detail`, so performance will be affected. From 7cd844865661de5509ffda31c040081bc7fa3658 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 12 Jan 2022 06:09:06 +0200 Subject: [PATCH 097/165] Fix documentation example. --- docs/strategy-callbacks.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 1adb06ae7..fb4dc2594 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -642,7 +642,7 @@ class DigDeeperStrategy(IStrategy): return None # Obtain pair dataframe (just to show how to access it) - dataframe, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe) + dataframe, _ = self.dp.get_analyzed_dataframe(trade.pair, self.timeframe) # Only buy when not actively falling price. last_candle = dataframe.iloc[-1].squeeze() previous_candle = dataframe.iloc[-2].squeeze() @@ -662,7 +662,7 @@ class DigDeeperStrategy(IStrategy): if 0 < count_of_buys <= self.max_dca_orders: try: # This returns max stakes for one trade - stake_amount = self.wallets.get_trade_stake_amount(pair, None) + stake_amount = self.wallets.get_trade_stake_amount(trade.pair, None) # This calculates base order size stake_amount = stake_amount / self.max_dca_multiplier # This then calculates current safety order size From 7344f88ad5bed492464950297af3a45772e06e70 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Wed, 12 Jan 2022 09:21:52 +0200 Subject: [PATCH 098/165] Add a note about not being called when there's an open order. --- docs/strategy-callbacks.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index fb4dc2594..849eb50dc 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -579,6 +579,7 @@ The strategy is expected to return a stake_amount if and when an additional buy If there is not enough funds in the wallet then nothing will happen. Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. This callback is called very frequently, so you must keep your implementation as fast as possible. +This callback is NOT called when there is an open order (either buy or sell) waiting for execution. !!! Note "About stake size" Using fixed stake size means it will be the amount used for the first order, just like without position adjustment. From 33cb9e9002556d92e1bb11e313d4e2cc6fd8a6db Mon Sep 17 00:00:00 2001 From: Matthias Date: Wed, 12 Jan 2022 09:11:42 +0100 Subject: [PATCH 099/165] Fix erroneous import in docs --- docs/strategy-customization.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/strategy-customization.md b/docs/strategy-customization.md index 178ed108b..e6eff2416 100644 --- a/docs/strategy-customization.md +++ b/docs/strategy-customization.md @@ -838,7 +838,7 @@ In some situations it may be confusing to deal with stops relative to current ra from datetime import datetime from freqtrade.persistence import Trade - from freqtrade.strategy import IStrategy, stoploss_from_open + from freqtrade.strategy import IStrategy, stoploss_from_absolute class AwesomeStrategy(IStrategy): From a22e1b6500b5eb6a8f0673ae9fa70bf9ee9f61aa Mon Sep 17 00:00:00 2001 From: Wings22Actual <93226855+Wings22Actual@users.noreply.github.com> Date: Thu, 13 Jan 2022 01:48:38 +0000 Subject: [PATCH 100/165] minor spelling correction line 89 "Tim"->"Time" --- freqtrade/commands/build_config_commands.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/commands/build_config_commands.py b/freqtrade/commands/build_config_commands.py index b0ca1a1bf..9e95cc455 100644 --- a/freqtrade/commands/build_config_commands.py +++ b/freqtrade/commands/build_config_commands.py @@ -86,7 +86,7 @@ def ask_user_config() -> Dict[str, Any]: { "type": "select", "name": "timeframe_in_config", - "message": "Tim", + "message": "Time", "choices": ["Have the strategy define timeframe.", "Override in configuration."] }, { From 13651fd3be8d5ce8dcd7c94b920bda4e00b75aca Mon Sep 17 00:00:00 2001 From: Matthias Date: Wed, 12 Jan 2022 20:34:14 +0100 Subject: [PATCH 101/165] Downgrade docker-image to 3.9.9 --- .github/workflows/ci.yml | 1 + Dockerfile | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 83a01a60b..15f64ad38 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -5,6 +5,7 @@ on: branches: - stable - develop + - ci/* tags: release: types: [published] diff --git a/Dockerfile b/Dockerfile index 1d283e5c5..8f5b85698 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,4 +1,4 @@ -FROM python:3.10.0-slim-bullseye as base +FROM python:3.9.9-slim-bullseye as base # Setup env ENV LANG C.UTF-8 From faa35cb16737d3400d7e4be37281de08a40d805b Mon Sep 17 00:00:00 2001 From: Matthias Date: Thu, 13 Jan 2022 17:18:07 +0100 Subject: [PATCH 102/165] Small minor fixes --- docs/strategy-callbacks.md | 4 ++-- freqtrade/freqtradebot.py | 3 ++- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 849eb50dc..c9403265c 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -623,8 +623,8 @@ class DigDeeperStrategy(IStrategy): return proposed_stake / self.max_dca_multiplier def adjust_trade_position(self, trade: Trade, current_time: datetime, - current_rate: float, current_profit: float, min_stake: float, - max_stake: float, **kwargs): + current_rate: float, current_profit: float, min_stake: float, + max_stake: float, **kwargs): """ Custom trade adjustment logic, returning the stake amount that a trade should be increased. This means extra buy orders with additional fees. diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index a056adabe..ee5d1545c 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -181,7 +181,8 @@ class FreqtradeBot(LoggingMixin): # Check if we need to adjust our current positions before attempting to buy new trades. if self.strategy.position_adjustment_enable: - self.process_open_trade_positions() + with self._exit_lock: + self.process_open_trade_positions() # Then looking for buy opportunities if self.get_free_open_trades(): From 678be0b773c2606b1613d8b7d00ca89512b5ef1e Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 13 Jan 2022 20:16:45 +0200 Subject: [PATCH 103/165] Slightly move code. --- freqtrade/optimize/backtesting.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 04fa8854f..ced716d18 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -460,13 +460,6 @@ class Backtesting: def _enter_trade(self, pair: str, row: Tuple, stake_amount: Optional[float] = None, trade: Optional[LocalTrade] = None) -> Optional[LocalTrade]: - pos_adjust = trade is not None - if stake_amount is None: - try: - stake_amount = self.wallets.get_trade_stake_amount(pair, None) - except DependencyException: - return trade - # let's call the custom entry price, using the open price as default price propose_rate = strategy_safe_wrapper(self.strategy.custom_entry_price, default_retval=row[OPEN_IDX])( @@ -479,6 +472,13 @@ class Backtesting: min_stake_amount = self.exchange.get_min_pair_stake_amount(pair, propose_rate, -0.05) or 0 max_stake_amount = self.wallets.get_available_stake_amount() + pos_adjust = trade is not None + if stake_amount is None: + try: + stake_amount = self.wallets.get_trade_stake_amount(pair, None) + except DependencyException: + return trade + if not pos_adjust: stake_amount = strategy_safe_wrapper(self.strategy.custom_stake_amount, default_retval=stake_amount)( From 13bc5c5d8fb7567402d02972e77d619186aa0b31 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 13 Jan 2022 20:24:21 +0200 Subject: [PATCH 104/165] Fine, this does look better. --- freqtrade/optimize/backtesting.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index ced716d18..754b46d81 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -473,13 +473,12 @@ class Backtesting: max_stake_amount = self.wallets.get_available_stake_amount() pos_adjust = trade is not None - if stake_amount is None: + if not pos_adjust: try: stake_amount = self.wallets.get_trade_stake_amount(pair, None) except DependencyException: return trade - if not pos_adjust: stake_amount = strategy_safe_wrapper(self.strategy.custom_stake_amount, default_retval=stake_amount)( pair=pair, current_time=row[DATE_IDX].to_pydatetime(), current_rate=propose_rate, From ffe69535d89f93b3baa82ba9df9cf16713e350e3 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 13 Jan 2022 20:31:03 +0200 Subject: [PATCH 105/165] These could be properties. --- freqtrade/freqtradebot.py | 5 +++-- freqtrade/persistence/models.py | 2 ++ tests/test_integration.py | 4 ++-- tests/test_persistence.py | 10 +++++----- 4 files changed, 12 insertions(+), 9 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index ee5d1545c..32eefe7de 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -476,8 +476,9 @@ class FreqtradeBot(LoggingMixin): current_rate = self.exchange.get_rate(trade.pair, refresh=True, side="buy") current_profit = trade.calc_profit_ratio(current_rate) - # FIXME This is only here to lazyload orders. - trade.nr_of_successful_buys() + # TODO: Is there a better way to force lazy-load? + len(trade.orders) + min_stake_amount = self.exchange.get_min_pair_stake_amount(trade.pair, current_rate, self.strategy.stoploss) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 1bc4cfc05..60826cfd3 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -614,6 +614,7 @@ class LocalTrade(): else: return None + @property def nr_of_successful_buys(self) -> int: """ Helper function to count the number of buy orders that have been filled. @@ -623,6 +624,7 @@ class LocalTrade(): o.status in NON_OPEN_EXCHANGE_STATES and (o.filled or 0) > 0]) + @property def nr_of_successful_sells(self) -> int: """ Helper function to count the number of sell orders that have been filled. diff --git a/tests/test_integration.py b/tests/test_integration.py index e1cbf3d2d..356ea5c62 100644 --- a/tests/test_integration.py +++ b/tests/test_integration.py @@ -259,7 +259,7 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None: assert trade.amount == trade.orders[0].amount + trade.orders[1].amount - assert trade.nr_of_successful_buys() == 2 + assert trade.nr_of_successful_buys == 2 # Sell patch_get_signal(freqtrade, value=(False, True, None, None)) @@ -273,4 +273,4 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None: assert trade.orders[-1].side == 'sell' assert trade.orders[2].amount == trade.amount - assert trade.nr_of_successful_buys() == 2 + assert trade.nr_of_successful_buys == 2 diff --git a/tests/test_persistence.py b/tests/test_persistence.py index 14988d85b..729a7f64c 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1553,7 +1553,7 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == o1_fee_cost assert trade.open_trade_value == o1_trade_val - assert trade.nr_of_successful_buys() == 1 + assert trade.nr_of_successful_buys == 1 order2 = Order( ft_order_side='buy', @@ -1580,7 +1580,7 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == o1_fee_cost assert trade.open_trade_value == o1_trade_val - assert trade.nr_of_successful_buys() == 1 + assert trade.nr_of_successful_buys == 1 # Let's try with some other orders order3 = Order( @@ -1608,7 +1608,7 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == o1_fee_cost assert trade.open_trade_value == o1_trade_val - assert trade.nr_of_successful_buys() == 1 + assert trade.nr_of_successful_buys == 1 order4 = Order( ft_order_side='buy', @@ -1635,7 +1635,7 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == 2 * o1_fee_cost assert trade.open_trade_value == 2 * o1_trade_val - assert trade.nr_of_successful_buys() == 2 + assert trade.nr_of_successful_buys == 2 # Just to make sure sell orders are ignored, let's calculate one more time. sell1 = Order( @@ -1662,4 +1662,4 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_rate == o1_rate assert trade.fee_open_cost == 2 * o1_fee_cost assert trade.open_trade_value == 2 * o1_trade_val - assert trade.nr_of_successful_buys() == 2 + assert trade.nr_of_successful_buys == 2 From 7699fde3806a05bc317d4a7ac72c8fd7c76cac7e Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 13 Jan 2022 20:33:40 +0200 Subject: [PATCH 106/165] Update documentation about trade.nr_of_successful_buys --- docs/strategy-callbacks.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index c9403265c..447f96dfe 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -650,7 +650,7 @@ class DigDeeperStrategy(IStrategy): if last_candle['close'] < previous_candle['close']: return None - count_of_buys = trade.nr_of_successful_buys() + count_of_buys = trade.nr_of_successful_buys # Allow up to 3 additional increasingly larger buys (4 in total) # Initial buy is 1x From 08cae6f0674e465dc653aa1bd1b648248d79a6c6 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Thu, 13 Jan 2022 20:44:03 +0200 Subject: [PATCH 107/165] Fix horrible whitespace mistake. --- freqtrade/freqtradebot.py | 1 - 1 file changed, 1 deletion(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 32eefe7de..5cbd25eea 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -478,7 +478,6 @@ class FreqtradeBot(LoggingMixin): # TODO: Is there a better way to force lazy-load? len(trade.orders) - min_stake_amount = self.exchange.get_min_pair_stake_amount(trade.pair, current_rate, self.strategy.stoploss) From 320c9ccf9052c44c36b7ef894ff4de31fe35bd57 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 14 Jan 2022 20:02:35 +0200 Subject: [PATCH 108/165] Unify functions and make it easy to get a list of filled buy orders --- freqtrade/persistence/models.py | 20 +++++++++----- tests/test_persistence.py | 46 +++++++++++++++++++++++++++++++++ 2 files changed, 60 insertions(+), 6 deletions(-) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 60826cfd3..7d109ec7c 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -614,15 +614,25 @@ class LocalTrade(): else: return None + def select_filled_orders(self, order_side: str) -> List['Order']: + """ + Finds filled orders for this orderside. + :param order_side: Side of the order (either 'buy' or 'sell') + :return: array of Order objects + """ + return [o for o in self.orders if o.ft_order_side == order_side and + o.ft_is_open is False and + (o.filled or 0) > 0 and + o.status in NON_OPEN_EXCHANGE_STATES] + @property def nr_of_successful_buys(self) -> int: """ Helper function to count the number of buy orders that have been filled. :return: int count of buy orders that have been filled for this trade. """ - return len([o for o in self.orders if o.ft_order_side == 'buy' and - o.status in NON_OPEN_EXCHANGE_STATES and - (o.filled or 0) > 0]) + + return len(self.select_filled_orders('buy')) @property def nr_of_successful_sells(self) -> int: @@ -630,9 +640,7 @@ class LocalTrade(): Helper function to count the number of sell orders that have been filled. :return: int count of sell orders that have been filled for this trade. """ - return len([o for o in self.orders if o.ft_order_side == 'sell' and - o.status in NON_OPEN_EXCHANGE_STATES and - (o.filled or 0) > 0]) + return len(self.select_filled_orders('sell')) @staticmethod def get_trades_proxy(*, pair: str = None, is_open: bool = None, diff --git a/tests/test_persistence.py b/tests/test_persistence.py index 729a7f64c..958f3c42e 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1663,3 +1663,49 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.fee_open_cost == 2 * o1_fee_cost assert trade.open_trade_value == 2 * o1_trade_val assert trade.nr_of_successful_buys == 2 + + +@pytest.mark.usefixtures("init_persistence") +def test_select_filled_orders(fee): + create_mock_trades(fee) + + trades = Trade.get_trades().all() + + # Closed buy order, no sell order + orders = trades[0].select_filled_orders('buy') + assert orders is not None + assert len(orders) == 1 + order = orders[0] + assert order.amount > 0 + assert order.filled > 0 + assert order.side == 'buy' + assert order.ft_order_side == 'buy' + assert order.status == 'closed' + orders = trades[0].select_filled_orders('sell') + assert orders is not None + assert len(orders) == 0 + + # closed buy order, and closed sell order + orders = trades[1].select_filled_orders('buy') + assert orders is not None + assert len(orders) == 1 + + orders = trades[1].select_filled_orders('sell') + assert orders is not None + assert len(orders) == 1 + + # Has open buy order + orders = trades[3].select_filled_orders('buy') + assert orders is not None + assert len(orders) == 0 + orders = trades[3].select_filled_orders('sell') + assert orders is not None + assert len(orders) == 0 + + # Open sell order + orders = trades[4].select_filled_orders('buy') + assert orders is not None + assert len(orders) == 1 + orders = trades[4].select_filled_orders('sell') + assert orders is not None + assert len(orders) == 0 From 93adb436f818d4f5da949611079e4dfe9fc72fe5 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 14 Jan 2022 20:25:29 +0200 Subject: [PATCH 109/165] Fix flake8 intention issue. --- freqtrade/persistence/models.