From 7bef9a9b3ec8593dac0701e7c5f8df6d77b5d4e0 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sat, 22 Jan 2022 15:59:10 +0100
Subject: [PATCH 01/20] Extract timeout handling from freqtradebot class

---
 freqtrade/freqtradebot.py       | 32 ++++++--------------------------
 freqtrade/strategy/interface.py | 22 ++++++++++++++++++++++
 2 files changed, 28 insertions(+), 26 deletions(-)

diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py
index 8980fb91c..e8f24864f 100644
--- a/freqtrade/freqtradebot.py
+++ b/freqtrade/freqtradebot.py
@@ -9,8 +9,6 @@ from math import isclose
 from threading import Lock
 from typing import Any, Dict, List, Optional, Tuple
 
-import arrow
-
 from freqtrade import __version__, constants
 from freqtrade.configuration import validate_config_consistency
 from freqtrade.data.converter import order_book_to_dataframe
@@ -959,20 +957,6 @@ class FreqtradeBot(LoggingMixin):
             return True
         return False
 
-    def _check_timed_out(self, side: str, order: dict) -> bool:
-        """
-        Check if timeout is active, and if the order is still open and timed out
-        """
-        timeout = self.config.get('unfilledtimeout', {}).get(side)
-        ordertime = arrow.get(order['datetime']).datetime
-        if timeout is not None:
-            timeout_unit = self.config.get('unfilledtimeout', {}).get('unit', 'minutes')
-            timeout_kwargs = {timeout_unit: -timeout}
-            timeout_threshold = arrow.utcnow().shift(**timeout_kwargs).datetime
-            return (order['status'] == 'open' and order['side'] == side
-                    and ordertime < timeout_threshold)
-        return False
-
     def check_handle_timedout(self) -> None:
         """
         Check if any orders are timed out and cancel if necessary
@@ -993,20 +977,16 @@ class FreqtradeBot(LoggingMixin):
 
             if (order['side'] == 'buy' and (order['status'] == 'open' or fully_cancelled) and (
                     fully_cancelled
-                    or self._check_timed_out('buy', order)
-                    or strategy_safe_wrapper(self.strategy.check_buy_timeout,
-                                             default_retval=False)(pair=trade.pair,
-                                                                   trade=trade,
-                                                                   order=order))):
+                    or self.strategy.ft_check_timed_out(
+                        'buy', trade, order, datetime.now(timezone.utc))
+                        )):
                 self.handle_cancel_enter(trade, order, constants.CANCEL_REASON['TIMEOUT'])
 
             elif (order['side'] == 'sell' and (order['status'] == 'open' or fully_cancelled) and (
                   fully_cancelled
-                  or self._check_timed_out('sell', order)
-                  or strategy_safe_wrapper(self.strategy.check_sell_timeout,
-                                           default_retval=False)(pair=trade.pair,
-                                                                 trade=trade,
-                                                                 order=order))):
+                  or self.strategy.ft_check_timed_out(
+                      'sell', trade, order, datetime.now(timezone.utc)))
+                  ):
                 self.handle_cancel_exit(trade, order, constants.CANCEL_REASON['TIMEOUT'])
                 canceled_count = trade.get_exit_order_count()
                 max_timeouts = self.config.get('unfilledtimeout', {}).get('exit_timeout_count', 0)
diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py
index c8fb24da1..d073e8dfa 100644
--- a/freqtrade/strategy/interface.py
+++ b/freqtrade/strategy/interface.py
@@ -852,6 +852,28 @@ class IStrategy(ABC, HyperStrategyMixin):
         else:
             return current_profit > roi
 
+    def ft_check_timed_out(self, side: str, trade: Trade, order: Dict,
+                           current_time: datetime) -> bool:
+        """
+        FT Internal method.
+        Check if timeout is active, and if the order is still open and timed out
+        """
+        timeout = self.config.get('unfilledtimeout', {}).get(side)
+        ordertime = arrow.get(order['datetime']).datetime
+        if timeout is not None:
+            timeout_unit = self.config.get('unfilledtimeout', {}).get('unit', 'minutes')
+            timeout_kwargs = {timeout_unit: -timeout}
+            timeout_threshold = current_time + timedelta(**timeout_kwargs)
+            timedout = (order['status'] == 'open' and order['side'] == side
+                        and ordertime < timeout_threshold)
+            if timedout:
+                return True
+        time_method = 'check_sell_timeout' if order['side'] == 'sell' else 'check_buy_timeout'
+
+        return strategy_safe_wrapper(getattr(self, time_method),
+                                     default_retval=False)(
+                                         pair=trade.pair, trade=trade, order=order)
+
     def advise_all_indicators(self, data: Dict[str, DataFrame]) -> Dict[str, DataFrame]:
         """
         Populates indicators for given candle (OHLCV) data (for multiple pairs)

From 56daafd6b7f89280a7f92df0a856326d5515adf4 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sat, 22 Jan 2022 16:31:59 +0100
Subject: [PATCH 02/20] 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,

From 821a9d9cdc31ee5d97883eb46dbfa221d56ee83e Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sat, 22 Jan 2022 16:05:13 +0100
Subject: [PATCH 03/20] Add current_time to check_timeout functions for
 convenience

---
 docs/strategy-callbacks.md      | 20 +++++++++++---------
 freqtrade/strategy/interface.py | 11 ++++++++---
 2 files changed, 19 insertions(+), 12 deletions(-)

diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md
index 6edc549a4..5e03776c7 100644
--- a/docs/strategy-callbacks.md
+++ b/docs/strategy-callbacks.md
@@ -413,7 +413,7 @@ It applies a tight timeout for higher priced assets, while allowing more time to
 The function must return either `True` (cancel order) or `False` (keep order alive).
 
 ``` python
-from datetime import datetime, timedelta, timezone
+from datetime import datetime, timedelta
 from freqtrade.persistence import Trade
 
 class AwesomeStrategy(IStrategy):
@@ -426,22 +426,24 @@ class AwesomeStrategy(IStrategy):
         'sell': 60 * 25
     }
 
-    def check_buy_timeout(self, pair: str, trade: 'Trade', order: dict, **kwargs) -> bool:
-        if trade.open_rate > 100 and trade.open_date_utc < datetime.now(timezone.utc) - timedelta(minutes=5):
+    def check_buy_timeout(self, pair: str, trade: 'Trade', order: dict, 
+                          current_time: datetime, **kwargs) -> bool:
+        if trade.open_rate > 100 and trade.open_date_utc < current_time - timedelta(minutes=5):
             return True
-        elif trade.open_rate > 10 and trade.open_date_utc < datetime.now(timezone.utc) - timedelta(minutes=3):
+        elif trade.open_rate > 10 and trade.open_date_utc < current_time - timedelta(minutes=3):
             return True
-        elif trade.open_rate < 1 and trade.open_date_utc < datetime.now(timezone.utc) - timedelta(hours=24):
+        elif trade.open_rate < 1 and trade.open_date_utc < current_time - timedelta(hours=24):
            return True
         return False
 
 
-    def check_sell_timeout(self, pair: str, trade: 'Trade', order: dict, **kwargs) -> bool:
-        if trade.open_rate > 100 and trade.open_date_utc < datetime.now(timezone.utc) - timedelta(minutes=5):
+    def check_sell_timeout(self, pair: str, trade: Trade, order: dict,
+                           current_time: datetime, **kwargs) -> bool:
+        if trade.open_rate > 100 and trade.open_date_utc < current_time - timedelta(minutes=5):
             return True
-        elif trade.open_rate > 10 and trade.open_date_utc < datetime.now(timezone.utc) - timedelta(minutes=3):
+        elif trade.open_rate > 10 and trade.open_date_utc < current_time - timedelta(minutes=3):
             return True
-        elif trade.open_rate < 1 and trade.open_date_utc < datetime.now(timezone.utc) - timedelta(hours=24):
+        elif trade.open_rate < 1 and trade.open_date_utc < current_time - timedelta(hours=24):
            return True
         return False
 ```
diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py
index d073e8dfa..ac1285025 100644
--- a/freqtrade/strategy/interface.py
+++ b/freqtrade/strategy/interface.py
@@ -188,7 +188,8 @@ class IStrategy(ABC, HyperStrategyMixin):
         """
         return dataframe
 
-    def check_buy_timeout(self, pair: str, trade: Trade, order: dict, **kwargs) -> bool:
+    def check_buy_timeout(self, pair: str, trade: Trade, order: dict,
+                          current_time: datetime, **kwargs) -> bool:
         """
         Check buy timeout function callback.
         This method can be used to override the buy-timeout.
@@ -201,12 +202,14 @@ class IStrategy(ABC, HyperStrategyMixin):
         :param pair: Pair the trade is for
         :param trade: trade object.
         :param order: Order dictionary as returned from CCXT.
+        :param current_time: datetime object, containing the current datetime
         :param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
         :return bool: When True is returned, then the buy-order is cancelled.
         """
         return False
 
-    def check_sell_timeout(self, pair: str, trade: Trade, order: dict, **kwargs) -> bool:
+    def check_sell_timeout(self, pair: str, trade: Trade, order: dict,
+                           current_time: datetime, **kwargs) -> bool:
         """
         Check sell timeout function callback.
         This method can be used to override the sell-timeout.
@@ -219,6 +222,7 @@ class IStrategy(ABC, HyperStrategyMixin):
         :param pair: Pair the trade is for
         :param trade: trade object.
         :param order: Order dictionary as returned from CCXT.
+        :param current_time: datetime object, containing the current datetime
         :param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
         :return bool: When True is returned, then the sell-order is cancelled.
         """
@@ -872,7 +876,8 @@ class IStrategy(ABC, HyperStrategyMixin):
 
         return strategy_safe_wrapper(getattr(self, time_method),
                                      default_retval=False)(
-                                         pair=trade.pair, trade=trade, order=order)
+                                        pair=trade.pair, trade=trade, order=order,
+                                        current_time=current_time)
 
     def advise_all_indicators(self, data: Dict[str, DataFrame]) -> Dict[str, DataFrame]:
         """