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 7d109ec7c..8eed60304 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -621,9 +621,9 @@ class LocalTrade(): :return: array of Order objects """ return [o for o in self.orders if o.ft_order_side == order_side and - o.ft_is_open is False and - (o.filled or 0) > 0 and - o.status in NON_OPEN_EXCHANGE_STATES] + o.ft_is_open is False and + (o.filled or 0) > 0 and + o.status in NON_OPEN_EXCHANGE_STATES] @property def nr_of_successful_buys(self) -> int: From 9f9e2a8722aa86a8dde7921eac2f64a7d20ddf66 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 14 Jan 2022 20:46:16 +0200 Subject: [PATCH 110/165] Remove references to wallets.get_trade_stake_amount --- docs/strategy-callbacks.md | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index 447f96dfe..fd8323fe7 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -650,8 +650,9 @@ class DigDeeperStrategy(IStrategy): if last_candle['close'] < previous_candle['close']: return None - count_of_buys = trade.nr_of_successful_buys - + filled_buys = trade.select_filled_orders('buy') + count_of_buys = len(filled_buys) + # Allow up to 3 additional increasingly larger buys (4 in total) # Initial buy is 1x # If that falls to -5% profit, we buy 1.25x more, average profit should increase to roughly -2.2% @@ -662,10 +663,8 @@ class DigDeeperStrategy(IStrategy): # Hope you have a deep wallet! if 0 < count_of_buys <= self.max_dca_orders: try: - # This returns max stakes for one trade - stake_amount = self.wallets.get_trade_stake_amount(trade.pair, None) - # This calculates base order size - stake_amount = stake_amount / self.max_dca_multiplier + # This returns first order stake size + stake_amount = filled_buys[0].stake_amount # This then calculates current safety order size stake_amount = stake_amount * (1 + (count_of_buys * 0.25)) return stake_amount From 6c0eef94bbd2eb9d63ccc51349cdbc9d069aa018 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Fri, 14 Jan 2022 21:05:05 +0200 Subject: [PATCH 111/165] Fix typo. --- docs/strategy-callbacks.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index fd8323fe7..e56526e99 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -664,7 +664,7 @@ class DigDeeperStrategy(IStrategy): if 0 < count_of_buys <= self.max_dca_orders: try: # This returns first order stake size - stake_amount = filled_buys[0].stake_amount + stake_amount = filled_buys[0].cost # This then calculates current safety order size stake_amount = stake_amount * (1 + (count_of_buys * 0.25)) return stake_amount From 66a479c26a0f1bb0fb582b54142c2a9b6c81f2aa Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 15 Jan 2022 15:11:13 +0100 Subject: [PATCH 112/165] Small doc improvements --- docs/bot-basics.md | 6 ++---- docs/strategy-callbacks.md | 16 +++++++++------- tests/test_persistence.py | 4 +--- 3 files changed, 12 insertions(+), 14 deletions(-) diff --git a/docs/bot-basics.md b/docs/bot-basics.md index 92ecfc901..a9a2628f6 100644 --- a/docs/bot-basics.md +++ b/docs/bot-basics.md @@ -38,8 +38,7 @@ By default, loop runs every few seconds (`internals.process_throttle_secs`) and * Considers stoploss, ROI and sell-signal, `custom_sell()` and `custom_stoploss()`. * Determine sell-price based on `ask_strategy` configuration setting or by using the `custom_exit_price()` callback. * Before a sell order is placed, `confirm_trade_exit()` strategy callback is called. -* Check position adjustments for open trades if enabled. - * Call `adjust_trade_position()` strategy callback and place additional order if required. +* Check position adjustments for open trades if enabled by calling `adjust_trade_position()` and place additional order if required. * Check if trade-slots are still available (if `max_open_trades` is reached). * Verifies buy signal trying to enter new positions. * Determine buy-price based on `bid_strategy` configuration setting, or by using the `custom_entry_price()` callback. @@ -60,10 +59,9 @@ This loop will be repeated again and again until the bot is stopped. * Confirm trade buy / sell (calls `confirm_trade_entry()` and `confirm_trade_exit()` if implemented in the strategy). * Call `custom_entry_price()` (if implemented in the strategy) to determine entry price (Prices are moved to be within the opening candle). * Determine stake size by calling the `custom_stake_amount()` callback. + * Check position adjustments for open trades if enabled and call `adjust_trade_position()` to determine if an additional order is requested. * Call `custom_stoploss()` and `custom_sell()` to find custom exit points. * For sells based on sell-signal and custom-sell: Call `custom_exit_price()` to determine exit price (Prices are moved to be within the closing candle). - * Check position adjustments for open trades if enabled and call `adjust_trade_position()` determine additional order is required. - * Generate backtest report output !!! Note diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md index e56526e99..6edc549a4 100644 --- a/docs/strategy-callbacks.md +++ b/docs/strategy-callbacks.md @@ -572,19 +572,21 @@ class AwesomeStrategy(IStrategy): ## Adjust trade position -The `position_adjustment_enable` strategy property enables the usage of `adjust_trade_position()` callback in strategy. +The `position_adjustment_enable` strategy property enables the usage of `adjust_trade_position()` callback in the strategy. For performance reasons, it's disabled by default and freqtrade will show a warning message on startup if enabled. `adjust_trade_position()` can be used to perform additional orders, for example to manage risk with DCA (Dollar Cost Averaging). -The strategy is expected to return a stake_amount if and when an additional buy order should be made (position is increased). -If there is not enough funds in the wallet then nothing will happen. -Additional orders also mean additional fees and those orders don't count towards `max_open_trades`. -This callback is called very frequently, so you must keep your implementation as fast as possible. -This callback is NOT called when there is an open order (either buy or sell) waiting for execution. + +The strategy is expected to return a stake_amount (in stake currency) between `min_stake` and `max_stake` if and when an additional buy order should be made (position is increased). +If there are not enough funds in the wallet (the return value is above `max_stake`) then the signal will be ignored. +Additional orders also result in additional fees and those orders don't count towards `max_open_trades`. + +This callback is **not** called when there is an open order (either buy or sell) waiting for execution. +`adjust_trade_position()` is called very frequently for the duration of a trade, so you must keep your implementation as performant as possible. !!! Note "About stake size" Using fixed stake size means it will be the amount used for the first order, just like without position adjustment. If you wish to buy additional orders with DCA, then make sure to leave enough funds in the wallet for that. - Using 'unlimited' stake amount with DCA orders requires you to also implement custom_stake_amount callback to avoid allocating all funds to the initial order. + Using 'unlimited' stake amount with DCA orders requires you to also implement the `custom_stake_amount()` callback to avoid allocating all funds to the initial order. !!! Warning Stoploss is still calculated from the initial opening price, not averaged price. diff --git a/tests/test_persistence.py b/tests/test_persistence.py index 958f3c42e..d98238f6f 100644 --- a/tests/test_persistence.py +++ b/tests/test_persistence.py @@ -1498,8 +1498,6 @@ def test_recalc_trade_from_orders(fee): trade.orders.append(sell1) trade.recalc_trade_from_orders() - avg_price = (o1_cost + o2_cost + o3_cost) / (o1_amount + o2_amount + o3_amount) - assert trade.amount == o1_amount + o2_amount + o3_amount assert trade.stake_amount == o1_cost + o2_cost + o3_cost assert trade.open_rate == avg_price @@ -1582,7 +1580,7 @@ def test_recalc_trade_from_orders_ignores_bad_orders(fee): assert trade.open_trade_value == o1_trade_val assert trade.nr_of_successful_buys == 1 -# Let's try with some other orders + # Let's try with some other orders order3 = Order( ft_order_side='buy', ft_pair=trade.pair, From 6684bff9631f822ea12ee2c27cdd1619ae06b9c1 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 15 Jan 2022 15:23:08 +0100 Subject: [PATCH 113/165] Dry-run orders should have filled set correctly --- freqtrade/exchange/exchange.py | 2 ++ tests/exchange/test_exchange.py | 4 ++++ 2 files changed, 6 insertions(+) diff --git a/freqtrade/exchange/exchange.py b/freqtrade/exchange/exchange.py index 36f5ecd39..ef9e395f5 100644 --- a/freqtrade/exchange/exchange.py +++ b/freqtrade/exchange/exchange.py @@ -612,6 +612,7 @@ class Exchange: 'cost': _amount * rate, 'type': ordertype, 'side': side, + 'filled': 0, 'remaining': _amount, 'datetime': arrow.utcnow().isoformat(), 'timestamp': arrow.utcnow().int_timestamp * 1000, @@ -627,6 +628,7 @@ class Exchange: average = self.get_dry_market_fill_price(pair, side, amount, rate) dry_order.update({ 'average': average, + 'filled': _amount, 'cost': dry_order['amount'] * average, }) dry_order = self.add_dry_order_fee(pair, dry_order) diff --git a/tests/exchange/test_exchange.py b/tests/exchange/test_exchange.py index 071f4e2b8..33f34ba3c 100644 --- a/tests/exchange/test_exchange.py +++ b/tests/exchange/test_exchange.py @@ -1018,6 +1018,7 @@ def test_create_dry_run_order_limit_fill(default_conf, mocker, side, startprice, assert order_book_l2_usd.call_count == 1 assert order_closed['status'] == 'open' assert not order['fee'] + assert order_closed['filled'] == 0 order_book_l2_usd.reset_mock() order_closed['price'] = endprice @@ -1025,6 +1026,8 @@ def test_create_dry_run_order_limit_fill(default_conf, mocker, side, startprice, order_closed = exchange.fetch_dry_run_order(order['id']) assert order_closed['status'] == 'closed' assert order['fee'] + assert order_closed['filled'] == 1 + assert order_closed['filled'] == order_closed['amount'] # Empty orderbook test mocker.patch('freqtrade.exchange.Exchange.fetch_l2_order_book', @@ -1064,6 +1067,7 @@ def test_create_dry_run_order_market_fill(default_conf, mocker, side, rate, amou assert order["type"] == "market" assert order["symbol"] == "LTC/USDT" assert order['status'] == 'closed' + assert order['filled'] == amount assert round(order["average"], 4) == round(endprice, 4) From 16861db653ec8166f73fc8480894f186a137e7bd Mon Sep 17 00:00:00 2001 From: Rokas Kupstys Date: Thu, 6 Jan 2022 11:53:11 +0200 Subject: [PATCH 114/165] Implement previous backtest result reuse when config and strategy did not change. --- docs/backtesting.md | 5 ++ freqtrade/commands/arguments.py | 2 +- freqtrade/commands/cli_options.py | 5 ++ freqtrade/configuration/configuration.py | 3 ++ freqtrade/data/btanalysis.py | 67 +++++++++++++++++++++++- freqtrade/misc.py | 33 +++++++++++- freqtrade/optimize/backtesting.py | 51 +++++++++++++++--- freqtrade/optimize/optimize_reports.py | 19 ++++++- tests/optimize/test_optimize_reports.py | 10 ++-- 9 files changed, 179 insertions(+), 16 deletions(-) diff --git a/docs/backtesting.md b/docs/backtesting.md index 001941993..ee930db34 100644 --- a/docs/backtesting.md +++ b/docs/backtesting.md @@ -76,6 +76,7 @@ optional arguments: _today.json` --breakdown {day,week,month} [{day,week,month} ...] Show backtesting breakdown per [day, week, month]. + --no-cache Do not reuse cached backtest results. Common arguments: -v, --verbose Verbose mode (-vv for more, -vvv to get all messages). @@ -457,6 +458,10 @@ freqtrade backtesting --strategy MyAwesomeStrategy --breakdown day month The output will show a table containing the realized absolute Profit (in stake currency) for the given timeperiod, as well as wins, draws and losses that materialized (closed) on this day. +### Backtest result caching + +To save time, by default backtest will reuse a cached result when backtested strategy and config match that of previous backtest. To force a new backtest despite existing result for identical run specify `--no-cache` parameter. + ### Further backtest-result analysis To further analyze your backtest results, you can [export the trades](#exporting-trades-to-file). diff --git a/freqtrade/commands/arguments.py b/freqtrade/commands/arguments.py index 032f7dd51..119a45662 100644 --- a/freqtrade/commands/arguments.py +++ b/freqtrade/commands/arguments.py @@ -24,7 +24,7 @@ ARGS_COMMON_OPTIMIZE = ["timeframe", "timerange", "dataformat_ohlcv", ARGS_BACKTEST = ARGS_COMMON_OPTIMIZE + ["position_stacking", "use_max_market_positions", "enable_protections", "dry_run_wallet", "timeframe_detail", "strategy_list", "export", "exportfilename", - "backtest_breakdown"] + "backtest_breakdown", "no_backtest_cache"] ARGS_HYPEROPT = ARGS_COMMON_OPTIMIZE + ["hyperopt", "hyperopt_path", "position_stacking", "use_max_market_positions", diff --git a/freqtrade/commands/cli_options.py b/freqtrade/commands/cli_options.py index 6aa4ed363..0fb93f0b8 100644 --- a/freqtrade/commands/cli_options.py +++ b/freqtrade/commands/cli_options.py @@ -205,6 +205,11 @@ AVAILABLE_CLI_OPTIONS = { nargs='+', choices=constants.BACKTEST_BREAKDOWNS ), + "no_backtest_cache": Arg( + '--no-cache', + help='Do not reuse cached backtest results.', + action='store_true' + ), # Edge "stoploss_range": Arg( '--stoplosses', diff --git a/freqtrade/configuration/configuration.py b/freqtrade/configuration/configuration.py index f5a674878..066097916 100644 --- a/freqtrade/configuration/configuration.py +++ b/freqtrade/configuration/configuration.py @@ -276,6 +276,9 @@ class Configuration: self._args_to_config(config, argname='backtest_breakdown', logstring='Parameter --breakdown detected ...') + self._args_to_config(config, argname='no_backtest_cache', + logstring='Parameter --no-cache detected ...') + self._args_to_config(config, argname='disableparamexport', logstring='Parameter --disableparamexport detected: {} ...') diff --git a/freqtrade/data/btanalysis.py b/freqtrade/data/btanalysis.py index 10dba8683..27ce8e0ba 100644 --- a/freqtrade/data/btanalysis.py +++ b/freqtrade/data/btanalysis.py @@ -2,6 +2,7 @@ Helpers when analyzing backtest data """ import logging +from copy import copy from pathlib import Path from typing import Any, Dict, List, Optional, Tuple, Union @@ -10,7 +11,7 @@ import pandas as pd from freqtrade.constants import LAST_BT_RESULT_FN from freqtrade.exceptions import OperationalException -from freqtrade.misc import json_load +from freqtrade.misc import get_backtest_metadata_filename, json_load from freqtrade.persistence import LocalTrade, Trade, init_db @@ -102,6 +103,23 @@ def get_latest_hyperopt_file(directory: Union[Path, str], predef_filename: str = return directory / get_latest_hyperopt_filename(directory) +def load_backtest_metadata(filename: Union[Path, str]) -> Dict[str, Any]: + """ + Read metadata dictionary from backtest results file without reading and deserializing entire + file. + :param filename: path to backtest results file. + :return: metadata dict or None if metadata is not present. + """ + filename = get_backtest_metadata_filename(filename) + try: + with filename.open() as fp: + return json_load(fp) + except FileNotFoundError: + return {} + except Exception as e: + raise OperationalException('Unexpected error while loading backtest metadata.') from e + + def load_backtest_stats(filename: Union[Path, str]) -> Dict[str, Any]: """ Load backtest statistics file. @@ -118,9 +136,56 @@ def load_backtest_stats(filename: Union[Path, str]) -> Dict[str, Any]: with filename.open() as file: data = json_load(file) + # Legacy list format does not contain metadata. + if isinstance(data, dict): + data['metadata'] = load_backtest_metadata(filename) + return data +def find_existing_backtest_stats(dirname: Union[Path, str], + run_ids: Dict[str, str]) -> Dict[str, Any]: + """ + Find existing backtest stats that match specified run IDs and load them. + :param dirname: pathlib.Path object, or string pointing to the file. + :param run_ids: {strategy_name: id_string} dictionary. + :return: results dict. + """ + # Copy so we can modify this dict without affecting parent scope. + run_ids = copy(run_ids) + dirname = Path(dirname) + results: Dict[str, Any] = { + 'metadata': {}, + 'strategy': {}, + 'strategy_comparison': [], + } + + # Weird glob expression here avoids including .meta.json files. + for filename in reversed(sorted(dirname.glob('backtest-result-*-[0-9][0-9].json'))): + metadata = load_backtest_metadata(filename) + if not metadata: + # Files are sorted from newest to oldest. When file without metadata is encountered it + # is safe to assume older files will also not have any metadata. + break + + for strategy_name, run_id in list(run_ids.items()): + if metadata.get(strategy_name, {}).get('run_id') == run_id: + # TODO: load_backtest_stats() may load an old version of backtest which is + # incompatible with current version. + del run_ids[strategy_name] + bt_data = load_backtest_stats(filename) + for k in ('metadata', 'strategy'): + results[k][strategy_name] = bt_data[k][strategy_name] + comparison = bt_data['strategy_comparison'] + for i in range(len(comparison)): + if comparison[i]['key'] == strategy_name: + results['strategy_comparison'].append(comparison[i]) + break + if len(run_ids) == 0: + break + return results + + def load_backtest_data(filename: Union[Path, str], strategy: Optional[str] = None) -> pd.DataFrame: """ Load backtest data file. diff --git a/freqtrade/misc.py b/freqtrade/misc.py index 6f439866b..f09e5ee47 100644 --- a/freqtrade/misc.py +++ b/freqtrade/misc.py @@ -2,11 +2,13 @@ Various tool function for Freqtrade and scripts """ import gzip +import hashlib import logging import re +from copy import deepcopy from datetime import datetime from pathlib import Path -from typing import Any, Iterator, List +from typing import Any, Iterator, List, Union from typing.io import IO from urllib.parse import urlparse @@ -228,3 +230,32 @@ def parse_db_uri_for_logging(uri: str): return uri pwd = parsed_db_uri.netloc.split(':')[1].split('@')[0] return parsed_db_uri.geturl().replace(f':{pwd}@', ':*****@') + + +def get_strategy_run_id(strategy) -> str: + """ + Generate unique identification hash for a backtest run. Identical config and strategy file will + always return an identical hash. + :param strategy: strategy object. + :return: hex string id. + """ + digest = hashlib.sha1() + config = deepcopy(strategy.config) + + # Options that have no impact on results of individual backtest. + not_important_keys = ('strategy_list', 'original_config', 'telegram', 'api_server') + for k in not_important_keys: + if k in config: + del config[k] + + digest.update(rapidjson.dumps(config, default=str, + number_mode=rapidjson.NM_NATIVE).encode('utf-8')) + with open(strategy.