From 8c79d5573918320fe20f36f3a82160c87f092ea0 Mon Sep 17 00:00:00 2001
From: Reigo Reinmets <reigo@reinmets.ee>
Date: Sun, 23 Jan 2022 17:44:16 +0200
Subject: [PATCH 04/20] Fix issue #6268

---
 freqtrade/persistence/models.py | 19 ++++++++++---------
 tests/test_persistence.py       | 27 +++++++++++++++++++++++++++
 2 files changed, 37 insertions(+), 9 deletions(-)

diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py
index 98a5329ba..ba5d11caf 100644
--- a/freqtrade/persistence/models.py
+++ b/freqtrade/persistence/models.py
@@ -577,18 +577,19 @@ 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)):
+        for o in self.orders:
+            if (o.ft_is_open or
+                    (o.ft_order_side != 'buy') or
+                    (o.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:
+            tmp_amount = o.amount
+            tmp_price = o.average or o.price or 0.0
+            if o.filled is not None:
+                tmp_amount = o.filled
+            if tmp_amount > 0.0 and tmp_price is not None:
                 total_amount += tmp_amount
-                total_stake += temp_order.average * tmp_amount
+                total_stake += tmp_price * tmp_amount
 
         if total_amount > 0:
             self.open_rate = total_stake / total_amount
diff --git a/tests/test_persistence.py b/tests/test_persistence.py
index d98238f6f..06afa4e81 100644
--- a/tests/test_persistence.py
+++ b/tests/test_persistence.py
@@ -1661,6 +1661,33 @@ 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
+    # Check with 1 order
+    order_noavg = 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=None,
+        filled=o1_amount,
+        remaining=0,
+        cost=o1_amount,
+        order_date=trade.open_date,
+        order_filled_date=trade.open_date,
+    )
+    trade.orders.append(order_noavg)
+    trade.recalc_trade_from_orders()
+
+    # Calling recalc with single initial order should not change anything
+    assert trade.amount == 3 * o1_amount
+    assert trade.stake_amount == 3 * o1_amount
+    assert trade.open_rate == o1_rate
+    assert trade.fee_open_cost == 3 * o1_fee_cost
+    assert trade.open_trade_value == 3 * o1_trade_val
+    assert trade.nr_of_successful_buys == 3
 
 
 @pytest.mark.usefixtures("init_persistence")

From 51b94889b27e7453b815afb2a988cee1469481af Mon Sep 17 00:00:00 2001
From: Reigo Reinmets <reigo@reinmets.ee>
Date: Sun, 23 Jan 2022 17:56:41 +0200
Subject: [PATCH 05/20] Just in case also check for closed to avoid counting in
 canceled orders.

---
 freqtrade/persistence/models.py | 2 +-
 tests/test_integration.py       | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/freqtrade/persistence/models.py b/freqtrade/persistence/models.py
index ba5d11caf..c3aabd928 100644
--- a/freqtrade/persistence/models.py
+++ b/freqtrade/persistence/models.py
@@ -587,7 +587,7 @@ class LocalTrade():
             tmp_price = o.average or o.price or 0.0
             if o.filled is not None:
                 tmp_amount = o.filled
-            if tmp_amount > 0.0 and tmp_price is not None:
+            if tmp_amount > 0.0 and tmp_price is not None and o.status == 'closed':
                 total_amount += tmp_amount
                 total_stake += tmp_price * tmp_amount
 
diff --git a/tests/test_integration.py b/tests/test_integration.py
index 356ea5c62..ed38f1fec 100644
--- a/tests/test_integration.py
+++ b/tests/test_integration.py
@@ -243,6 +243,8 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None:
     freqtrade.process()
     trade = Trade.get_trades().first()
     assert len(trade.orders) == 2
+    for o in trade.orders:
+        assert o.status == "closed"
     assert trade.stake_amount == 120
 
     # Open-rate averaged between 2.0 and 2.0 * 0.995
@@ -258,7 +260,6 @@ def test_dca_buying(default_conf_usdt, ticker_usdt, fee, mocker) -> None:
     assert trade.orders[1].amount == 60 / ticker_usdt_modif['bid']
 
     assert trade.amount == trade.orders[0].amount + trade.orders[1].amount
-
     assert trade.nr_of_successful_buys == 2
 
     # Sell

From 09db4bcaddb2ef85a7bf28105cc1392fda9d087c Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sun, 23 Jan 2022 17:00:00 +0100
Subject: [PATCH 06/20] Don't use strings, use methods directly

---
 freqtrade/strategy/interface.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py
index ac1285025..16d8ee818 100644
--- a/freqtrade/strategy/interface.py
+++ b/freqtrade/strategy/interface.py
@@ -872,9 +872,9 @@ class IStrategy(ABC, HyperStrategyMixin):
                         and ordertime < timeout_threshold)
             if timedout:
                 return True
-        time_method = 'check_sell_timeout' if order['side'] == 'sell' else 'check_buy_timeout'
+        time_method = self.check_sell_timeout if order['side'] == 'sell' else self.check_buy_timeout
 
-        return strategy_safe_wrapper(getattr(self, time_method),
+        return strategy_safe_wrapper(time_method,
                                      default_retval=False)(
                                         pair=trade.pair, trade=trade, order=order,
                                         current_time=current_time)

From 6613e3757aabea128e54cdfffbd7511df883ba4f Mon Sep 17 00:00:00 2001
From: Reigo Reinmets <reigo@reinmets.ee>
Date: Sun, 23 Jan 2022 18:09:57 +0200
Subject: [PATCH 07/20] Additional fix

---
 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 c3aabd928..76886d8ae 100644
--- a/freqtrade/persistence/models.py
+++ b/freqtrade/persistence/models.py
@@ -584,10 +584,10 @@ class LocalTrade():
                 continue
 
             tmp_amount = o.amount
-            tmp_price = o.average or o.price or 0.0
+            tmp_price = o.average or o.price
             if o.filled is not None:
                 tmp_amount = o.filled
-            if tmp_amount > 0.0 and tmp_price is not None and o.status == 'closed':
+            if tmp_amount > 0.0 and tmp_price is not None:
                 total_amount += tmp_amount
                 total_stake += tmp_price * tmp_amount
 

From 6492e1cd7657f3c83c44a85ce540fa6ffc5abee6 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sun, 23 Jan 2022 17:42:18 +0100
Subject: [PATCH 08/20] Investigate random test failure

---
 tests/optimize/test_backtesting.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/tests/optimize/test_backtesting.py b/tests/optimize/test_backtesting.py
index 4caf4aec1..bc408a059 100644
--- a/tests/optimize/test_backtesting.py
+++ b/tests/optimize/test_backtesting.py
@@ -763,6 +763,8 @@ def test_backtest_pricecontours_protections(default_conf, fee, mocker, testdatad
     # While buy-signals are unrealistic, running backtesting
     # over and over again should not cause different results
     for [contour, numres] in tests:
+        # Debug output for random test failure
+        print(f"{contour}, {numres}")
         assert len(simple_backtest(default_conf, contour, mocker, testdatadir)['results']) == numres
 
 

From daee59f4f1ccc5936f440a49031f2ce168dca45c Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sun, 23 Jan 2022 19:20:10 +0100
Subject: [PATCH 09/20] Reorder interface methods

---
 freqtrade/strategy/interface.py | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py
index 16d8ee818..12755d6bc 100644
--- a/freqtrade/strategy/interface.py
+++ b/freqtrade/strategy/interface.py
@@ -188,6 +188,15 @@ class IStrategy(ABC, HyperStrategyMixin):
         """
         return dataframe
 
+    def bot_loop_start(self, **kwargs) -> None:
+        """
+        Called at the start of the bot iteration (one loop).
+        Might be used to perform pair-independent tasks
+        (e.g. gather some remote resource for comparison)
+        :param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
+        """
+        pass
+
     def check_buy_timeout(self, pair: str, trade: Trade, order: dict,
                           current_time: datetime, **kwargs) -> bool:
         """
@@ -228,15 +237,6 @@ class IStrategy(ABC, HyperStrategyMixin):
         """
         return False
 
-    def bot_loop_start(self, **kwargs) -> None:
-        """
-        Called at the start of the bot iteration (one loop).
-        Might be used to perform pair-independent tasks
-        (e.g. gather some remote resource for comparison)
-        :param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
-        """
-        pass
-
     def confirm_trade_entry(self, pair: str, order_type: str, amount: float, rate: float,
                             time_in_force: str, current_time: datetime, **kwargs) -> bool:
         """

From e67a54f7a979e8bb873875aac3e6a9fac06d40d3 Mon Sep 17 00:00:00 2001
From: Reigo Reinmets <reigo@reinmets.ee>
Date: Sun, 23 Jan 2022 20:51:15 +0200
Subject: [PATCH 10/20] Fix missing order time info in backtesting.

---
 freqtrade/optimize/backtesting.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py
index 9cfeedd75..ea6a4082d 100644
--- a/freqtrade/optimize/backtesting.py
+++ b/freqtrade/optimize/backtesting.py
@@ -531,6 +531,9 @@ class Backtesting:
                 side="buy",
                 order_type="market",
                 status="closed",
+                order_date=row[DATE_IDX].to_pydatetime(),
+                order_filled_date=row[DATE_IDX].to_pydatetime(),
+                order_update_date=row[DATE_IDX].to_pydatetime(),
                 price=propose_rate,
                 average=propose_rate,
                 amount=amount,

From 451eca51c83e78c11b508f04a003efb6f62b352d Mon Sep 17 00:00:00 2001
From: Reigo Reinmets <reigo@reinmets.ee>
Date: Sun, 23 Jan 2022 20:58:25 +0200
Subject: [PATCH 11/20] Optimise the multiple usages of the same timestamp.