__file__, 'rb') as fp: + digest.update(fp.read()) + return digest.hexdigest().lower() + + +def get_backtest_metadata_filename(filename: Union[Path, str]) -> Path: + """Return metadata filename for specified backtest results file.""" + filename = Path(filename) + return filename.parent / Path(f'{filename.stem}.meta{filename.suffix}') diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 754b46d81..950531637 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -14,12 +14,13 @@ from pandas import DataFrame from freqtrade.configuration import TimeRange, validate_config_consistency from freqtrade.constants import DATETIME_PRINT_FORMAT from freqtrade.data import history -from freqtrade.data.btanalysis import trade_list_to_dataframe +from freqtrade.data.btanalysis import find_existing_backtest_stats, trade_list_to_dataframe from freqtrade.data.converter import trim_dataframe, trim_dataframes from freqtrade.data.dataprovider import DataProvider from freqtrade.enums import BacktestState, SellType from freqtrade.exceptions import DependencyException, OperationalException from freqtrade.exchange import timeframe_to_minutes, timeframe_to_seconds +from freqtrade.misc import get_strategy_run_id from freqtrade.mixins import LoggingMixin from freqtrade.optimize.bt_progress import BTProgress from freqtrade.optimize.optimize_reports import (generate_backtest_stats, show_backtest_results, @@ -60,7 +61,7 @@ class Backtesting: LoggingMixin.show_output = False self.config = config - self.results: Optional[Dict[str, Any]] = None + self.results: Dict[str, Any] = {} config['dry_run'] = True self.strategylist: List[IStrategy] = [] @@ -727,6 +728,7 @@ class Backtesting: ) backtest_end_time = datetime.now(timezone.utc) results.update({ + 'run_id': get_strategy_run_id(strat), 'backtest_start_time': int(backtest_start_time.timestamp()), 'backtest_end_time': int(backtest_end_time.timestamp()), }) @@ -745,15 +747,50 @@ class Backtesting: self.load_bt_data_detail() logger.info("Dataload complete. Calculating indicators") - for strat in self.strategylist: - min_date, max_date = self.backtest_one_strategy(strat, data, timerange) - if len(self.strategylist) > 0: + run_ids = { + strategy.get_strategy_name(): get_strategy_run_id(strategy) + for strategy in self.strategylist + } - self.results = generate_backtest_stats(data, self.all_results, - min_date=min_date, max_date=max_date) + # Load previous result that will be updated incrementally. + if self.config.get('timerange', '-').endswith('-'): + self.config['no_backtest_cache'] = True + logger.warning('Backtest result caching disabled due to use of open-ended timerange.') + + if not self.config.get('no_backtest_cache', False): + self.results = find_existing_backtest_stats( + self.config['user_data_dir'] / 'backtest_results', run_ids) + + for strat in self.strategylist: + if self.results and strat.get_strategy_name() in self.results['strategy']: + # When previous result hash matches - reuse that result and skip backtesting. + logger.info(f'Reusing result of previous backtest for {strat.get_strategy_name()}') + continue + min_date, max_date = self.backtest_one_strategy(strat, data, timerange) + + # Update old results with new ones. + if len(self.all_results) > 0: + results = generate_backtest_stats( + data, self.all_results, min_date=min_date, max_date=max_date) + if self.results: + self.results['metadata'].update(results['metadata']) + self.results['strategy'].update(results['strategy']) + self.results['strategy_comparison'].extend(results['strategy_comparison']) + else: + self.results = results if self.config.get('export', 'none') == 'trades': store_backtest_stats(self.config['exportfilename'], self.results) + # Results may be mixed up now. Sort them so they follow --strategy-list order. + if 'strategy_list' in self.config and len(self.results) > 0: + self.results['strategy_comparison'] = sorted( + self.results['strategy_comparison'], + key=lambda c: self.config['strategy_list'].index(c['key'])) + self.results['strategy'] = dict( + sorted(self.results['strategy'].items(), + key=lambda kv: self.config['strategy_list'].index(kv[0]))) + + if len(self.strategylist) > 0: # Show backtest results show_backtest_results(self.config, self.results) diff --git a/freqtrade/optimize/optimize_reports.py b/freqtrade/optimize/optimize_reports.py index d0ffe49a9..46930d7b1 100644 --- a/freqtrade/optimize/optimize_reports.py +++ b/freqtrade/optimize/optimize_reports.py @@ -11,7 +11,8 @@ from tabulate import tabulate from freqtrade.constants import DATETIME_PRINT_FORMAT, LAST_BT_RESULT_FN, UNLIMITED_STAKE_AMOUNT from freqtrade.data.btanalysis import (calculate_csum, calculate_market_change, calculate_max_drawdown) -from freqtrade.misc import decimals_per_coin, file_dump_json, round_coin_value +from freqtrade.misc import (decimals_per_coin, file_dump_json, get_backtest_metadata_filename, + round_coin_value) logger = logging.getLogger(__name__) @@ -33,6 +34,11 @@ def store_backtest_stats(recordfilename: Path, stats: Dict[str, DataFrame]) -> N recordfilename.parent, f'{recordfilename.stem}-{datetime.now().strftime("%Y-%m-%d_%H-%M-%S")}' ).with_suffix(recordfilename.suffix) + + # Store metadata separately. + file_dump_json(get_backtest_metadata_filename(filename), stats['metadata']) + del stats['metadata'] + file_dump_json(filename, stats) latest_filename = Path.joinpath(filename.parent, LAST_BT_RESULT_FN) @@ -509,16 +515,25 @@ def generate_backtest_stats(btdata: Dict[str, DataFrame], :param max_date: Backtest end date :return: Dictionary containing results per strategy and a strategy summary. """ - result: Dict[str, Any] = {'strategy': {}} + result: Dict[str, Any] = { + 'metadata': {}, + 'strategy': {}, + 'strategy_comparison': [], + } market_change = calculate_market_change(btdata, 'close') + metadata = {} pairlist = list(btdata.keys()) for strategy, content in all_results.items(): strat_stats = generate_strategy_stats(pairlist, strategy, content, min_date, max_date, market_change=market_change) + metadata[strategy] = { + 'run_id': content['run_id'] + } result['strategy'][strategy] = strat_stats strategy_results = generate_strategy_comparison(bt_stats=result['strategy']) + result['metadata'] = metadata result['strategy_comparison'] = strategy_results return result diff --git a/tests/optimize/test_optimize_reports.py b/tests/optimize/test_optimize_reports.py index ed939d6b0..68257f4d8 100644 --- a/tests/optimize/test_optimize_reports.py +++ b/tests/optimize/test_optimize_reports.py @@ -84,6 +84,7 @@ def test_generate_backtest_stats(default_conf, testdatadir, tmpdir): 'rejected_signals': 20, 'backtest_start_time': Arrow.utcnow().int_timestamp, 'backtest_end_time': Arrow.utcnow().int_timestamp, + 'run_id': '123', } } timerange = TimeRange.parse_timerange('1510688220-1510700340') @@ -132,6 +133,7 @@ def test_generate_backtest_stats(default_conf, testdatadir, tmpdir): 'rejected_signals': 20, 'backtest_start_time': Arrow.utcnow().int_timestamp, 'backtest_end_time': Arrow.utcnow().int_timestamp, + 'run_id': '124', } } @@ -178,16 +180,16 @@ def test_store_backtest_stats(testdatadir, mocker): dump_mock = mocker.patch('freqtrade.optimize.optimize_reports.file_dump_json') - store_backtest_stats(testdatadir, {}) + store_backtest_stats(testdatadir, {'metadata': {}}) - assert dump_mock.call_count == 2 + assert dump_mock.call_count == 3 assert isinstance(dump_mock.call_args_list[0][0][0], Path) assert str(dump_mock.call_args_list[0][0][0]).startswith(str(testdatadir/'backtest-result')) dump_mock.reset_mock() filename = testdatadir / 'testresult.json' - store_backtest_stats(filename, {}) - assert dump_mock.call_count == 2 + store_backtest_stats(filename, {'metadata': {}}) + assert dump_mock.call_count == 3 assert isinstance(dump_mock.call_args_list[0][0][0], Path) # result will be testdatadir / testresult-.json assert str(dump_mock.call_args_list[0][0][0]).startswith(str(testdatadir / 'testresult')) From 526ed7fa9a344bcd881976324c92be9b2b51cb05 Mon Sep 17 00:00:00 2001 From: Rokas Kupstys Date: Fri, 7 Jan 2022 13:10:14 +0200 Subject: [PATCH 115/165] Add test_backtest_start_multi_strat_caching test flexing backtest result caching. --- tests/optimize/test_backtesting.py | 85 ++++++++++++++++++++++++++++++ 1 file changed, 85 insertions(+) diff --git a/tests/optimize/test_backtesting.py b/tests/optimize/test_backtesting.py index 6290c3c55..5fd482340 100644 --- a/tests/optimize/test_backtesting.py +++ b/tests/optimize/test_backtesting.py @@ -1239,3 +1239,88 @@ def test_backtest_start_multi_strat_nomock_detail(default_conf, mocker, assert 'BACKTESTING REPORT' in captured.out assert 'SELL REASON STATS' in captured.out assert 'LEFT OPEN TRADES REPORT' in captured.out + + +@pytest.mark.filterwarnings("ignore:deprecated") +def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testdatadir): + + default_conf.update({ + "use_sell_signal": True, + "sell_profit_only": False, + "sell_profit_offset": 0.0, + "ignore_roi_if_buy_signal": False, + }) + patch_exchange(mocker) + backtestmock = MagicMock(return_value={ + 'results': pd.DataFrame(columns=BT_DATA_COLUMNS), + 'config': default_conf, + 'locks': [], + 'rejected_signals': 20, + 'final_balance': 1000, + }) + mocker.patch('freqtrade.plugins.pairlistmanager.PairListManager.whitelist', + PropertyMock(return_value=['UNITTEST/BTC'])) + mocker.patch('freqtrade.optimize.backtesting.Backtesting.backtest', backtestmock) + mocker.patch('freqtrade.optimize.backtesting', show_backtest_result=MagicMock()) + + path_glob = MagicMock(return_value=['not important']) + load_backtest_metadata = MagicMock(return_value={ + 'StrategyTestV2': {'run_id': '1'}, + 'TestStrategyLegacyV1': {'run_id': 'changed'} + }) + load_backtest_stats = MagicMock(side_effect=[ + { + 'metadata': {'StrategyTestV2': {'run_id': '1'}}, + 'strategy': {'StrategyTestV2': {}}, + 'strategy_comparison': [{'key': 'StrategyTestV2'}] + }, + { + 'metadata': {'TestStrategyLegacyV1': {'run_id': '2'}}, + 'strategy': {'TestStrategyLegacyV1': {}}, + 'strategy_comparison': [{'key': 'TestStrategyLegacyV1'}] + } + ]) + get_strategy_run_id = MagicMock(side_effect=['1', '2', '2']) + mocker.patch('pathlib.Path.glob', path_glob) + mocker.patch.multiple('freqtrade.data.btanalysis', + load_backtest_metadata=load_backtest_metadata, + load_backtest_stats=load_backtest_stats) + mocker.patch('freqtrade.misc.get_strategy_run_id', get_strategy_run_id) + + patched_configuration_load_config_file(mocker, default_conf) + + args = [ + 'backtesting', + '--config', 'config.json', + '--datadir', str(testdatadir), + '--strategy-path', str(Path(__file__).parents[1] / 'strategy/strats'), + '--timeframe', '1m', + '--timerange', '1510694220-1510700340', + '--enable-position-stacking', + '--disable-max-market-positions', + '--strategy-list', + 'StrategyTestV2', + 'TestStrategyLegacyV1', + ] + args = get_args(args) + start_backtesting(args) + # 1 backtest, 1 loaded from cache + assert backtestmock.call_count == 1 + + # check the logs, that will contain the backtest result + exists = [ + 'Parameter -i/--timeframe detected ... Using timeframe: 1m ...', + 'Ignoring max_open_trades (--disable-max-market-positions was used) ...', + 'Parameter --timerange detected: 1510694220-1510700340 ...', + f'Using data directory: {testdatadir} ...', + 'Loading data from 2017-11-14 20:57:00 ' + 'up to 2017-11-14 22:58:00 (0 days).', + 'Backtesting with data from 2017-11-14 21:17:00 ' + 'up to 2017-11-14 22:58:00 (0 days).', + 'Parameter --enable-position-stacking detected ...', + 'Reusing result of previous backtest for StrategyTestV2', + 'Running backtesting for Strategy TestStrategyLegacyV1', + ] + + for line in exists: + assert log_has(line, caplog) From 9becce9897cf9941429232f92aa975001b4e5bca Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 8 Jan 2022 08:41:09 +0100 Subject: [PATCH 116/165] Update failing test --- tests/optimize/test_backtesting.py | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/tests/optimize/test_backtesting.py b/tests/optimize/test_backtesting.py index 5fd482340..7dd0abd4a 100644 --- a/tests/optimize/test_backtesting.py +++ b/tests/optimize/test_backtesting.py @@ -1261,9 +1261,8 @@ def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testda mocker.patch('freqtrade.plugins.pairlistmanager.PairListManager.whitelist', PropertyMock(return_value=['UNITTEST/BTC'])) mocker.patch('freqtrade.optimize.backtesting.Backtesting.backtest', backtestmock) - mocker.patch('freqtrade.optimize.backtesting', show_backtest_result=MagicMock()) + mocker.patch('freqtrade.optimize.backtesting.show_backtest_results', MagicMock()) - path_glob = MagicMock(return_value=['not important']) load_backtest_metadata = MagicMock(return_value={ 'StrategyTestV2': {'run_id': '1'}, 'TestStrategyLegacyV1': {'run_id': 'changed'} @@ -1280,12 +1279,11 @@ def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testda 'strategy_comparison': [{'key': 'TestStrategyLegacyV1'}] } ]) - get_strategy_run_id = MagicMock(side_effect=['1', '2', '2']) - mocker.patch('pathlib.Path.glob', path_glob) + mocker.patch('pathlib.Path.glob', return_value=['not important']) mocker.patch.multiple('freqtrade.data.btanalysis', load_backtest_metadata=load_backtest_metadata, load_backtest_stats=load_backtest_stats) - mocker.patch('freqtrade.misc.get_strategy_run_id', get_strategy_run_id) + mocker.patch('freqtrade.optimize.backtesting.get_strategy_run_id', side_effect=['1', '2', '2']) patched_configuration_load_config_file(mocker, default_conf) From 2b7405470aebf4860c2fb50b76236399f4483aab Mon Sep 17 00:00:00 2001 From: Rokas Kupstys Date: Sat, 15 Jan 2022 17:30:20 +0200 Subject: [PATCH 117/165] Fix timerange check. --- freqtrade/optimize/backtesting.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 950531637..398a35893 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -753,7 +753,8 @@ class Backtesting: } # Load previous result that will be updated incrementally. - if self.config.get('timerange', '-').endswith('-'): + if self.timerange.stopts == 0 or datetime.fromtimestamp( + self.timerange.stopts, tz=timezone.utc) > datetime.now(tz=timezone.utc): self.config['no_backtest_cache'] = True logger.warning('Backtest result caching disabled due to use of open-ended timerange.') From 062d00e8f2aea8f19933b0b978c60b9e32d0ae06 Mon Sep 17 00:00:00 2001 From: Rokas Kupstys Date: Sat, 15 Jan 2022 17:31:16 +0200 Subject: [PATCH 118/165] Fix @informative decorator failing with edge. --- freqtrade/optimize/edge_cli.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/optimize/edge_cli.py b/freqtrade/optimize/edge_cli.py index f211da750..cc9bafb0b 100644 --- a/freqtrade/optimize/edge_cli.py +++ b/freqtrade/optimize/edge_cli.py @@ -34,7 +34,7 @@ class EdgeCli: self.config['stake_amount'] = constants.UNLIMITED_STAKE_AMOUNT self.exchange = ExchangeResolver.load_exchange(self.config['exchange']['name'], self.config) self.strategy = StrategyResolver.load_strategy(self.config) - self.strategy.dp = DataProvider(config, None) + self.strategy.dp = DataProvider(config, self.exchange) validate_config_consistency(self.config) From 270d7ebbf5a5b9454a7ea054ddce8af9845ebac9 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 15 Jan 2022 17:36:13 +0100 Subject: [PATCH 119/165] Simplify test strategy --- tests/strategy/strats/strategy_test_v2.py | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/tests/strategy/strats/strategy_test_v2.py b/tests/strategy/strats/strategy_test_v2.py index 1aadd0d4e..c57becdad 100644 --- a/tests/strategy/strats/strategy_test_v2.py +++ b/tests/strategy/strats/strategy_test_v2.py @@ -6,7 +6,6 @@ import talib.abstract as ta from pandas import DataFrame import freqtrade.vendor.qtpylib.indicators as qtpylib -from freqtrade.exceptions import DependencyException from freqtrade.persistence import Trade from freqtrade.strategy.interface import IStrategy @@ -166,9 +165,7 @@ class StrategyTestV2(IStrategy): current_profit: float, min_stake: float, max_stake: float, **kwargs): if current_profit < -0.0075: - try: - return self.wallets.get_trade_stake_amount(trade.pair, None) - except DependencyException: - pass + orders = trade.select_filled_orders('buy') + return round(orders[0].cost, 0) return None From 39184e1f95789c4e7ebb2f287a4f6d7ea8bb87e7 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 16 Jan 2022 00:19:21 +0100 Subject: [PATCH 120/165] Fix random test-fail around midnight --- tests/rpc/test_rpc_telegram.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/tests/rpc/test_rpc_telegram.py b/tests/rpc/test_rpc_telegram.py index 7f7629e1d..1d638eed1 100644 --- a/tests/rpc/test_rpc_telegram.py +++ b/tests/rpc/test_rpc_telegram.py @@ -4,7 +4,7 @@ import logging import re -from datetime import datetime, timedelta +from datetime import datetime, timedelta, timezone from functools import reduce from random import choice, randint from string import ascii_uppercase @@ -702,10 +702,12 @@ def test_profit_handle(default_conf, update, ticker, ticker_sell_up, fee, mocker.patch('freqtrade.exchange.Exchange.fetch_ticker', ticker_sell_up) trade.update(limit_sell_order) - trade.close_date = datetime.utcnow() + trade.close_date = datetime.now(timezone.utc) trade.is_open = False + Trade.commit() - telegram._profit(update=update, context=MagicMock()) + context.args = [3] + telegram._profit(update=update, context=context) assert msg_mock.call_count == 1 assert '*ROI:* Closed trades' in msg_mock.call_args_list[-1][0][0] assert ('∙ `0.00006217 BTC (6.20%) (0.62 \N{GREEK CAPITAL LETTER SIGMA}%)`' From eabeb87cebda001e72a94473688987dbe9a9822f Mon Sep 17 00:00:00 2001 From: Stefano Ariestasia Date: Sun, 16 Jan 2022 10:00:13 +0900 Subject: [PATCH 121/165] add position_adjustment_enable to config_full.example --- config_examples/config_full.example.json | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/config_examples/config_full.example.json b/config_examples/config_full.example.json index 81a034a21..595048191 100644 --- a/config_examples/config_full.example.json +++ b/config_examples/config_full.example.json @@ -177,5 +177,6 @@ "strategy": "SampleStrategy", "strategy_path": "user_data/strategies/", "dataformat_ohlcv": "json", - "dataformat_trades": "jsongz" + "dataformat_trades": "jsongz", + "position_adjustment_enable": false } From 6c4b261469aef755c94be672d3eba807e50860da Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 16 Jan 2022 08:04:39 +0100 Subject: [PATCH 122/165] Convert nan to None in get_signal. --- freqtrade/strategy/interface.py | 3 +++ tests/strategy/test_interface.py | 4 ++++ 2 files changed, 7 insertions(+) diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py index 36061dc20..c8fb24da1 100644 --- a/freqtrade/strategy/interface.py +++ b/freqtrade/strategy/interface.py @@ -654,6 +654,9 @@ class IStrategy(ABC, HyperStrategyMixin): buy_tag = latest.get(SignalTagType.BUY_TAG.value, None) exit_tag = latest.get(SignalTagType.EXIT_TAG.value, None) + # Tags can be None, which does not resolve to False. + buy_tag = buy_tag if isinstance(buy_tag, str) else None + exit_tag = exit_tag if isinstance(exit_tag, str) else None logger.debug('trigger: %s (pair=%s) buy=%s sell=%s', latest['date'], pair, str(buy), str(sell)) diff --git a/tests/strategy/test_interface.py b/tests/strategy/test_interface.py index f57a9f34e..fd1c2753f 100644 --- a/tests/strategy/test_interface.py +++ b/tests/strategy/test_interface.py @@ -36,6 +36,10 @@ def test_returns_latest_signal(ohlcv_history): mocked_history = ohlcv_history.copy() mocked_history['sell'] = 0 mocked_history['buy'] = 0 + # Set tags in lines that don't matter to test nan in the sell line + mocked_history.loc[0, 'buy_tag'] = 'wrong_line' + mocked_history.loc[0, 'exit_tag'] = 'wrong_line' + mocked_history.loc[1, 'sell'] = 1 assert _STRATEGY.get_signal('ETH/BTC', '5m', mocked_history) == (False, True, None, None) From acda9571d1e8a0c2615b3f3b600da405b3d46371 Mon Sep 17 00:00:00 2001 From: Stefano Ariestasia Date: Sun, 16 Jan 2022 19:10:32 +0900 Subject: [PATCH 123/165] Revert "add position_adjustment_enable to config_full.example" This reverts commit eabeb87cebda001e72a94473688987dbe9a9822f. --- config_examples/config_full.example.json | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/config_examples/config_full.example.json b/config_examples/config_full.example.json index 595048191..81a034a21 100644 --- a/config_examples/config_full.example.json +++ b/config_examples/config_full.example.json @@ -177,6 +177,5 @@ "strategy": "SampleStrategy", "strategy_path": "user_data/strategies/", "dataformat_ohlcv": "json", - "dataformat_trades": "jsongz", - "position_adjustment_enable": false + "dataformat_trades": "jsongz" } From b96b0f89bd0e0e687d5509a7036e15abebbd6a1c Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 16 Jan 2022 13:16:49 +0100 Subject: [PATCH 124/165] improved unfilledtimeout defaults --- config_examples/config_binance.example.json | 4 +++- config_examples/config_bittrex.example.json | 4 +++- config_examples/config_ftx.example.json | 4 +++- config_examples/config_full.example.json | 2 +- config_examples/config_kraken.example.json | 4 +++- freqtrade/templates/base_config.json.j2 | 3 ++- 6 files changed, 15 insertions(+), 6 deletions(-) diff --git a/config_examples/config_binance.example.json b/config_examples/config_binance.example.json index d59ff96cb..c6faf506c 100644 --- a/config_examples/config_binance.example.json +++ b/config_examples/config_binance.example.json @@ -9,7 +9,9 @@ "cancel_open_orders_on_exit": false, "unfilledtimeout": { "buy": 10, - "sell": 30 + "sell": 10, + "exit_timeout_count": 0, + "unit": "minutes" }, "bid_strategy": { "ask_last_balance": 0.0, diff --git a/config_examples/config_bittrex.example.json b/config_examples/config_bittrex.example.json index 4352d8822..9fe99c835 100644 --- a/config_examples/config_bittrex.example.json +++ b/config_examples/config_bittrex.example.json @@ -9,7 +9,9 @@ "cancel_open_orders_on_exit": false, "unfilledtimeout": { "buy": 10, - "sell": 30 + "sell": 10, + "exit_timeout_count": 0, + "unit": "minutes" }, "bid_strategy": { "use_order_book": true, diff --git a/config_examples/config_ftx.example.json b/config_examples/config_ftx.example.json index 4d9633cc0..4f7c2af54 100644 --- a/config_examples/config_ftx.example.json +++ b/config_examples/config_ftx.example.json @@ -9,7 +9,9 @@ "cancel_open_orders_on_exit": false, "unfilledtimeout": { "buy": 10, - "sell": 30 + "sell": 10, + "exit_timeout_count": 0, + "unit": "minutes" }, "bid_strategy": { "ask_last_balance": 0.0, diff --git a/config_examples/config_full.example.json b/config_examples/config_full.example.json index 81a034a21..5202954f4 100644 --- a/config_examples/config_full.example.json +++ b/config_examples/config_full.example.json @@ -28,7 +28,7 @@ "stoploss": -0.10, "unfilledtimeout": { "buy": 10, - "sell": 30, + "sell": 10, "exit_timeout_count": 0, "unit": "minutes" }, diff --git a/config_examples/config_kraken.example.json b/config_examples/config_kraken.example.json index 32def895c..5ac3a9255 100644 --- a/config_examples/config_kraken.example.json +++ b/config_examples/config_kraken.example.json @@ -9,7 +9,9 @@ "cancel_open_orders_on_exit": false, "unfilledtimeout": { "buy": 10, - "sell": 30 + "sell": 10, + "exit_timeout_count": 0, + "unit": "minutes" }, "bid_strategy": { "use_order_book": true, diff --git a/freqtrade/templates/base_config.json.j2 b/freqtrade/templates/base_config.json.j2 index e2fa1c63e..c91715b1f 100644 --- a/freqtrade/templates/base_config.json.j2 +++ b/freqtrade/templates/base_config.json.j2 @@ -15,7 +15,8 @@ "cancel_open_orders_on_exit": false, "unfilledtimeout": { "buy": 10, - "sell": 30, + "sell": 10, + "exit_timeout_count": 0, "unit": "minutes" }, "bid_strategy": { From 69c00db7cdb2e0ee9889a8e649a02f4935164953 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 16 Jan 2022 13:39:50 +0100 Subject: [PATCH 125/165] Only show /balance % improvement if trades have been made --- freqtrade/rpc/rpc.py | 2 ++ freqtrade/rpc/telegram.py | 7 +++++-- 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/freqtrade/rpc/rpc.py b/freqtrade/rpc/rpc.py index f53bc7d94..e568fca8c 100644 --- a/freqtrade/rpc/rpc.py +++ b/freqtrade/rpc/rpc.py @@ -592,6 +592,7 @@ class RPC: value = self._fiat_converter.convert_amount( total, stake_currency, fiat_display_currency) if self._fiat_converter else 0 + trade_count = len(Trade.get_trades_proxy()) starting_capital_ratio = 0.0 starting_capital_ratio = (total / starting_capital) - 1 if starting_capital else 0.0 starting_cap_fiat_ratio = (value / starting_cap_fiat) - 1 if starting_cap_fiat else 0.0 @@ -608,6 +609,7 @@ class RPC: 'starting_capital_fiat': starting_cap_fiat, 'starting_capital_fiat_ratio': starting_cap_fiat_ratio, 'starting_capital_fiat_pct': round(starting_cap_fiat_ratio * 100, 2), + 'trade_count': trade_count, 'note': 'Simulated balances' if self._freqtrade.config['dry_run'] else '' } diff --git a/freqtrade/rpc/telegram.py b/freqtrade/rpc/telegram.py index 61a0b1f65..716694a81 100644 --- a/freqtrade/rpc/telegram.py +++ b/freqtrade/rpc/telegram.py @@ -765,14 +765,17 @@ class Telegram(RPCHandler): f"(< {balance_dust_level} {result['stake']}):*\n" f"\t`Est. {result['stake']}: " f"{round_coin_value(total_dust_balance, result['stake'], False)}`\n") + tc = result['trade_count'] > 0 + stake_improve = f" `({result['starting_capital_ratio']:.2%})`" if tc else '' + fiat_val = f" `({result['starting_capital_fiat_ratio']:.2%})`" if tc else '' output += ("\n*Estimated Value*:\n" f"\t`{result['stake']}: " f"{round_coin_value(result['total'], result['stake'], False)}`" - f" `({result['starting_capital_ratio']:.2%})`\n" + f"{stake_improve}\n" f"\t`{result['symbol']}: " f"{round_coin_value(result['value'], result['symbol'], False)}`" - f" `({result['starting_capital_fiat_ratio']:.2%})`\n") + f"{fiat_val}\n") self._send_msg(output, reload_able=True, callback_path="update_balance", query=update.callback_query) except RPCException as e: From d08885ed92f390c5ded5799b243a5ba5f18d92e0 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 16 Jan 2022 15:37:00 +0100 Subject: [PATCH 126/165] Fix empty "/log" endpoint in certain moments --- freqtrade/loggers.py | 16 +++++++++++++++- tests/test_configuration.py | 6 +++--- 2 files changed, 18 insertions(+), 4 deletions(-) diff --git a/freqtrade/loggers.py b/freqtrade/loggers.py index 5c5831695..e5b6ddbe9 100644 --- a/freqtrade/loggers.py +++ b/freqtrade/loggers.py @@ -7,11 +7,25 @@ from typing import Any, Dict from freqtrade.exceptions import OperationalException +class FTBufferingHandler(BufferingHandler): + def flush(self): + """ + Override Flush behaviour - we keep half of the configured capacity + otherwise, we have moments with "empty" logs. + """ + self.acquire() + try: + # Keep half of the records in buffer. + self.buffer = self.buffer[-int(self.capacity / 2):] + finally: + self.release() + + logger = logging.getLogger(__name__) LOGFORMAT = '%(asctime)s - %(name)s - %(levelname)s - %(message)s' # Initialize bufferhandler - will be used for /log endpoints -bufferHandler = BufferingHandler(1000) +bufferHandler = FTBufferingHandler(1000) bufferHandler.setFormatter(Formatter(LOGFORMAT)) diff --git a/tests/test_configuration.py b/tests/test_configuration.py index 57add66bf..0a6935649 100644 --- a/tests/test_configuration.py +++ b/tests/test_configuration.py @@ -22,7 +22,7 @@ from freqtrade.configuration.load_config import load_config_file, load_file, log from freqtrade.constants import DEFAULT_DB_DRYRUN_URL, DEFAULT_DB_PROD_URL, ENV_VAR_PREFIX from freqtrade.enums import RunMode from freqtrade.exceptions import OperationalException -from freqtrade.loggers import _set_loggers, setup_logging, setup_logging_pre +from freqtrade.loggers import FTBufferingHandler, _set_loggers, setup_logging, setup_logging_pre from tests.conftest import log_has, log_has_re, patched_configuration_load_config_file @@ -686,7 +686,7 @@ def test_set_loggers_syslog(): assert len(logger.handlers) == 3 assert [x for x in logger.handlers if type(x) == logging.handlers.SysLogHandler] assert [x for x in logger.handlers if type(x) == logging.StreamHandler] - assert [x for x in logger.handlers if type(x) == logging.handlers.BufferingHandler] + assert [x for x in logger.handlers if type(x) == FTBufferingHandler] # setting up logging again should NOT cause the loggers to be added a second time. setup_logging(config) assert len(logger.handlers) == 3 @@ -709,7 +709,7 @@ def test_set_loggers_Filehandler(tmpdir): assert len(logger.handlers) == 3 assert [x for x in logger.handlers if type(x) == logging.handlers.RotatingFileHandler] assert [x for x in logger.handlers if type(x) == logging.StreamHandler] - assert [x for x in logger.handlers if type(x) == logging.handlers.BufferingHandler] + assert [x for x in logger.handlers if type(x) == FTBufferingHandler] # setting up logging again should NOT cause the loggers to be added a second time. setup_logging(config) assert len(logger.handlers) == 3 From 2bcfc0c90ce83a16f64b959d954390aadd708e86 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 16 Jan 2022 18:01:05 +0100 Subject: [PATCH 127/165] Add warning about cache problems --- docs/backtesting.md | 4 ++++ freqtrade/optimize/backtesting.py | 1 + 2 files changed, 5 insertions(+) diff --git a/docs/backtesting.md b/docs/backtesting.md index ee930db34..eae6ac4a9 100644 --- a/docs/backtesting.md +++ b/docs/backtesting.md @@ -462,6 +462,10 @@ The output will show a table containing the realized absolute Profit (in stake c To save time, by default backtest will reuse a cached result when backtested strategy and config match that of previous backtest. To force a new backtest despite existing result for identical run specify `--no-cache` parameter. +!!! Warning + Caching is automatically disabled for open-ended timeranges (`--timerange 20210101-`), as freqtrade cannot ensure reliably that the underlying data didn't change. It can also use cached results where it shouldn't if the original backtest had missing data at the end, which was fixed by downloading more data. + In this instance, please use `--no-cache` once to get a fresh backtest. + ### Further backtest-result analysis To further analyze your backtest results, you can [export the trades](#exporting-trades-to-file). diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 398a35893..a4a5fd140 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -753,6 +753,7 @@ class Backtesting: } # Load previous result that will be updated incrementally. + # This can be circumvented in certain instances in combination with downloading more data if self.timerange.stopts == 0 or datetime.fromtimestamp( self.timerange.stopts, tz=timezone.utc) > datetime.now(tz=timezone.utc): self.config['no_backtest_cache'] = True From 3cdb672ac38c1ffc4a9cf6c6f64ddfb8ac47977f Mon Sep 17 00:00:00 2001 From: Matthias Date: Sun, 16 Jan 2022 19:11:20 +0100 Subject: [PATCH 128/165] Improve test coverage --- tests/data/test_btanalysis.py | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/tests/data/test_btanalysis.py b/tests/data/test_btanalysis.py index 9f0b5aef7..eed3532f8 100644 --- a/tests/data/test_btanalysis.py +++ b/tests/data/test_btanalysis.py @@ -13,7 +13,8 @@ from freqtrade.data.btanalysis import (BT_DATA_COLUMNS, analyze_trade_parallelis calculate_underwater, combine_dataframes_with_mean, create_cum_profit, extract_trades_of_period, get_latest_backtest_filename, get_latest_hyperopt_file, - load_backtest_data, load_trades, load_trades_from_db) + load_backtest_data, load_backtest_metadata, load_trades, + load_trades_from_db) from freqtrade.data.history import load_data, load_pair_history from freqtrade.exceptions import OperationalException from tests.conftest import create_mock_trades @@ -40,7 +41,7 @@ def test_get_latest_backtest_filename(testdatadir, mocker): get_latest_backtest_filename(testdatadir) -def test_get_latest_hyperopt_file(testdatadir, mocker): +def test_get_latest_hyperopt_file(testdatadir): res = get_latest_hyperopt_file(testdatadir / 'does_not_exist', 'testfile.pickle') assert res == testdatadir / 'does_not_exist/testfile.pickle' @@ -51,6 +52,17 @@ def test_get_latest_hyperopt_file(testdatadir, mocker): assert res == testdatadir.parent / "hyperopt_results.pickle" +def test_load_backtest_metadata(mocker, testdatadir): + res = load_backtest_metadata(testdatadir / 'nonexistant.file.json') + assert res == {} + + mocker.patch('freqtrade.data.btanalysis.get_backtest_metadata_filename') + mocker.patch('freqtrade.data.btanalysis.json_load', side_effect=Exception()) + with pytest.raises(OperationalException, + match=r"Unexpected error.