---
 freqtrade/optimize/backtesting.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py
index ea6a4082d..8d5dc77d6 100644
--- a/freqtrade/optimize/backtesting.py
+++ b/freqtrade/optimize/backtesting.py
@@ -462,11 +462,11 @@ class Backtesting:
 
     def _enter_trade(self, pair: str, row: Tuple, stake_amount: Optional[float] = None,
                      trade: Optional[LocalTrade] = None) -> Optional[LocalTrade]:
-
+        current_time = row[DATE_IDX].to_pydatetime()
         # 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])(
-            pair=pair, current_time=row[DATE_IDX].to_pydatetime(),
+            pair=pair, current_time=current_time,
             proposed_rate=row[OPEN_IDX])  # default value is the open rate
 
         # Move rate to within the candle's low/high rate
@@ -484,7 +484,7 @@ class Backtesting:
 
             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,
+                pair=pair, current_time=current_time, 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)
@@ -500,7 +500,7 @@ class Backtesting:
         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()):
+                    time_in_force=time_in_force, current_time=current_time):
                 return None
 
         if stake_amount and (not min_stake_amount or stake_amount > min_stake_amount):
@@ -511,7 +511,7 @@ class Backtesting:
                 trade = LocalTrade(
                     pair=pair,
                     open_rate=propose_rate,
-                    open_date=row[DATE_IDX].to_pydatetime(),
+                    open_date=current_time,
                     stake_amount=stake_amount,
                     amount=amount,
                     fee_open=self.fee,
@@ -531,9 +531,9 @@ class Backtesting:
                 side="buy",
                 order_type="market",
                 status="closed",
-                order_date=row[DATE_IDX].to_pydatetime(),
-                order_filled_date=row[DATE_IDX].to_pydatetime(),
-                order_update_date=row[DATE_IDX].to_pydatetime(),
+                order_date=current_time,
+                order_filled_date=current_time,
+                order_update_date=current_time,
                 price=propose_rate,
                 average=propose_rate,
                 amount=amount,

From 138fd9440aa105ca5e826ba710ec2ed934a8f71a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 24 Jan 2022 03:01:03 +0000
Subject: [PATCH 12/20] Bump types-python-dateutil from 2.8.7 to 2.8.8

Bumps [types-python-dateutil](https://github.com/python/typeshed) from 2.8.7 to 2.8.8.
- [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] <support@github.com>
---
 requirements-dev.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index 7773ff01a..6e6b27b88 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -26,4 +26,4 @@ types-requests==2.27.7
 types-tabulate==0.8.5
 
 # Extensions to datetime library
-types-python-dateutil==2.8.7
\ No newline at end of file
+types-python-dateutil==2.8.8
\ No newline at end of file

From 013262f7e2055b2d0561d35b5ce5a222b959a544 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 24 Jan 2022 03:01:07 +0000
Subject: [PATCH 13/20] Bump mkdocs-material from 8.1.7 to 8.1.8

Bumps [mkdocs-material](https://github.com/squidfunk/mkdocs-material) from 8.1.7 to 8.1.8.
- [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/8.1.7...8.1.8)

---
updated-dependencies:
- dependency-name: mkdocs-material
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 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 15124b543..0368c90ff 100644
--- a/docs/requirements-docs.txt
+++ b/docs/requirements-docs.txt
@@ -1,4 +1,4 @@
 mkdocs==1.2.3
-mkdocs-material==8.1.7
+mkdocs-material==8.1.8
 mdx_truly_sane_lists==1.2
 pymdown-extensions==9.1

From 12fabba7841552092b49d3b9f88c6b65fe73b9c8 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 24 Jan 2022 03:01:12 +0000
Subject: [PATCH 14/20] Bump pytest-asyncio from 0.17.1 to 0.17.2

Bumps [pytest-asyncio](https://github.com/pytest-dev/pytest-asyncio) from 0.17.1 to 0.17.2.
- [Release notes](https://github.com/pytest-dev/pytest-asyncio/releases)
- [Commits](https://github.com/pytest-dev/pytest-asyncio/compare/v0.17.1...v0.17.2)

---
updated-dependencies:
- dependency-name: pytest-asyncio
  dependency-type: direct:development
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 requirements-dev.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index 7773ff01a..ae9b68d74 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==0.17.1
+pytest-asyncio==0.17.2
 pytest-cov==3.0.0
 pytest-mock==3.6.1
 pytest-random-order==1.0.4

From 95c7d4868455a17204d980b9649332ae8157f20e Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 24 Jan 2022 03:01:22 +0000
Subject: [PATCH 15/20] Bump sqlalchemy from 1.4.29 to 1.4.31

Bumps [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) from 1.4.29 to 1.4.31.
- [Release notes](https://github.com/sqlalchemy/sqlalchemy/releases)
- [Changelog](https://github.com/sqlalchemy/sqlalchemy/blob/main/CHANGES)
- [Commits](https://github.com/sqlalchemy/sqlalchemy/commits)

---
updated-dependencies:
- dependency-name: sqlalchemy
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index ddbda38ad..1cc6db7a4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,7 +7,7 @@ ccxt==1.68.20
 # Pin cryptography for now due to rust build errors with piwheels
 cryptography==36.0.1
 aiohttp==3.8.1
-SQLAlchemy==1.4.29
+SQLAlchemy==1.4.31
 python-telegram-bot==13.10
 arrow==1.2.1
 cachetools==4.2.2