*loading backtest metadata\."): + load_backtest_metadata(testdatadir / 'nonexistant.file.json') + + def test_load_backtest_data_old_format(testdatadir, mocker): filename = testdatadir / "backtest-result_test222.json" From edd2ea369985485247d7b333b2f14052eb9bde2e Mon Sep 17 00:00:00 2001 From: Stefano Ariestasia Date: Mon, 17 Jan 2022 10:57:10 +0900 Subject: [PATCH 129/165] Update rpc_manager.py --- freqtrade/rpc/rpc_manager.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/freqtrade/rpc/rpc_manager.py b/freqtrade/rpc/rpc_manager.py index 9f62b9e23..b0b6189dd 100644 --- a/freqtrade/rpc/rpc_manager.py +++ b/freqtrade/rpc/rpc_manager.py @@ -85,6 +85,7 @@ class RPCManager: timeframe = config['timeframe'] exchange_name = config['exchange']['name'] strategy_name = config.get('strategy', '') + pos_adjust_enabled = 'On' if config['position_adjustment_enable'] else 'Off' self.send_msg({ 'type': RPCMessageType.STARTUP, 'status': f'*Exchange:* `{exchange_name}`\n' @@ -92,7 +93,8 @@ class RPCManager: f'*Minimum ROI:* `{minimal_roi}`\n' f'*{"Trailing " if trailing_stop else ""}Stoploss:* `{stoploss}`\n' f'*Timeframe:* `{timeframe}`\n' - f'*Strategy:* `{strategy_name}`' + f'*Strategy:* `{strategy_name}`\n' + f'*Position adjustment:* `{pos_adjust_enabled}`' }) self.send_msg({ 'type': RPCMessageType.STARTUP, @@ -104,4 +106,4 @@ class RPCManager: self.send_msg({ 'type': RPCMessageType.STARTUP, 'status': f'Using Protections: \n{prots}' - }) + }) \ No newline at end of file From 6be6515ecc52f4e1f77c4a0ac220d051f9c02799 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 03:01:53 +0000 Subject: [PATCH 130/165] Bump numpy from 1.22.0 to 1.22.1 Bumps [numpy](https://github.com/numpy/numpy) from 1.22.0 to 1.22.1. - [Release notes](https://github.com/numpy/numpy/releases) - [Changelog](https://github.com/numpy/numpy/blob/main/doc/HOWTO_RELEASE.rst.txt) - [Commits](https://github.com/numpy/numpy/compare/v1.22.0...v1.22.1) --- updated-dependencies: - dependency-name: numpy dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index b41b4c672..8bd9596f1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,5 @@ numpy==1.21.5; python_version <= '3.7' -numpy==1.22.0; python_version > '3.7' +numpy==1.22.1; python_version > '3.7' pandas==1.3.5 pandas-ta==0.3.14b From 5afa975839ef62b046a29d191cee533d60922f4a Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 03:01:57 +0000 Subject: [PATCH 131/165] Bump mkdocs-material from 8.1.5 to 8.1.7 Bumps [mkdocs-material](https://github.com/squidfunk/mkdocs-material) from 8.1.5 to 8.1.7. - [Release notes](https://github.com/squidfunk/mkdocs-material/releases) - [Changelog](https://github.com/squidfunk/mkdocs-material/blob/master/CHANGELOG) - [Commits](https://github.com/squidfunk/mkdocs-material/compare/8.1.5...8.1.7) --- updated-dependencies: - dependency-name: mkdocs-material dependency-type: direct:production update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- docs/requirements-docs.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/requirements-docs.txt b/docs/requirements-docs.txt index a301b7326..15124b543 100644 --- a/docs/requirements-docs.txt +++ b/docs/requirements-docs.txt @@ -1,4 +1,4 @@ mkdocs==1.2.3 -mkdocs-material==8.1.5 +mkdocs-material==8.1.7 mdx_truly_sane_lists==1.2 pymdown-extensions==9.1 From e4af162f3835aa4d31a1eedd0f8e0adffe0afee1 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 03:02:02 +0000 Subject: [PATCH 132/165] Bump jsonschema from 4.3.3 to 4.4.0 Bumps [jsonschema](https://github.com/Julian/jsonschema) from 4.3.3 to 4.4.0. - [Release notes](https://github.com/Julian/jsonschema/releases) - [Changelog](https://github.com/Julian/jsonschema/blob/main/CHANGELOG.rst) - [Commits](https://github.com/Julian/jsonschema/compare/v4.3.3...v4.4.0) --- updated-dependencies: - dependency-name: jsonschema dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index b41b4c672..cae6c211e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -13,7 +13,7 @@ arrow==1.2.1 cachetools==4.2.2 requests==2.27.1 urllib3==1.26.8 -jsonschema==4.3.3 +jsonschema==4.4.0 TA-Lib==0.4.24 technical==1.3.0 tabulate==0.8.9 From 3d9f34b0649522ffa0259152d3cc7e7b083c5b28 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 03:02:14 +0000 Subject: [PATCH 133/165] Bump fastapi from 0.71.0 to 0.72.0 Bumps [fastapi](https://github.com/tiangolo/fastapi) from 0.71.0 to 0.72.0. - [Release notes](https://github.com/tiangolo/fastapi/releases) - [Commits](https://github.com/tiangolo/fastapi/compare/0.71.0...0.72.0) --- updated-dependencies: - dependency-name: fastapi dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index b41b4c672..53a3bcd97 100644 --- a/requirements.txt +++ b/requirements.txt @@ -32,7 +32,7 @@ python-rapidjson==1.5 sdnotify==0.3.2 # API Server -fastapi==0.71.0 +fastapi==0.72.0 uvicorn==0.16.0 pyjwt==2.3.0 aiofiles==0.8.0 From c403464bb4b098042b2414bbf9e32251030d3e83 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 03:02:17 +0000 Subject: [PATCH 134/165] Bump flake8-tidy-imports from 4.5.0 to 4.6.0 Bumps [flake8-tidy-imports](https://github.com/adamchainz/flake8-tidy-imports) from 4.5.0 to 4.6.0. - [Release notes](https://github.com/adamchainz/flake8-tidy-imports/releases) - [Changelog](https://github.com/adamchainz/flake8-tidy-imports/blob/main/HISTORY.rst) - [Commits](https://github.com/adamchainz/flake8-tidy-imports/compare/4.5.0...4.6.0) --- updated-dependencies: - dependency-name: flake8-tidy-imports dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index 907daf635..32ff025f5 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -5,7 +5,7 @@ coveralls==3.3.1 flake8==4.0.1 -flake8-tidy-imports==4.5.0 +flake8-tidy-imports==4.6.0 mypy==0.931 pytest==6.2.5 pytest-asyncio==0.16.0 From 9fbb9332f98ef827afc4b4276dd4d43b04b6660e Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 03:02:21 +0000 Subject: [PATCH 135/165] Bump types-requests from 2.27.5 to 2.27.7 Bumps [types-requests](https://github.com/python/typeshed) from 2.27.5 to 2.27.7. - [Release notes](https://github.com/python/typeshed/releases) - [Commits](https://github.com/python/typeshed/commits) --- updated-dependencies: - dependency-name: types-requests dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index 907daf635..3372abe70 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -22,7 +22,7 @@ nbconvert==6.4.0 # mypy types types-cachetools==4.2.8 types-filelock==3.2.4 -types-requests==2.27.5 +types-requests==2.27.7 types-tabulate==0.8.5 # Extensions to datetime library From d38418478419ae5307b0e362c79bf07184305d84 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 03:02:28 +0000 Subject: [PATCH 136/165] Bump ccxt from 1.66.66 to 1.68.20 Bumps [ccxt](https://github.com/ccxt/ccxt) from 1.66.66 to 1.68.20. - [Release notes](https://github.com/ccxt/ccxt/releases) - [Changelog](https://github.com/ccxt/ccxt/blob/master/exchanges.cfg) - [Commits](https://github.com/ccxt/ccxt/compare/1.66.66...1.68.20) --- updated-dependencies: - dependency-name: ccxt dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index b41b4c672..bb6550d67 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,7 +3,7 @@ numpy==1.22.0; python_version > '3.7' pandas==1.3.5 pandas-ta==0.3.14b -ccxt==1.66.66 +ccxt==1.68.20 # Pin cryptography for now due to rust build errors with piwheels cryptography==36.0.1 aiohttp==3.8.1 From 81b80080476fad25072fc514fb51e80ae32f2cb3 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 05:27:54 +0000 Subject: [PATCH 137/165] Bump types-python-dateutil from 2.8.6 to 2.8.7 Bumps [types-python-dateutil](https://github.com/python/typeshed) from 2.8.6 to 2.8.7. - [Release notes](https://github.com/python/typeshed/releases) - [Commits](https://github.com/python/typeshed/commits) --- updated-dependencies: - dependency-name: types-python-dateutil dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index 907daf635..40d4337d9 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -26,4 +26,4 @@ types-requests==2.27.5 types-tabulate==0.8.5 # Extensions to datetime library -types-python-dateutil==2.8.6 \ No newline at end of file +types-python-dateutil==2.8.7 \ No newline at end of file From 9092596a1f8a7e3f198b91ac84639812e36b9f36 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 05:28:33 +0000 Subject: [PATCH 138/165] Bump pytest-asyncio from 0.16.0 to 0.17.1 Bumps [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) from 0.16.0 to 0.17.1. - [Release notes](https://github.com/pytest-dev/pytest-asyncio/releases) - [Commits](https://github.com/pytest-dev/pytest-asyncio/compare/v0.16.0...v0.17.1) --- updated-dependencies: - dependency-name: pytest-asyncio dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index 32ff025f5..ac690e993 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -8,7 +8,7 @@ flake8==4.0.1 flake8-tidy-imports==4.6.0 mypy==0.931 pytest==6.2.5 -pytest-asyncio==0.16.0 +pytest-asyncio==0.17.1 pytest-cov==3.0.0 pytest-mock==3.6.1 pytest-random-order==1.0.4 From da134d3ad19e57044b73da71577dd609422af755 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 05:32:38 +0000 Subject: [PATCH 139/165] Bump types-cachetools from 4.2.8 to 4.2.9 Bumps [types-cachetools](https://github.com/python/typeshed) from 4.2.8 to 4.2.9. - [Release notes](https://github.com/python/typeshed/releases) - [Commits](https://github.com/python/typeshed/commits) --- updated-dependencies: - dependency-name: types-cachetools dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index 75155222b..338e1dd35 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -20,7 +20,7 @@ time-machine==2.5.0 nbconvert==6.4.0 # mypy types -types-cachetools==4.2.8 +types-cachetools==4.2.9 types-filelock==3.2.4 types-requests==2.27.7 types-tabulate==0.8.5 From f2984e9d0e8fbb86d1bf03bb16ad783f45fbf6ca Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 07:06:07 +0000 Subject: [PATCH 140/165] Bump time-machine from 2.5.0 to 2.6.0 Bumps [time-machine](https://github.com/adamchainz/time-machine) from 2.5.0 to 2.6.0. - [Release notes](https://github.com/adamchainz/time-machine/releases) - [Changelog](https://github.com/adamchainz/time-machine/blob/main/HISTORY.rst) - [Commits](https://github.com/adamchainz/time-machine/compare/2.5.0...2.6.0) --- updated-dependencies: - dependency-name: time-machine dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements-dev.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements-dev.txt b/requirements-dev.txt index c25f7cedd..2b83c87ba 100644 --- a/requirements-dev.txt +++ b/requirements-dev.txt @@ -14,7 +14,7 @@ pytest-mock==3.6.1 pytest-random-order==1.0.4 isort==5.10.1 # For datetime mocking -time-machine==2.5.0 +time-machine==2.6.0 # Convert jupyter notebooks to markdown documents nbconvert==6.4.0 From d0dc9e26b0d15df68b70131dce03a49f1b6a5f51 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Mon, 17 Jan 2022 07:10:59 +0000 Subject: [PATCH 141/165] Bump uvicorn from 0.16.0 to 0.17.0 Bumps [uvicorn](https://github.com/encode/uvicorn) from 0.16.0 to 0.17.0. - [Release notes](https://github.com/encode/uvicorn/releases) - [Changelog](https://github.com/encode/uvicorn/blob/master/CHANGELOG.md) - [Commits](https://github.com/encode/uvicorn/compare/0.16.0...0.17.0) --- updated-dependencies: - dependency-name: uvicorn dependency-type: direct:production update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 1e69b13b8..ddbda38ad 100644 --- a/requirements.txt +++ b/requirements.txt @@ -33,7 +33,7 @@ sdnotify==0.3.2 # API Server fastapi==0.72.0 -uvicorn==0.16.0 +uvicorn==0.17.0 pyjwt==2.3.0 aiofiles==0.8.0 psutil==5.9.0 From f9a935b9a3399ef620700c7d303c7a4746ffd462 Mon Sep 17 00:00:00 2001 From: Stefano Ariestasia Date: Mon, 17 Jan 2022 16:37:06 +0900 Subject: [PATCH 142/165] Update rpc_manager.py --- freqtrade/rpc/rpc_manager.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/freqtrade/rpc/rpc_manager.py b/freqtrade/rpc/rpc_manager.py index b0b6189dd..af19d72f2 100644 --- a/freqtrade/rpc/rpc_manager.py +++ b/freqtrade/rpc/rpc_manager.py @@ -92,9 +92,9 @@ class RPCManager: f'*Stake per trade:* `{stake_amount} {stake_currency}`\n' f'*Minimum ROI:* `{minimal_roi}`\n' f'*{"Trailing " if trailing_stop else ""}Stoploss:* `{stoploss}`\n' + f'*Position adjustment:* `{pos_adjust_enabled}`\n' f'*Timeframe:* `{timeframe}`\n' - f'*Strategy:* `{strategy_name}`\n' - f'*Position adjustment:* `{pos_adjust_enabled}`' + f'*Strategy:* `{strategy_name}`' }) self.send_msg({ 'type': RPCMessageType.STARTUP, From 3de843ab2c2ef8a89acd2a2a4fe1f1dd8891b5e0 Mon Sep 17 00:00:00 2001 From: Reigo Reinmets Date: Mon, 17 Jan 2022 13:23:37 +0200 Subject: [PATCH 143/165] Add eager-loading for orders. This allows access to trade.orders in all callbacks. --- freqtrade/freqtradebot.py | 2 -- freqtrade/persistence/models.py | 2 +- 2 files changed, 1 insertion(+), 3 deletions(-) diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py index 5cbd25eea..8980fb91c 100644 --- a/freqtrade/freqtradebot.py +++ b/freqtrade/freqtradebot.py @@ -476,8 +476,6 @@ class FreqtradeBot(LoggingMixin): current_rate = self.exchange.get_rate(trade.pair, refresh=True, side="buy") current_profit = trade.calc_profit_ratio(current_rate) - # TODO: Is there a better way to force lazy-load? - len(trade.orders) min_stake_amount = self.exchange.get_min_pair_stake_amount(trade.pair, current_rate, self.strategy.stoploss) diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py index 8eed60304..98a5329ba 100644 --- a/freqtrade/persistence/models.py +++ b/freqtrade/persistence/models.py @@ -729,7 +729,7 @@ class Trade(_DECL_BASE, LocalTrade): id = Column(Integer, primary_key=True) - orders = relationship("Order", order_by="Order.id", cascade="all, delete-orphan") + orders = relationship("Order", order_by="Order.id", cascade="all, delete-orphan", lazy="joined") exchange = Column(String(25), nullable=False) pair = Column(String(25), nullable=False, index=True) From 9c9c9f017156b85377ec9fbc5a87b22209c70406 Mon Sep 17 00:00:00 2001 From: Matthias Date: Mon, 17 Jan 2022 20:00:35 +0100 Subject: [PATCH 144/165] Readd trailing white line --- freqtrade/rpc/rpc_manager.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/rpc/rpc_manager.py b/freqtrade/rpc/rpc_manager.py index af19d72f2..d97d1df5f 100644 --- a/freqtrade/rpc/rpc_manager.py +++ b/freqtrade/rpc/rpc_manager.py @@ -106,4 +106,4 @@ class RPCManager: self.send_msg({ 'type': RPCMessageType.STARTUP, 'status': f'Using Protections: \n{prots}' - }) \ No newline at end of file + }) From d813fef95b091248678c1838093d5bf0ac405d3d Mon Sep 17 00:00:00 2001 From: Matthias Date: Mon, 17 Jan 2022 20:02:59 +0100 Subject: [PATCH 145/165] Add asyncio_mode setting for pytest --- pyproject.toml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index ad32bad4e..50f0242a8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,6 +25,9 @@ multi_line_output=0 lines_after_imports=2 skip_glob = ["**/.env*", "**/env/*", "**/.venv/*", "**/docs/*"] +[tool.pytest.ini_options] +asyncio_mode = "auto" + [build-system] requires = ["setuptools >= 46.4.0", "wheel"] build-backend = "setuptools.build_meta" From d918d24f0881abbf3aa1095f8041eade5bb8abe9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E0=AE=AE=E0=AE=A9=E0=AF=8B=E0=AE=9C=E0=AF=8D=E0=AE=95?= =?UTF-8?q?=E0=AF=81=E0=AE=AE=E0=AE=BE=E0=AE=B0=E0=AF=8D=20=E0=AE=AA?= =?UTF-8?q?=E0=AE=B4=E0=AE=A9=E0=AE=BF=E0=AE=9A=E0=AF=8D=E0=AE=9A=E0=AE=BE?= =?UTF-8?q?=E0=AE=AE=E0=AE=BF?= Date: Tue, 18 Jan 2022 14:05:03 +0530 Subject: [PATCH 146/165] Spreadfilter log % fix Both the following same print(f'{3:.3%}') print(f'{3 *100 :.3}%') # 300.000% --- freqtrade/plugins/pairlist/SpreadFilter.