From cf79cef7bab8379b2784604b303f445ff81c13d6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 24 Jan 2022 03:01:24 +0000
Subject: [PATCH 16/20] Bump types-filelock from 3.2.4 to 3.2.5

Bumps [types-filelock](https://github.com/python/typeshed) from 3.2.4 to 3.2.5.
- [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] <support@github.com>
---
 requirements-dev.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index 7773ff01a..e16d7891e 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -21,7 +21,7 @@ nbconvert==6.4.0
 
 # mypy types
 types-cachetools==4.2.9
-types-filelock==3.2.4
+types-filelock==3.2.5
 types-requests==2.27.7
 types-tabulate==0.8.5
 

From b8413410d1e8d0f314bcf9b0475aebb9097938fe Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 24 Jan 2022 03:01:33 +0000
Subject: [PATCH 17/20] Bump fastapi from 0.72.0 to 0.73.0

Bumps [fastapi](https://github.com/tiangolo/fastapi) from 0.72.0 to 0.73.0.
- [Release notes](https://github.com/tiangolo/fastapi/releases)
- [Commits](https://github.com/tiangolo/fastapi/compare/0.72.0...0.73.0)

---
updated-dependencies:
- dependency-name: fastapi
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index ddbda38ad..12004df59 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -32,7 +32,7 @@ python-rapidjson==1.5
 sdnotify==0.3.2
 
 # API Server
-fastapi==0.72.0
+fastapi==0.73.0
 uvicorn==0.17.0
 pyjwt==2.3.0
 aiofiles==0.8.0

From e252830229e536328c0d5bdf3afc13ceb4d04ffb Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sun, 23 Jan 2022 19:32:38 +0100
Subject: [PATCH 18/20] Add entry_tag to "entry" callbacks

---
 docs/strategy-callbacks.md                          |  9 +++++----
 freqtrade/freqtradebot.py                           | 10 ++++++----
 freqtrade/optimize/backtesting.py                   | 13 ++++++++-----
 freqtrade/strategy/interface.py                     | 10 +++++++---
 .../subtemplates/strategy_methods_advanced.j2       |  7 +++++--
 5 files changed, 31 insertions(+), 18 deletions(-)

diff --git a/docs/strategy-callbacks.md b/docs/strategy-callbacks.md
index 5e03776c7..e83fee46f 100644
--- a/docs/strategy-callbacks.md
+++ b/docs/strategy-callbacks.md
@@ -362,8 +362,8 @@ class AwesomeStrategy(IStrategy):
 
     # ... populate_* methods
 
-    def custom_entry_price(self, pair: str, current_time: datetime,
-                           proposed_rate, **kwargs) -> float:
+    def custom_entry_price(self, pair: str, current_time: datetime, proposed_rate: float, 
+                           entry_tag: Optional[str], **kwargs) -> float:
 
         dataframe, last_updated = self.dp.get_analyzed_dataframe(pair=pair,
                                                                 timeframe=self.timeframe)
@@ -502,7 +502,8 @@ class AwesomeStrategy(IStrategy):
     # ... populate_* methods
 
     def confirm_trade_entry(self, pair: str, order_type: str, amount: float, rate: float,
-                            time_in_force: str, current_time: datetime, **kwargs) -> bool:
+                            time_in_force: str, current_time: datetime, entry_tag: Optional[str], 
+                            **kwargs) -> bool:
         """
         Called right before placing a buy order.
         Timing for this function is critical, so avoid doing heavy computations or
@@ -620,7 +621,7 @@ class DigDeeperStrategy(IStrategy):
     # 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:
+                            entry_tag: Optional[str], **kwargs) -> float:
         
         # We need to leave most of the funds for possible further DCA orders
         # This also applies to fixed stakes
diff --git a/freqtrade/freqtradebot.py b/freqtrade/freqtradebot.py
index e8f24864f..972b6f6b7 100644
--- a/freqtrade/freqtradebot.py
+++ b/freqtrade/freqtradebot.py
@@ -531,7 +531,7 @@ class FreqtradeBot(LoggingMixin):
         pos_adjust = trade is not None
 
         enter_limit_requested, stake_amount = self.get_valid_enter_price_and_stake(
-            pair, price, stake_amount, trade)
+            pair, price, stake_amount, buy_tag, trade)
 
         if not stake_amount:
             return False
@@ -550,7 +550,8 @@ class FreqtradeBot(LoggingMixin):
         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)):
+                time_in_force=time_in_force, current_time=datetime.now(timezone.utc),
+                entry_tag=buy_tag):
             logger.info(f"User requested abortion of buying {pair}")
             return False
         amount = self.exchange.amount_to_precision(pair, amount)
@@ -660,6 +661,7 @@ class FreqtradeBot(LoggingMixin):
 
     def get_valid_enter_price_and_stake(
             self, pair: str, price: Optional[float], stake_amount: float,
+            entry_tag: Optional[str],
             trade: Optional[Trade]) -> Tuple[float, float]:
         if price:
             enter_limit_requested = price
@@ -669,7 +671,7 @@ class FreqtradeBot(LoggingMixin):
             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)
+                proposed_rate=proposed_enter_rate, entry_tag=entry_tag)
 
             enter_limit_requested = self.get_valid_price(custom_entry_price, proposed_enter_rate)
         if not enter_limit_requested:
@@ -682,7 +684,7 @@ class FreqtradeBot(LoggingMixin):
                                                  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)
+                min_stake=min_stake_amount, max_stake=max_stake_amount, entry_tag=entry_tag)
         stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount)
         return enter_limit_requested, stake_amount
 
diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py
index 8d5dc77d6..8e52a62fa 100644
--- a/freqtrade/optimize/backtesting.py
+++ b/freqtrade/optimize/backtesting.py
@@ -462,12 +462,14 @@ class Backtesting:
 
     def _enter_trade(self, pair: str, row: Tuple, stake_amount: Optional[float] = None,
                      trade: Optional[LocalTrade] = None) -> Optional[LocalTrade]:
+
         current_time = row[DATE_IDX].to_pydatetime()
+        entry_tag = row[BUY_TAG_IDX] if len(row) >= BUY_TAG_IDX + 1 else None
         # 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])(
             pair=pair, current_time=current_time,
-            proposed_rate=row[OPEN_IDX])  # default value is the open rate
+            proposed_rate=row[OPEN_IDX], entry_tag=entry_tag)  # default value is the open rate
 
         # Move rate to within the candle's low/high rate
         propose_rate = min(max(propose_rate, row[LOW_IDX]), row[HIGH_IDX])
@@ -485,7 +487,8 @@ class Backtesting:
             stake_amount = strategy_safe_wrapper(self.strategy.custom_stake_amount,
                                                  default_retval=stake_amount)(
                 pair=pair, current_time=current_time, current_rate=propose_rate,
-                proposed_stake=stake_amount, min_stake=min_stake_amount, max_stake=max_stake_amount)
+                proposed_stake=stake_amount, min_stake=min_stake_amount, max_stake=max_stake_amount,
+                entry_tag=entry_tag)
 
         stake_amount = self.wallets.validate_stake_amount(pair, stake_amount, min_stake_amount)
 
@@ -500,14 +503,14 @@ class Backtesting:
         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=current_time):
+                    time_in_force=time_in_force, current_time=current_time,
+                    entry_tag=entry_tag):
                 return None
 
         if stake_amount and (not min_stake_amount or stake_amount > min_stake_amount):
             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,
@@ -517,7 +520,7 @@ class Backtesting:
                     fee_open=self.fee,
                     fee_close=self.fee,
                     is_open=True,
-                    buy_tag=row[BUY_TAG_IDX] if has_buy_tag else None,
+                    buy_tag=entry_tag,
                     exchange='backtesting',
                     orders=[]
                 )
diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py
index 12755d6bc..0ce53c5cc 100644
--- a/freqtrade/strategy/interface.py
+++ b/freqtrade/strategy/interface.py
@@ -238,7 +238,8 @@ class IStrategy(ABC, HyperStrategyMixin):
         return False
 
     def confirm_trade_entry(self, pair: str, order_type: str, amount: float, rate: float,
-                            time_in_force: str, current_time: datetime, **kwargs) -> bool:
+                            time_in_force: str, current_time: datetime, entry_tag: Optional[str],
+                            **kwargs) -> bool:
         """
         Called right before placing a buy order.
         Timing for this function is critical, so avoid doing heavy computations or
@@ -254,6 +255,7 @@ class IStrategy(ABC, HyperStrategyMixin):
         :param rate: Rate that's going to be used when using limit orders
         :param time_in_force: Time in force. Defaults to GTC (Good-til-cancelled).
         :param current_time: datetime object, containing the current datetime
+        :param entry_tag: Optional entry_tag (buy_tag) if provided with the buy signal.
         :param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
         :return bool: When True is returned, then the buy-order is placed on the exchange.
             False aborts the process
@@ -311,7 +313,7 @@ class IStrategy(ABC, HyperStrategyMixin):
         return self.stoploss
 
     def custom_entry_price(self, pair: str, current_time: datetime, proposed_rate: float,
-                           **kwargs) -> float:
+                           entry_tag: Optional[str], **kwargs) -> float:
         """
         Custom entry price logic, returning the new entry price.
 