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/freqtrade/plugins/pairlist/SpreadFilter.py b/freqtrade/plugins/pairlist/SpreadFilter.py index 2d6e728ec..ad0c0f0be 100644 --- a/freqtrade/plugins/pairlist/SpreadFilter.py +++ b/freqtrade/plugins/pairlist/SpreadFilter.py @@ -47,7 +47,7 @@ class SpreadFilter(IPairList): spread = 1 - ticker['bid'] / ticker['ask'] if spread > self._max_spread_ratio: self.log_once(f"Removed {pair} from whitelist, because spread " - f"{spread * 100:.3%} > {self._max_spread_ratio:.3%}", + f"{spread:.3%} > {self._max_spread_ratio:.3%}", logger.info) return False else: From 3925e8a7e3a91c6a500293557c9e8013efad4220 Mon Sep 17 00:00:00 2001 From: Stefano Ariestasia Date: Wed, 19 Jan 2022 16:14:21 +0900 Subject: [PATCH 147/165] add "# Buys" column to status table --- freqtrade/rpc/rpc.py | 13 ++++++++++--- 1 file changed, 10 insertions(+), 3 deletions(-) diff --git a/freqtrade/rpc/rpc.py b/freqtrade/rpc/rpc.py index e568fca8c..41fd37e51 100644 --- a/freqtrade/rpc/rpc.py +++ b/freqtrade/rpc/rpc.py @@ -238,19 +238,26 @@ class RPC: profit_str += f" ({fiat_profit:.2f})" fiat_profit_sum = fiat_profit if isnan(fiat_profit_sum) \ else fiat_profit_sum + fiat_profit - trades_list.append([ + detail_trade = [ trade.id, trade.pair + ('*' if (trade.open_order_id is not None and trade.close_rate_requested is None) else '') + ('**' if (trade.close_rate_requested is not None) else ''), shorten_date(arrow.get(trade.open_date).humanize(only_distance=True)), profit_str - ]) + ] + if self._config.get('position_adjustment_enable', False): + filled_buys = trade.select_filled_orders('buy') + detail_trade.append(str(len(filled_buys))) + trades_list.append(detail_trade) profitcol = "Profit" if self._fiat_converter: profitcol += " (" + fiat_display_currency + ")" - columns = ['ID', 'Pair', 'Since', profitcol] + if self._config.get('position_adjustment_enable', False): + columns = ['ID', 'Pair', 'Since', profitcol, '# Buys'] + else: + columns = ['ID', 'Pair', 'Since', profitcol] return trades_list, columns, fiat_profit_sum def _rpc_daily_profit( From 5fffc5033a9f69daa54719a55956260908d89ba7 Mon Sep 17 00:00:00 2001 From: Rokas Kupstys Date: Tue, 18 Jan 2022 11:00:51 +0200 Subject: [PATCH 148/165] Rework backtesting --no-cahche to --cache=[none, day, week, month]. Fix an issue where config modification during runtime would prevent use of cached results. --- freqtrade/commands/arguments.py | 2 +- freqtrade/commands/cli_options.py | 10 ++-- freqtrade/configuration/configuration.py | 4 +- freqtrade/constants.py | 3 ++ freqtrade/data/btanalysis.py | 48 +++++++++++++------ freqtrade/optimize/backtesting.py | 30 ++++++++---- freqtrade/optimize/optimize_reports.py | 3 +- tests/optimize/test_backtesting.py | 59 +++++++++++++++++++----- 8 files changed, 117 insertions(+), 42 deletions(-) diff --git a/freqtrade/commands/arguments.py b/freqtrade/commands/arguments.py index 119a45662..290865a04 100644 --- a/freqtrade/commands/arguments.py +++ b/freqtrade/commands/arguments.py @@ -24,7 +24,7 @@ ARGS_COMMON_OPTIMIZE = ["timeframe", "timerange", "dataformat_ohlcv", ARGS_BACKTEST = ARGS_COMMON_OPTIMIZE + ["position_stacking", "use_max_market_positions", "enable_protections", "dry_run_wallet", "timeframe_detail", "strategy_list", "export", "exportfilename", - "backtest_breakdown", "no_backtest_cache"] + "backtest_breakdown", "backtest_cache"] ARGS_HYPEROPT = ARGS_COMMON_OPTIMIZE + ["hyperopt", "hyperopt_path", "position_stacking", "use_max_market_positions", diff --git a/freqtrade/commands/cli_options.py b/freqtrade/commands/cli_options.py index 0fb93f0b8..87266fd68 100644 --- a/freqtrade/commands/cli_options.py +++ b/freqtrade/commands/cli_options.py @@ -205,10 +205,12 @@ AVAILABLE_CLI_OPTIONS = { nargs='+', choices=constants.BACKTEST_BREAKDOWNS ), - "no_backtest_cache": Arg( - '--no-cache', - help='Do not reuse cached backtest results.', - action='store_true' + "backtest_cache": Arg( + '--cache', + help='Load a cached backtest result no older than specified age.', + metavar='AGE', + default=constants.BACKTEST_CACHE_DEFAULT, + choices=constants.BACKTEST_CACHE_AGE, ), # Edge "stoploss_range": Arg( diff --git a/freqtrade/configuration/configuration.py b/freqtrade/configuration/configuration.py index 066097916..3ac2e3ddd 100644 --- a/freqtrade/configuration/configuration.py +++ b/freqtrade/configuration/configuration.py @@ -276,8 +276,8 @@ class Configuration: self._args_to_config(config, argname='backtest_breakdown', logstring='Parameter --breakdown detected ...') - self._args_to_config(config, argname='no_backtest_cache', - logstring='Parameter --no-cache detected ...') + self._args_to_config(config, argname='backtest_cache', + logstring='Parameter --cache={} detected ...') self._args_to_config(config, argname='disableparamexport', logstring='Parameter --disableparamexport detected: {} ...') diff --git a/freqtrade/constants.py b/freqtrade/constants.py index f15759ea5..a06666695 100644 --- a/freqtrade/constants.py +++ b/freqtrade/constants.py @@ -34,6 +34,9 @@ AVAILABLE_PAIRLISTS = ['StaticPairList', 'VolumePairList', AVAILABLE_PROTECTIONS = ['CooldownPeriod', 'LowProfitPairs', 'MaxDrawdown', 'StoplossGuard'] AVAILABLE_DATAHANDLERS = ['json', 'jsongz', 'hdf5'] BACKTEST_BREAKDOWNS = ['day', 'week', 'month'] +BACKTEST_CACHE_AGE = ['none', 'day', 'week', 'month'] +BACKTEST_CACHE_DEFAULT = 'day' +BACKTEST_CACHE_NONE = 'none' DRY_RUN_WALLET = 1000 DATETIME_PRINT_FORMAT = '%Y-%m-%d %H:%M:%S' MATH_CLOSE_PREC = 1e-14 # Precision used for float comparisons diff --git a/freqtrade/data/btanalysis.py b/freqtrade/data/btanalysis.py index 27ce8e0ba..1a4d2b1d1 100644 --- a/freqtrade/data/btanalysis.py +++ b/freqtrade/data/btanalysis.py @@ -3,6 +3,7 @@ Helpers when analyzing backtest data """ import logging from copy import copy +from datetime import datetime, timezone from pathlib import Path from typing import Any, Dict, List, Optional, Tuple, Union @@ -143,12 +144,24 @@ def load_backtest_stats(filename: Union[Path, str]) -> Dict[str, Any]: return data -def find_existing_backtest_stats(dirname: Union[Path, str], - run_ids: Dict[str, str]) -> Dict[str, Any]: +def _load_and_merge_backtest_result(strategy_name: str, filename: Path, results: Dict[str, Any]): + bt_data = load_backtest_stats(filename) + for k in ('metadata', 'strategy'): + results[k][strategy_name] = bt_data[k][strategy_name] + comparison = bt_data['strategy_comparison'] + for i in range(len(comparison)): + if comparison[i]['key'] == strategy_name: + results['strategy_comparison'].append(comparison[i]) + break + + +def find_existing_backtest_stats(dirname: Union[Path, str], run_ids: Dict[str, str], + min_backtest_date: datetime = None) -> Dict[str, Any]: """ Find existing backtest stats that match specified run IDs and load them. :param dirname: pathlib.Path object, or string pointing to the file. :param run_ids: {strategy_name: id_string} dictionary. + :param min_backtest_date: do not load a backtest older than specified date. :return: results dict. """ # Copy so we can modify this dict without affecting parent scope. @@ -169,18 +182,27 @@ def find_existing_backtest_stats(dirname: Union[Path, str], break for strategy_name, run_id in list(run_ids.items()): - if metadata.get(strategy_name, {}).get('run_id') == run_id: - # TODO: load_backtest_stats() may load an old version of backtest which is - # incompatible with current version. + strategy_metadata = metadata.get(strategy_name, None) + if not strategy_metadata: + # This strategy is not present in analyzed backtest. + continue + + if min_backtest_date is not None: + try: + backtest_date = strategy_metadata['backtest_start_time'] + except KeyError: + # Older metadata format without backtest time, too old to consider. + return results + backtest_date = datetime.fromtimestamp(backtest_date, tz=timezone.utc) + if backtest_date < min_backtest_date: + # Do not use a cached result for this strategy as first result is too old. + del run_ids[strategy_name] + continue + + if strategy_metadata['run_id'] == run_id: del run_ids[strategy_name] - bt_data = load_backtest_stats(filename) - for k in ('metadata', 'strategy'): - results[k][strategy_name] = bt_data[k][strategy_name] - comparison = bt_data['strategy_comparison'] - for i in range(len(comparison)): - if comparison[i]['key'] == strategy_name: - results['strategy_comparison'].append(comparison[i]) - break + _load_and_merge_backtest_result(strategy_name, filename, results) + if len(run_ids) == 0: break return results diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index a4a5fd140..b98ea1999 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -11,6 +11,7 @@ from typing import Any, Dict, List, Optional, Tuple from pandas import DataFrame +from freqtrade import constants from freqtrade.configuration import TimeRange, validate_config_consistency from freqtrade.constants import DATETIME_PRINT_FORMAT from freqtrade.data import history @@ -64,6 +65,7 @@ class Backtesting: self.results: Dict[str, Any] = {} config['dry_run'] = True + self.run_ids: Dict[str, str] = {} self.strategylist: List[IStrategy] = [] self.all_results: Dict[str, Dict] = {} @@ -728,7 +730,7 @@ class Backtesting: ) backtest_end_time = datetime.now(timezone.utc) results.update({ - 'run_id': get_strategy_run_id(strat), + 'run_id': self.run_ids.get(strat.get_strategy_name(), ''), 'backtest_start_time': int(backtest_start_time.timestamp()), 'backtest_end_time': int(backtest_end_time.timestamp()), }) @@ -736,6 +738,20 @@ class Backtesting: return min_date, max_date + def _get_min_cached_backtest_date(self): + min_backtest_date = None + backtest_cache_age = self.config.get('backtest_cache', constants.BACKTEST_CACHE_DEFAULT) + if self.timerange.stopts == 0 or datetime.fromtimestamp( + self.timerange.stopts, tz=timezone.utc) > datetime.now(tz=timezone.utc): + logger.warning('Backtest result caching disabled due to use of open-ended timerange.') + elif backtest_cache_age == 'day': + min_backtest_date = datetime.now(tz=timezone.utc) - timedelta(days=1) + elif backtest_cache_age == 'week': + min_backtest_date = datetime.now(tz=timezone.utc) - timedelta(weeks=1) + elif backtest_cache_age == 'month': + min_backtest_date = datetime.now(tz=timezone.utc) - timedelta(weeks=4) + return min_backtest_date + def start(self) -> None: """ Run backtesting end-to-end @@ -747,21 +763,17 @@ class Backtesting: self.load_bt_data_detail() logger.info("Dataload complete. Calculating indicators") - run_ids = { + self.run_ids = { strategy.get_strategy_name(): get_strategy_run_id(strategy) for strategy in self.strategylist } # Load previous result that will be updated incrementally. # This can be circumvented in certain instances in combination with downloading more data - if self.timerange.stopts == 0 or datetime.fromtimestamp( - self.timerange.stopts, tz=timezone.utc) > datetime.now(tz=timezone.utc): - self.config['no_backtest_cache'] = True - logger.warning('Backtest result caching disabled due to use of open-ended timerange.') - - if not self.config.get('no_backtest_cache', False): + min_backtest_date = self._get_min_cached_backtest_date() + if min_backtest_date is not None: self.results = find_existing_backtest_stats( - self.config['user_data_dir'] / 'backtest_results', run_ids) + self.config['user_data_dir'] / 'backtest_results', self.run_ids, min_backtest_date) for strat in self.strategylist: if self.results and strat.get_strategy_name() in self.results['strategy']: diff --git a/freqtrade/optimize/optimize_reports.py b/freqtrade/optimize/optimize_reports.py index 46930d7b1..859238af3 100644 --- a/freqtrade/optimize/optimize_reports.py +++ b/freqtrade/optimize/optimize_reports.py @@ -527,7 +527,8 @@ def generate_backtest_stats(btdata: Dict[str, DataFrame], strat_stats = generate_strategy_stats(pairlist, strategy, content, min_date, max_date, market_change=market_change) metadata[strategy] = { - 'run_id': content['run_id'] + 'run_id': content['run_id'], + 'backtest_start_time': content['backtest_start_time'], } result['strategy'][strategy] = strat_stats diff --git a/tests/optimize/test_backtesting.py b/tests/optimize/test_backtesting.py index 7dd0abd4a..edd0faba3 100644 --- a/tests/optimize/test_backtesting.py +++ b/tests/optimize/test_backtesting.py @@ -11,6 +11,7 @@ import pandas as pd import pytest from arrow import Arrow +from freqtrade import constants from freqtrade.commands.optimize_commands import setup_optimize_configuration, start_backtesting from freqtrade.configuration import TimeRange from freqtrade.data import history @@ -1242,8 +1243,11 @@ def test_backtest_start_multi_strat_nomock_detail(default_conf, mocker, @pytest.mark.filterwarnings("ignore:deprecated") -def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testdatadir): - +@pytest.mark.parametrize('run_id', ['2', 'changed']) +@pytest.mark.parametrize('start_delta', [{'days': 0}, {'days': 1}, {'weeks': 1}, {'weeks': 4}]) +@pytest.mark.parametrize('cache', constants.BACKTEST_CACHE_AGE) +def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testdatadir, run_id, + start_delta, cache): default_conf.update({ "use_sell_signal": True, "sell_profit_only": False, @@ -1263,9 +1267,19 @@ def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testda mocker.patch('freqtrade.optimize.backtesting.Backtesting.backtest', backtestmock) mocker.patch('freqtrade.optimize.backtesting.show_backtest_results', MagicMock()) + now = min_backtest_date = datetime.now(tz=timezone.utc) + start_time = now - timedelta(**start_delta) + timedelta(hours=1) + if cache == 'none': + min_backtest_date = now + timedelta(days=1) + elif cache == 'day': + min_backtest_date = now - timedelta(days=1) + elif cache == 'week': + min_backtest_date = now - timedelta(weeks=1) + elif cache == 'month': + min_backtest_date = now - timedelta(weeks=4) load_backtest_metadata = MagicMock(return_value={ - 'StrategyTestV2': {'run_id': '1'}, - 'TestStrategyLegacyV1': {'run_id': 'changed'} + 'StrategyTestV2': {'run_id': '1', 'backtest_start_time': now.timestamp()}, + 'TestStrategyLegacyV1': {'run_id': run_id, 'backtest_start_time': start_time.timestamp()} }) load_backtest_stats = MagicMock(side_effect=[ { @@ -1279,7 +1293,8 @@ def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testda 'strategy_comparison': [{'key': 'TestStrategyLegacyV1'}] } ]) - mocker.patch('pathlib.Path.glob', return_value=['not important']) + mocker.patch('pathlib.Path.glob', return_value=[ + Path(datetime.strftime(datetime.now(), 'backtest-result-%Y-%m-%d_%H-%M-%S.json'))]) mocker.patch.multiple('freqtrade.data.btanalysis', load_backtest_metadata=load_backtest_metadata, load_backtest_stats=load_backtest_stats) @@ -1296,29 +1311,49 @@ def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testda '--timerange', '1510694220-1510700340', '--enable-position-stacking', '--disable-max-market-positions', + '--cache', cache, '--strategy-list', 'StrategyTestV2', 'TestStrategyLegacyV1', ] args = get_args(args) start_backtesting(args) - # 1 backtest, 1 loaded from cache - assert backtestmock.call_count == 1 # check the logs, that will contain the backtest result exists = [ 'Parameter -i/--timeframe detected ... Using timeframe: 1m ...', - 'Ignoring max_open_trades (--disable-max-market-positions was used) ...', 'Parameter --timerange detected: 1510694220-1510700340 ...', f'Using data directory: {testdatadir} ...', 'Loading data from 2017-11-14 20:57:00 ' 'up to 2017-11-14 22:58:00 (0 days).', - 'Backtesting with data from 2017-11-14 21:17:00 ' - 'up to 2017-11-14 22:58:00 (0 days).', 'Parameter --enable-position-stacking detected ...', - 'Reusing result of previous backtest for StrategyTestV2', - 'Running backtesting for Strategy TestStrategyLegacyV1', ] for line in exists: assert log_has(line, caplog) + + if cache == 'none': + assert backtestmock.call_count == 2 + exists = [ + 'Running backtesting for Strategy StrategyTestV2', + 'Running backtesting for Strategy TestStrategyLegacyV1', + 'Ignoring max_open_trades (--disable-max-market-positions was used) ...', + 'Backtesting with data from 2017-11-14 21:17:00 up to 2017-11-14 22:58:00 (0 days).', + ] + elif run_id == '2' and min_backtest_date < start_time: + assert backtestmock.call_count == 0 + exists = [ + 'Reusing result of previous backtest for StrategyTestV2', + 'Reusing result of previous backtest for TestStrategyLegacyV1', + ] + else: + exists = [ + 'Reusing result of previous backtest for StrategyTestV2', + 'Running backtesting for Strategy TestStrategyLegacyV1', + 'Ignoring max_open_trades (--disable-max-market-positions was used) ...', + 'Backtesting with data from 2017-11-14 21:17:00 up to 2017-11-14 22:58:00 (0 days).', + ] + assert backtestmock.call_count == 1 + + for line in exists: + assert log_has(line, caplog) From d319204deaf6043584d247c3ee36dbf46fdf22db Mon Sep 17 00:00:00 2001 From: Matthias Date: Wed, 19 Jan 2022 20:08:09 +0100 Subject: [PATCH 149/165] Add note about legacy metadata format --- freqtrade/constants.py | 1 - freqtrade/data/btanalysis.py | 3 +++ 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/freqtrade/constants.py b/freqtrade/constants.py index a06666695..504c7dce9 100644 --- a/freqtrade/constants.py +++ b/freqtrade/constants.py @@ -36,7 +36,6 @@ AVAILABLE_DATAHANDLERS = ['json', 'jsongz', 'hdf5'] BACKTEST_BREAKDOWNS = ['day', 'week', 'month'] BACKTEST_CACHE_AGE = ['none', 'day', 'week', 'month'] BACKTEST_CACHE_DEFAULT = 'day' -BACKTEST_CACHE_NONE = 'none' DRY_RUN_WALLET = 1000 DATETIME_PRINT_FORMAT = '%Y-%m-%d %H:%M:%S' MATH_CLOSE_PREC = 1e-14 # Precision used for float comparisons diff --git a/freqtrade/data/btanalysis.py b/freqtrade/data/btanalysis.py index 1a4d2b1d1..57eec6eea 100644 --- a/freqtrade/data/btanalysis.py +++ b/freqtrade/data/btanalysis.py @@ -191,6 +191,9 @@ def find_existing_backtest_stats(dirname: Union[Path, str], run_ids: Dict[str, s try: backtest_date = strategy_metadata['backtest_start_time'] except KeyError: + # TODO: this can be removed starting from feb 2022 + # The metadata-file without start_time was only available in develop + # and was never included in an official release. # Older metadata format without backtest time, too old to consider. return results backtest_date = datetime.fromtimestamp(backtest_date, tz=timezone.utc) From afe46a55f7acc196b7c4b4fa644a53f6a14e4ddf Mon Sep 17 00:00:00 2001 From: Matthias Date: Wed, 19 Jan 2022 20:19:17 +0100 Subject: [PATCH 150/165] Add documentation for --cache backtest option --- docs/backtesting.md | 9 ++++++--- freqtrade/commands/cli_options.py | 3 +-- 2 files changed, 7 insertions(+), 5 deletions(-) diff --git a/docs/backtesting.md b/docs/backtesting.md index eae6ac4a9..7420c1dec 100644 --- a/docs/backtesting.md +++ b/docs/backtesting.md @@ -22,6 +22,7 @@ usage: freqtrade backtesting [-h] [-v] [--logfile FILE] [-V] [-c PATH] [--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]] [--export {none,trades}] [--export-filename PATH] [--breakdown {day,week,month} [{day,week,month} ...]] + [--cache {none,day,week,month}] optional arguments: -h, --help show this help message and exit @@ -76,7 +77,9 @@ optional arguments: _today.json` --breakdown {day,week,month} [{day,week,month} ...] Show backtesting breakdown per [day, week, month]. - --no-cache Do not reuse cached backtest results. + --cache {none,day,week,month} + Load a cached backtest result no older than specified + age (default: day). Common arguments: -v, --verbose Verbose mode (-vv for more, -vvv to get all messages). @@ -460,11 +463,11 @@ The output will show a table containing the realized absolute Profit (in stake c ### Backtest result caching -To save time, by default backtest will reuse a cached result when backtested strategy and config match that of previous backtest. To force a new backtest despite existing result for identical run specify `--no-cache` parameter. +To save time, by default backtest will reuse a cached result from within the last day when the backtested strategy and config match that of a previous backtest. To force a new backtest despite existing result for an identical run specify `--cache none` parameter. !!! Warning Caching is automatically disabled for open-ended timeranges (`--timerange 20210101-`), as freqtrade cannot ensure reliably that the underlying data didn't change. It can also use cached results where it shouldn't if the original backtest had missing data at the end, which was fixed by downloading more data. - In this instance, please use `--no-cache` once to get a fresh backtest. + In this instance, please use `--cache none` once to force a fresh backtest. ### Further backtest-result analysis diff --git a/freqtrade/commands/cli_options.py b/freqtrade/commands/cli_options.py index 87266fd68..fc5542c52 100644 --- a/freqtrade/commands/cli_options.py +++ b/freqtrade/commands/cli_options.py @@ -207,8 +207,7 @@ AVAILABLE_CLI_OPTIONS = { ), "backtest_cache": Arg( '--cache', - help='Load a cached backtest result no older than specified age.', - metavar='AGE', + help='Load a cached backtest result no older than specified age (default: %(default)s).', default=constants.BACKTEST_CACHE_DEFAULT, choices=constants.BACKTEST_CACHE_AGE, ), From e9baabce6f326de728f2e795a7cb5eca432ffc7e Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 8 Jan 2022 08:22:25 +0100 Subject: [PATCH 151/165] Store results when backtesting via API --- freqtrade/rpc/api_server/api_backtest.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/freqtrade/rpc/api_server/api_backtest.py b/freqtrade/rpc/api_server/api_backtest.py index d110134d7..8101f54f5 100644 --- a/freqtrade/rpc/api_server/api_backtest.py +++ b/freqtrade/rpc/api_server/api_backtest.py @@ -39,7 +39,8 @@ async def api_start_backtest(bt_settings: BacktestRequest, background_tasks: Bac # Start backtesting # Initialize backtesting object def run_backtest(): - from freqtrade.optimize.optimize_reports import generate_backtest_stats + from freqtrade.optimize.optimize_reports import (generate_backtest_stats, + store_backtest_stats) from freqtrade.resolvers import StrategyResolver asyncio.set_event_loop(asyncio.new_event_loop()) try: @@ -83,6 +84,10 @@ async def api_start_backtest(bt_settings: BacktestRequest, background_tasks: Bac ApiServer._bt.results = generate_backtest_stats( ApiServer._bt_data, ApiServer._bt.all_results, min_date=min_date, max_date=max_date) + + if btconfig.get('export', 'none') == 'trades': + store_backtest_stats(btconfig['exportfilename'], ApiServer._bt.results) + logger.info("Backtest finished.") except DependencyException as e: From a6c7f4554539ec1490bf731fbcb30548c3510d3b Mon Sep 17 00:00:00 2001 From: Matthias Date: Thu, 20 Jan 2022 06:44:41 +0100 Subject: [PATCH 152/165] Update webserver backtseting to reuse prior results --- freqtrade/optimize/backtesting.py | 25 +++++++++++++----------- freqtrade/rpc/api_server/api_backtest.py | 20 +++++++++++++------ 2 files changed, 28 insertions(+), 17 deletions(-) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index b98ea1999..ae4001f5f 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -752,17 +752,7 @@ class Backtesting: min_backtest_date = datetime.now(tz=timezone.utc) - timedelta(weeks=4) return min_backtest_date - def start(self) -> None: - """ - Run backtesting end-to-end - :return: None - """ - data: Dict[str, Any] = {} - - data, timerange = self.load_bt_data() - self.load_bt_data_detail() - logger.info("Dataload complete. Calculating indicators") - + def load_prior_backtest(self): self.run_ids = { strategy.get_strategy_name(): get_strategy_run_id(strategy) for strategy in self.strategylist @@ -775,6 +765,19 @@ class Backtesting: self.results = find_existing_backtest_stats( self.config['user_data_dir'] / 'backtest_results', self.run_ids, min_backtest_date) + def start(self) -> None: + """ + Run backtesting end-to-end + :return: None + """ + data: Dict[str, Any] = {} + + data, timerange = self.load_bt_data() + self.load_bt_data_detail() + logger.info("Dataload complete. Calculating indicators") + + self.load_prior_backtest() + for strat in self.strategylist: if self.results and strat.get_strategy_name() in self.results['strategy']: # When previous result hash matches - reuse that result and skip backtesting. diff --git a/freqtrade/rpc/api_server/api_backtest.py b/freqtrade/rpc/api_server/api_backtest.py index 8101f54f5..97b7b7989 100644 --- a/freqtrade/rpc/api_server/api_backtest.py +++ b/freqtrade/rpc/api_server/api_backtest.py @@ -77,13 +77,21 @@ async def api_start_backtest(bt_settings: BacktestRequest, background_tasks: Bac lastconfig['enable_protections'] = btconfig.get('enable_protections') lastconfig['dry_run_wallet'] = btconfig.get('dry_run_wallet') - ApiServer._bt.abort = False - min_date, max_date = ApiServer._bt.backtest_one_strategy( - strat, ApiServer._bt_data, ApiServer._bt_timerange) + ApiServer._bt.results = {} + ApiServer._bt.load_prior_backtest() - ApiServer._bt.results = generate_backtest_stats( - ApiServer._bt_data, ApiServer._bt.all_results, - min_date=min_date, max_date=max_date) + ApiServer._bt.abort = False + if (ApiServer._bt.results and + strat.get_strategy_name() in ApiServer._bt.results['strategy']): + # When previous result hash matches - reuse that result and skip backtesting. + logger.info(f'Reusing result of previous backtest for {strat.get_strategy_name()}') + else: + min_date, max_date = ApiServer._bt.backtest_one_strategy( + strat, ApiServer._bt_data, ApiServer._bt_timerange) + + ApiServer._bt.results = generate_backtest_stats( + ApiServer._bt_data, ApiServer._bt.all_results, + min_date=min_date, max_date=max_date) if btconfig.get('export', 'none') == 'trades': store_backtest_stats(btconfig['exportfilename'], ApiServer._bt.results) From d5499058562370ff62d301f13ec16c0e1458444b Mon Sep 17 00:00:00 2001 From: Matthias Date: Thu, 20 Jan 2022 07:11:48 +0100 Subject: [PATCH 153/165] Api-backtest to test new functionality --- tests/rpc/test_rpc_apiserver.py | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/tests/rpc/test_rpc_apiserver.py b/tests/rpc/test_rpc_apiserver.py index d6a58322a..207d80cef 100644 --- a/tests/rpc/test_rpc_apiserver.py +++ b/tests/rpc/test_rpc_apiserver.py @@ -1326,7 +1326,7 @@ def test_sysinfo(botclient): assert 'ram_pct' in result -def test_api_backtesting(botclient, mocker, fee, caplog): +def test_api_backtesting(botclient, mocker, fee, caplog, tmpdir): ftbot, client = botclient mocker.patch('freqtrade.exchange.Exchange.get_fee', fee) @@ -1347,6 +1347,11 @@ def test_api_backtesting(botclient, mocker, fee, caplog): assert result['status'] == 'reset' assert not result['running'] assert result['status_msg'] == 'Backtest reset' + ftbot.config['export'] = 'trades' + ftbot.config['backtest_cache'] = 'none' + ftbot.config['user_data_dir'] = Path(tmpdir) + ftbot.config['exportfilename'] = Path(tmpdir) / "backtest_results" + ftbot.config['exportfilename'].mkdir() # start backtesting data = { @@ -1421,6 +1426,14 @@ def test_api_backtesting(botclient, mocker, fee, caplog): rc = client_post(client, f"{BASE_URI}/backtest", data=json.dumps(data)) assert log_has("Backtesting caused an error: ", caplog) + ftbot.config['backtest_cache'] = 'day' + + # Rerun backtest (should get previous result) + rc = client_post(client, f"{BASE_URI}/backtest", data=json.dumps(data)) + assert_response(rc) + result = rc.json() + assert log_has_re('Reusing result of previous backtest.*', caplog) + # Delete backtesting to avoid leakage since the backtest-object may stick around. rc = client_delete(client, f"{BASE_URI}/backtest") assert_response(rc) From 4e9f0d89af76de674eeb0a64f6b363ff5745ba6a Mon Sep 17 00:00:00 2001 From: Italo <45588475+italodamato@users.noreply.github.com> Date: Thu, 20 Jan 2022 17:17:58 +0000 Subject: [PATCH 154/165] add buy_tag to trade tooltip in plots --- freqtrade/plot/plotting.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/plot/plotting.py b/freqtrade/plot/plotting.py index 3769d4c5a..b8a747105 100644 --- a/freqtrade/plot/plotting.py +++ b/freqtrade/plot/plotting.py @@ -236,6 +236,7 @@ def plot_trades(fig, trades: pd.DataFrame) -> make_subplots: if trades is not None and len(trades) > 0: # Create description for sell summarizing the trade trades['desc'] = trades.apply(lambda row: f"{row['profit_ratio']:.2%}, " + f"{row['buy_tag']}, " f"{row['sell_reason']}, " f"{row['trade_duration']} min", axis=1) From 8ce5536dd8a649518b96dedb00cd1ba68772944d Mon Sep 17 00:00:00 2001 From: Italo <45588475+italodamato@users.noreply.github.com> Date: Thu, 20 Jan 2022 18:37:17 +0000 Subject: [PATCH 155/165] fix tests added buy_tag to first ADA/USDT trade --- tests/test_plotting.py | 6 +++--- tests/testdata/backtest-result_new.json | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/tests/test_plotting.py b/tests/test_plotting.py index ae93cac79..1ad292df0 100644 --- a/tests/test_plotting.py +++ b/tests/test_plotting.py @@ -171,7 +171,7 @@ def test_plot_trades(testdatadir, caplog): assert len(trades) == len(trade_buy.x) assert trade_buy.marker.color == 'cyan' assert trade_buy.marker.symbol == 'circle-open' - assert trade_buy.text[0] == '3.99%, roi, 15 min' + assert trade_buy.text[0] == '3.99%, buy_tag, roi, 15 min' trade_sell = find_trace_in_fig_data(figure.data, 'Sell - Profit') assert isinstance(trade_sell, go.Scatter) @@ -179,7 +179,7 @@ def test_plot_trades(testdatadir, caplog): assert len(trades.loc[trades['profit_ratio'] > 0]) == len(trade_sell.x) assert trade_sell.marker.color == 'green' assert trade_sell.marker.symbol == 'square-open' - assert trade_sell.text[0] == '3.99%, roi, 15 min' + assert trade_sell.text[0] == '3.99%, buy_tag, roi, 15 min' trade_sell_loss = find_trace_in_fig_data(figure.data, 'Sell - Loss') assert isinstance(trade_sell_loss, go.Scatter) @@ -187,7 +187,7 @@ def test_plot_trades(testdatadir, caplog): assert len(trades.loc[trades['profit_ratio'] <= 0]) == len(trade_sell_loss.x) assert trade_sell_loss.marker.color == 'red' assert trade_sell_loss.marker.symbol == 'square-open' - assert trade_sell_loss.text[5] == '-10.45%, stop_loss, 720 min' + assert trade_sell_loss.text[5] == '-10.45%, None, stop_loss, 720 min' def test_generate_candlestick_graph_no_signals_no_trades(default_conf, mocker, testdatadir, caplog): diff --git a/tests/testdata/backtest-result_new.json b/tests/testdata/backtest-result_new.json index 54a69fb7e..f0d58cba4 100644 --- a/tests/testdata/backtest-result_new.json +++ b/tests/testdata/backtest-result_new.json @@ -1 +1 @@ -{"strategy":{"StrategyTestV2":{"trades":[{"pair":"TRX/BTC","stake_amount":0.001,"amount":10.37344398340249,"open_date":"2018-01-10 07:15:00+00:00","close_date":"2018-01-10 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day, 5:57:00","loser_holding_avg_s":107820.0,"max_drawdown":0.21142322000000008,"max_drawdown_account":0.08674033488183289,"max_drawdown_abs":0.0030822220000000025,"drawdown_start":"2018-01-25 01:30:00","drawdown_start_ts":1516843800000.0,"drawdown_end":"2018-01-25 03:50:00","drawdown_end_ts":1516852200000.0,"max_drawdown_low":0.02245167355388436,"max_drawdown_high":0.025533895553884363,"csum_min":0.01000434887218045,"csum_max":0.03608683949373386}},"strategy_comparison":[{"key":"StrategyTestV2","trades":179,"profit_mean":0.0008041243575418989,"profit_mean_pct":0.0804124357541899,"profit_sum":0.1439382599999999,"profit_sum_pct":14.39,"profit_total_abs":0.026085499493733857,"profit_total":2.6085499493733857,"profit_total_pct":260.85,"duration_avg":"3:40:00","wins":170,"draws":0,"losses":9,"max_drawdown_account":0.08674033488183289,"max_drawdown_abs":"0.00308222"}]} \ No newline at end of file From a9f14ac11944fa3e81115d80308339d372080bc2 Mon Sep 17 00:00:00 2001 From: Italo <45588475+italodamato@users.noreply.github.com> Date: Thu, 20 Jan 2022 18:44:09 +0000 Subject: [PATCH 156/165] show buy_tag only if not None --- freqtrade/plot/plotting.py | 6 +++--- tests/test_plotting.py | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/freqtrade/plot/plotting.py b/freqtrade/plot/plotting.py index b8a747105..8384c49b7 100644 --- a/freqtrade/plot/plotting.py +++ b/freqtrade/plot/plotting.py @@ -235,9 +235,9 @@ def plot_trades(fig, trades: pd.DataFrame) -> make_subplots: # Trades can be empty if trades is not None and len(trades) > 0: # Create description for sell summarizing the trade - trades['desc'] = trades.apply(lambda row: f"{row['profit_ratio']:.2%}, " - f"{row['buy_tag']}, " - f"{row['sell_reason']}, " + trades['desc'] = trades.apply(lambda row: f"{row['profit_ratio']:.2%}, " + \ + (f"{row['buy_tag']}, " if row['buy_tag'] is not None else "") + \ + f"{row['sell_reason']}, " + \ f"{row['trade_duration']} min", axis=1) trade_buys = go.Scatter( diff --git a/tests/test_plotting.py b/tests/test_plotting.py index 1ad292df0..6846bb5f2 100644 --- a/tests/test_plotting.py +++ b/tests/test_plotting.py @@ -187,7 +187,7 @@ def test_plot_trades(testdatadir, caplog): assert len(trades.loc[trades['profit_ratio'] <= 0]) == len(trade_sell_loss.x) assert trade_sell_loss.marker.color == 'red' assert trade_sell_loss.marker.symbol == 'square-open' - assert trade_sell_loss.text[5] == '-10.45%, None, stop_loss, 720 min' + assert trade_sell_loss.text[5] == '-10.45%, stop_loss, 720 min' def test_generate_candlestick_graph_no_signals_no_trades(default_conf, mocker, testdatadir, caplog): From e35a1e4a01afc448ef11011ed5d15f5bc40f4f26 Mon Sep 17 00:00:00 2001 From: Italo <45588475+italodamato@users.noreply.github.com> Date: Thu, 20 Jan 2022 21:00:33 +0000 Subject: [PATCH 157/165] fix flake8 --- freqtrade/plot/plotting.py | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/freqtrade/plot/plotting.py b/freqtrade/plot/plotting.py index 8384c49b7..3b322696c 100644 --- a/freqtrade/plot/plotting.py +++ b/freqtrade/plot/plotting.py @@ -235,11 +235,12 @@ def plot_trades(fig, trades: pd.DataFrame) -> make_subplots: # Trades can be empty if trades is not None and len(trades) > 0: # Create description for sell summarizing the trade - trades['desc'] = trades.apply(lambda row: f"{row['profit_ratio']:.2%}, " + \ - (f"{row['buy_tag']}, " if row['buy_tag'] is not None else "") + \ - f"{row['sell_reason']}, " + \ - f"{row['trade_duration']} min", - axis=1) + trades['desc'] = trades.apply( + lambda row: f"{row['profit_ratio']:.2%}, " + + (f"{row['buy_tag']}, " if row['buy_tag'] is not None else "") + + f"{row['sell_reason']}, " + + f"{row['trade_duration']} min", + axis=1) trade_buys = go.Scatter( x=trades["open_date"], y=trades["open_rate"], From d02acb21c2ea6bb53786619193c8da226a0174e6 Mon Sep 17 00:00:00 2001 From: Matthias Date: Fri, 21 Jan 2022 07:04:25 +0100 Subject: [PATCH 158/165] Add simple test for #buy header --- freqtrade/rpc/rpc.py | 2 +- tests/rpc/test_rpc.py | 6 ++++++ 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/freqtrade/rpc/rpc.py b/freqtrade/rpc/rpc.py index 41fd37e51..e969aa0a7 100644 --- a/freqtrade/rpc/rpc.py +++ b/freqtrade/rpc/rpc.py @@ -242,7 +242,7 @@ class RPC: trade.id, trade.pair + ('*' if (trade.open_order_id is not None and trade.close_rate_requested is None) else '') - + ('**' if (trade.close_rate_requested is not None) else ''), + + ('**' if (trade.close_rate_requested is not None) else ''), shorten_date(arrow.get(trade.open_date).humanize(only_distance=True)), profit_str ] diff --git a/tests/rpc/test_rpc.py b/tests/rpc/test_rpc.py index e86022a91..fd43df019 100644 --- a/tests/rpc/test_rpc.py +++ b/tests/rpc/test_rpc.py @@ -214,11 +214,17 @@ def test_rpc_status_table(default_conf, ticker, fee, mocker) -> None: result, headers, fiat_profit_sum = rpc._rpc_status_table(default_conf['stake_currency'], 'USD') assert "Since" in headers assert "Pair" in headers + assert len(result[0]) == 4 assert 'instantly' == result[0][2] assert 'ETH/BTC' in result[0][1] assert '-0.41% (-0.06)' == result[0][3] assert '-0.06' == f'{fiat_profit_sum:.2f}' + rpc._config['position_adjustment_enable'] = True + result, headers, fiat_profit_sum = rpc._rpc_status_table(default_conf['stake_currency'], 'USD') + assert "# Buys" in headers + assert len(result[0]) == 5 + mocker.patch('freqtrade.exchange.Exchange.get_rate', MagicMock(side_effect=ExchangeError("Pair 'ETH/BTC' not available"))) result, headers, fiat_profit_sum = rpc._rpc_status_table(default_conf['stake_currency'], 'USD') From bb1d8fb54f67ccabe4ceadf6c57b1f15b9db50cb Mon Sep 17 00:00:00 2001 From: Matthias Date: Fri, 21 Jan 2022 15:23:06 +0100 Subject: [PATCH 159/165] Improve message when no hyperopt fie is found closes #6266 --- freqtrade/data/btanalysis.py | 3 +++ freqtrade/optimize/hyperopt_tools.py | 1 + tests/data/test_btanalysis.py | 6 ++++++ tests/optimize/test_hyperopt_tools.py | 3 ++- 4 files changed, 12 insertions(+), 1 deletion(-) diff --git a/freqtrade/data/btanalysis.py b/freqtrade/data/btanalysis.py index 57eec6eea..16926923b 100644 --- a/freqtrade/data/btanalysis.py +++ b/freqtrade/data/btanalysis.py @@ -100,6 +100,9 @@ def get_latest_hyperopt_file(directory: Union[Path, str], predef_filename: str = if isinstance(directory, str): directory = Path(directory) if predef_filename: + if Path(predef_filename).is_absolute(): + raise OperationalException( + "--hyperopt-filename expects only the filename, not an absolute path.") return directory / predef_filename return directory / get_latest_hyperopt_filename(directory) diff --git a/freqtrade/optimize/hyperopt_tools.py b/freqtrade/optimize/hyperopt_tools.py index 5eac47ba0..61a10c32b 100755 --- a/freqtrade/optimize/hyperopt_tools.py +++ b/freqtrade/optimize/hyperopt_tools.py @@ -137,6 +137,7 @@ class HyperoptTools(): } if not HyperoptTools._test_hyperopt_results_exist(results_file): # No file found. + logger.warning(f"Hyperopt file {results_file} not found.") return [], 0 epochs = [] diff --git a/tests/data/test_btanalysis.py b/tests/data/test_btanalysis.py index eed3532f8..341645854 100644 --- a/tests/data/test_btanalysis.py +++ b/tests/data/test_btanalysis.py @@ -51,6 +51,12 @@ def test_get_latest_hyperopt_file(testdatadir): res = get_latest_hyperopt_file(str(testdatadir.parent)) assert res == testdatadir.parent / "hyperopt_results.pickle" + # Test with absolute path + with pytest.raises( + OperationalException, + match="--hyperopt-filename expects only the filename, not an absolute path."): + get_latest_hyperopt_file(str(testdatadir.parent), str(testdatadir.parent)) + def test_load_backtest_metadata(mocker, testdatadir): res = load_backtest_metadata(testdatadir / 'nonexistant.file.json') diff --git a/tests/optimize/test_hyperopt_tools.py b/tests/optimize/test_hyperopt_tools.py index d9a52db39..6cc0caf40 100644 --- a/tests/optimize/test_hyperopt_tools.py +++ b/tests/optimize/test_hyperopt_tools.py @@ -10,7 +10,7 @@ import rapidjson from freqtrade.constants import FTHYPT_FILEVERSION from freqtrade.exceptions import OperationalException from freqtrade.optimize.hyperopt_tools import HyperoptTools, hyperopt_serializer -from tests.conftest import log_has +from tests.conftest import log_has, log_has_re # Functions for recurrent object patching @@ -24,6 +24,7 @@ def test_save_results_saves_epochs(hyperopt, tmpdir, caplog) -> None: hyperopt.results_file = Path(tmpdir / 'ut_results.fthypt') hyperopt_epochs = HyperoptTools.load_filtered_results(hyperopt.results_file, {}) + assert log_has_re("Hyperopt file .* not found.", caplog) assert hyperopt_epochs == ([], 0) # Test writing to temp dir and reading again From a43c088448f4f95fe57caaa68ded70803f7fa368 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 22 Jan 2022 07:11:59 +0100 Subject: [PATCH 160/165] Allow @informative in webserver mode --- freqtrade/rpc/api_server/api_v1.py | 8 +++++--- freqtrade/rpc/api_server/deps.py | 10 ++++++++++ freqtrade/rpc/api_server/webserver.py | 2 ++ freqtrade/rpc/rpc.py | 4 ++-- 4 files changed, 19 insertions(+), 5 deletions(-) diff --git a/freqtrade/rpc/api_server/api_v1.py b/freqtrade/rpc/api_server/api_v1.py index 1c1ff39df..648ec6c57 100644 --- a/freqtrade/rpc/api_server/api_v1.py +++ b/freqtrade/rpc/api_server/api_v1.py @@ -20,7 +20,7 @@ from freqtrade.rpc.api_server.api_schemas import (AvailablePairs, Balances, Blac Stats, StatusMsg, StrategyListResponse, StrategyResponse, SysInfo, Version, WhitelistResponse) -from freqtrade.rpc.api_server.deps import get_config, get_rpc, get_rpc_optional +from freqtrade.rpc.api_server.deps import get_config, get_exchange, get_rpc, get_rpc_optional from freqtrade.rpc.rpc import RPCException @@ -217,12 +217,14 @@ def pair_candles(pair: str, timeframe: str, limit: Optional[int], rpc: RPC = Dep @router.get('/pair_history', response_model=PairHistory, tags=['candle data']) def pair_history(pair: str, timeframe: str, timerange: str, strategy: str, - config=Depends(get_config)): + config=Depends(get_config), exchange=Depends(get_exchange)): + # The initial call to this endpoint can be slow, as it may need to initialize + # the exchange class. config = deepcopy(config) config.update({ 'strategy': strategy, }) - return RPC._rpc_analysed_history_full(config, pair, timeframe, timerange) + return RPC._rpc_analysed_history_full(config, pair, timeframe, timerange, exchange) @router.get('/plot_config', response_model=PlotConfig, tags=['candle data']) diff --git a/freqtrade/rpc/api_server/deps.py b/freqtrade/rpc/api_server/deps.py index 16f9a78c0..b428d9c6d 100644 --- a/freqtrade/rpc/api_server/deps.py +++ b/freqtrade/rpc/api_server/deps.py @@ -1,5 +1,7 @@ from typing import Any, Dict, Iterator, Optional +from fastapi import Depends + from freqtrade.persistence import Trade from freqtrade.rpc.rpc import RPC, RPCException @@ -28,3 +30,11 @@ def get_config() -> Dict[str, Any]: def get_api_config() -> Dict[str, Any]: return ApiServer._config['api_server'] + + +def get_exchange(config=Depends(get_config)): + if not ApiServer._exchange: + from freqtrade.resolvers import ExchangeResolver + ApiServer._exchange = ExchangeResolver.load_exchange( + config['exchange']['name'], config) + return ApiServer._exchange diff --git a/freqtrade/rpc/api_server/webserver.py b/freqtrade/rpc/api_server/webserver.py index 235063191..63812f52f 100644 --- a/freqtrade/rpc/api_server/webserver.py +++ b/freqtrade/rpc/api_server/webserver.py @@ -41,6 +41,8 @@ class ApiServer(RPCHandler): _has_rpc: bool = False _bgtask_running: bool = False _config: Dict[str, Any] = {} + # Exchange - only available in webserver mode. + _exchange = None def __new__(cls, *args, **kwargs): """ diff --git a/freqtrade/rpc/rpc.py b/freqtrade/rpc/rpc.py index e969aa0a7..2232496de 100644 --- a/freqtrade/rpc/rpc.py +++ b/freqtrade/rpc/rpc.py @@ -995,7 +995,7 @@ class RPC: @staticmethod def _rpc_analysed_history_full(config, pair: str, timeframe: str, - timerange: str) -> Dict[str, Any]: + timerange: str, exchange) -> Dict[str, Any]: timerange_parsed = TimeRange.parse_timerange(timerange) _data = load_data( @@ -1010,7 +1010,7 @@ class RPC: from freqtrade.data.dataprovider import DataProvider from freqtrade.resolvers.strategy_resolver import StrategyResolver strategy = StrategyResolver.load_strategy(config) - strategy.dp = DataProvider(config, exchange=None, pairlists=None) + strategy.dp = DataProvider(config, exchange=exchange, pairlists=None) df_analyzed = strategy.analyze_ticker(_data[pair], {'pair': pair}) From 314a5448811a0723d5f941c096eac7b02747522a Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 22 Jan 2022 08:08:50 +0100 Subject: [PATCH 161/165] Add Failing test for get_strategy_run_id Fails because max_open_trades is "inf" emulates behaviour of `max_open_trades=-1` when loading the configuration) --- tests/optimize/test_backtesting.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/tests/optimize/test_backtesting.py b/tests/optimize/test_backtesting.py index edd0faba3..4caf4aec1 100644 --- a/tests/optimize/test_backtesting.py +++ b/tests/optimize/test_backtesting.py @@ -21,6 +21,7 @@ from freqtrade.data.dataprovider import DataProvider from freqtrade.data.history import get_timerange from freqtrade.enums import RunMode, SellType from freqtrade.exceptions import DependencyException, OperationalException +from freqtrade.misc import get_strategy_run_id from freqtrade.optimize.backtesting import Backtesting from freqtrade.persistence import LocalTrade from freqtrade.resolvers import StrategyResolver @@ -1357,3 +1358,13 @@ def test_backtest_start_multi_strat_caching(default_conf, mocker, caplog, testda for line in exists: assert log_has(line, caplog) + + +def test_get_strategy_run_id(default_conf_usdt): + default_conf_usdt.update({ + 'strategy': 'StrategyTestV2', + 'max_open_trades': float('inf') + }) + strategy = StrategyResolver.load_strategy(default_conf_usdt) + x = get_strategy_run_id(strategy) + assert isinstance(x, str) From 9ecd7400c8316469fd3ae981dc86e4732a991df7 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 22 Jan 2022 08:10:09 +0100 Subject: [PATCH 162/165] Allow NaN when calculating digests --- freqtrade/misc.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/freqtrade/misc.py b/freqtrade/misc.py index f09e5ee47..2a27f1660 100644 --- a/freqtrade/misc.py +++ b/freqtrade/misc.py @@ -248,8 +248,10 @@ def get_strategy_run_id(strategy) -> str: if k in config: del config[k] + # Explicitly allow NaN values (e.g. max_open_trades). + # as it does not matter for getting the hash. digest.update(rapidjson.dumps(config, default=str, - number_mode=rapidjson.NM_NATIVE).encode('utf-8')) + number_mode=rapidjson.NM_NAN).encode('utf-8')) with open(strategy.__file__, 'rb') as fp: digest.update(fp.read()) return digest.hexdigest().lower() From a35b0b519a18d57b9b28e954cdcebf8763885e25 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 22 Jan 2022 13:26:02 +0100 Subject: [PATCH 163/165] Update forcebuy endpoint to support stake-amount closes #6223 --- freqtrade/rpc/api_server/api_schemas.py | 1 + freqtrade/rpc/api_server/api_v1.py | 7 +++++-- freqtrade/rpc/rpc.py | 11 ++++++----- tests/rpc/test_rpc.py | 7 ++++++- 4 files changed, 18 insertions(+), 8 deletions(-) diff --git a/freqtrade/rpc/api_server/api_schemas.py b/freqtrade/rpc/api_server/api_schemas.py index 10f181bb6..bbd858795 100644 --- a/freqtrade/rpc/api_server/api_schemas.py +++ b/freqtrade/rpc/api_server/api_schemas.py @@ -277,6 +277,7 @@ class ForceBuyPayload(BaseModel): pair: str price: Optional[float] ordertype: Optional[OrderTypeValues] + stakeamount: Optional[float] class ForceSellPayload(BaseModel): diff --git a/freqtrade/rpc/api_server/api_v1.py b/freqtrade/rpc/api_server/api_v1.py index 648ec6c57..4c430dd46 100644 --- a/freqtrade/rpc/api_server/api_v1.py +++ b/freqtrade/rpc/api_server/api_v1.py @@ -31,7 +31,8 @@ logger = logging.getLogger(__name__) # Version increments should happen in "small" steps (1.1, 1.12, ...) unless big changes happen. # 1.11: forcebuy and forcesell accept ordertype # 1.12: add blacklist delete endpoint -API_VERSION = 1.12 +# 1.13: forcebuy supports stake_amount +API_VERSION = 1.13 # Public API, requires no auth. router_public = APIRouter() @@ -134,7 +135,9 @@ def show_config(rpc: Optional[RPC] = Depends(get_rpc_optional), config=Depends(g @router.post('/forcebuy', response_model=ForceBuyResponse, tags=['trading']) def forcebuy(payload: ForceBuyPayload, rpc: RPC = Depends(get_rpc)): ordertype = payload.ordertype.value if payload.ordertype else None - trade = rpc._rpc_forcebuy(payload.pair, payload.price, ordertype) + stake_amount = payload.stakeamount if payload.stakeamount else None + + trade = rpc._rpc_forcebuy(payload.pair, payload.price, ordertype, stake_amount) if trade: return ForceBuyResponse.parse_obj(trade.to_json()) diff --git a/freqtrade/rpc/rpc.py b/freqtrade/rpc/rpc.py index 2232496de..c78ff1079 100644 --- a/freqtrade/rpc/rpc.py +++ b/freqtrade/rpc/rpc.py @@ -707,8 +707,8 @@ class RPC: self._freqtrade.wallets.update() return {'result': f'Created sell order for trade {trade_id}.'} - def _rpc_forcebuy(self, pair: str, price: Optional[float], - order_type: Optional[str] = None) -> Optional[Trade]: + def _rpc_forcebuy(self, pair: str, price: Optional[float], order_type: Optional[str] = None, + stake_amount: Optional[float] = None) -> Optional[Trade]: """ Handler for forcebuy Buys a pair trade at the given or current price @@ -733,14 +733,15 @@ class RPC: if not self._freqtrade.strategy.position_adjustment_enable: raise RPCException(f'position for {pair} already open - id: {trade.id}') - # gen stake amount - stakeamount = self._freqtrade.wallets.get_trade_stake_amount(pair) + if not stake_amount: + # gen stake amount + stake_amount = self._freqtrade.wallets.get_trade_stake_amount(pair) # execute buy if not order_type: order_type = self._freqtrade.strategy.order_types.get( 'forcebuy', self._freqtrade.strategy.order_types['buy']) - if self._freqtrade.execute_entry(pair, stakeamount, price, + if self._freqtrade.execute_entry(pair, stake_amount, price, ordertype=order_type, trade=trade): Trade.commit() trade = Trade.get_trades([Trade.is_open.is_(True), Trade.pair == pair]).first() diff --git a/tests/rpc/test_rpc.py b/tests/rpc/test_rpc.py index fd43df019..27c509c94 100644 --- a/tests/rpc/test_rpc.py +++ b/tests/rpc/test_rpc.py @@ -1108,9 +1108,14 @@ def test_rpcforcebuy(mocker, default_conf, ticker, fee, limit_buy_order_open) -> with pytest.raises(RPCException, match=r'Wrong pair selected. Only pairs with stake-currency.*'): rpc._rpc_forcebuy('LTC/ETH', 0.0001) - pair = 'XRP/BTC' + + # Test with defined stake_amount + pair = 'LTC/BTC' + trade = rpc._rpc_forcebuy(pair, 0.0001, order_type='limit', stake_amount=0.05) + assert trade.stake_amount == 0.05 # Test not buying + pair = 'XRP/BTC' freqtradebot = get_patched_freqtradebot(mocker, default_conf) freqtradebot.config['stake_amount'] = 0 patch_get_signal(freqtradebot) From 82f0d4d05684f1576f99cec2bea128208f9ba42b Mon Sep 17 00:00:00 2001 From: Italo <45588475+italodamato@users.noreply.github.com> Date: Sat, 22 Jan 2022 14:03:12 +0000 Subject: [PATCH 164/165] set stoploss at trade creation --- freqtrade/optimize/backtesting.py | 1 + 1 file changed, 1 insertion(+) diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index ae4001f5f..9cfeedd75 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -521,6 +521,7 @@ class Backtesting: exchange='backtesting', orders=[] ) + trade.adjust_stop_loss(trade.open_rate, self.strategy.stoploss, initial=True) order = Order( ft_is_open=False, From 56daafd6b7f89280a7f92df0a856326d5515adf4 Mon Sep 17 00:00:00 2001 From: Matthias Date: Sat, 22 Jan 2022 16:31:59 +0100 Subject: [PATCH 165/165] Use realistic date for dry-run orders --- 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 ef9e395f5..bfff7d06c 100644 --- a/freqtrade/exchange/exchange.py +++ b/freqtrade/exchange/exchange.py @@ -614,7 +614,7 @@ class Exchange: 'side': side, 'filled': 0, 'remaining': _amount, - 'datetime': arrow.utcnow().isoformat(), + 'datetime': arrow.utcnow().strftime('%Y-%m-%dT%H:%M:%S.%fZ'), 'timestamp': arrow.utcnow().int_timestamp * 1000, 'status': "closed" if ordertype == "market" else "open", 'fee': None,

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