@@ -322,6 +324,7 @@ class IStrategy(ABC, HyperStrategyMixin):
         :param pair: Pair that's currently analyzed
         :param current_time: datetime object, containing the current datetime
         :param proposed_rate: Rate, calculated based on pricing settings in ask_strategy.
+        :param entry_tag: Optional entry_tag (buy_tag) if provided with the buy signal.
         :param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
         :return float: New entry price value if provided
         """
@@ -373,7 +376,7 @@ class IStrategy(ABC, HyperStrategyMixin):
 
     def custom_stake_amount(self, pair: str, current_time: datetime, current_rate: float,
                             proposed_stake: float, min_stake: float, max_stake: float,
-                            **kwargs) -> float:
+                            entry_tag: Optional[str], **kwargs) -> float:
         """
         Customize stake size for each new trade. This method is not called when edge module is
         enabled.
@@ -384,6 +387,7 @@ class IStrategy(ABC, HyperStrategyMixin):
         :param proposed_stake: A stake amount proposed by the bot.
         :param min_stake: Minimal stake size allowed by exchange.
         :param max_stake: Balance available for trading.
+        :param entry_tag: Optional entry_tag (buy_tag) if provided with the buy signal.
         :return: A stake size, which is between min_stake and max_stake.
         """
         return proposed_stake
diff --git a/freqtrade/templates/subtemplates/strategy_methods_advanced.j2 b/freqtrade/templates/subtemplates/strategy_methods_advanced.j2
index fb467ecaa..aed57fd20 100644
--- a/freqtrade/templates/subtemplates/strategy_methods_advanced.j2
+++ b/freqtrade/templates/subtemplates/strategy_methods_advanced.j2
@@ -14,7 +14,7 @@ def bot_loop_start(self, **kwargs) -> None:
 
 def custom_stake_amount(self, pair: str, current_time: 'datetime', current_rate: float,
                         proposed_stake: float, min_stake: float, max_stake: float,
-                        **kwargs) -> float:
+                        entry_tag: Optional[str], **kwargs) -> float:
     """
     Customize stake size for each new trade. This method is not called when edge module is
     enabled.
@@ -25,6 +25,7 @@ def custom_stake_amount(self, pair: str, current_time: 'datetime', current_rate:
     :param proposed_stake: A stake amount proposed by the bot.
     :param min_stake: Minimal stake size allowed by exchange.
     :param max_stake: Balance available for trading.
+    :param entry_tag: Optional entry_tag (buy_tag) if provided with the buy signal.
     :return: A stake size, which is between min_stake and max_stake.
     """
     return proposed_stake
@@ -78,7 +79,8 @@ def custom_sell(self, pair: str, trade: 'Trade', current_time: 'datetime', curre
     return None
 
 def confirm_trade_entry(self, pair: str, order_type: str, amount: float, rate: float,
-                        time_in_force: str, current_time: 'datetime', **kwargs) -> bool:
+                        time_in_force: str, current_time: 'datetime', entry_tag: Optional[str],
+                        **kwargs) -> bool:
     """
     Called right before placing a buy order.
     Timing for this function is critical, so avoid doing heavy computations or
@@ -94,6 +96,7 @@ def confirm_trade_entry(self, pair: str, order_type: str, amount: float, rate: f
     :param rate: Rate that's going to be used when using limit orders
     :param time_in_force: Time in force. Defaults to GTC (Good-til-cancelled).
     :param current_time: datetime object, containing the current datetime
+    :param entry_tag: Optional entry_tag (buy_tag) if provided with the buy signal.
     :param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
     :return bool: When True is returned, then the buy-order is placed on the exchange.
         False aborts the process

From 194a5ce3cca52e3944af19ece509382efa29e8f6 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sun, 23 Jan 2022 19:40:12 +0100
Subject: [PATCH 19/20] Update advanced strategy template with missing methods

---
 freqtrade/strategy/interface.py               |  1 +
 .../subtemplates/strategy_methods_advanced.j2 | 65 ++++++++++++++++++-
 2 files changed, 64 insertions(+), 2 deletions(-)

diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py
index 0ce53c5cc..6f139026e 100644
--- a/freqtrade/strategy/interface.py
+++ b/freqtrade/strategy/interface.py
@@ -398,6 +398,7 @@ class IStrategy(ABC, HyperStrategyMixin):
         """
         Custom trade adjustment logic, returning the stake amount that a trade should be increased.
         This means extra buy orders with additional fees.
+        Only called when `position_adjustment_enable` is set to True.
 
         For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/
 
diff --git a/freqtrade/templates/subtemplates/strategy_methods_advanced.j2 b/freqtrade/templates/subtemplates/strategy_methods_advanced.j2
index aed57fd20..db12094ed 100644
--- a/freqtrade/templates/subtemplates/strategy_methods_advanced.j2
+++ b/freqtrade/templates/subtemplates/strategy_methods_advanced.j2
@@ -12,9 +12,47 @@ def bot_loop_start(self, **kwargs) -> None:
     """
     pass
 
+def custom_entry_price(self, pair: str, current_time: 'datetime', proposed_rate: float,
+                       entry_tag: 'Optional[str]', **kwargs) -> float:
+    """
+    Custom entry price logic, returning the new entry price.
+
+    For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/
+
+    When not implemented by a strategy, returns None, orderbook is used to set entry price
+
+    :param pair: Pair that's currently analyzed
+    :param current_time: datetime object, containing the current datetime
+    :param proposed_rate: Rate, calculated based on pricing settings in ask_strategy.
+    :param entry_tag: Optional entry_tag (buy_tag) if provided with the buy signal.
+    :param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
+    :return float: New entry price value if provided
+    """
+    return proposed_rate
+
+def custom_exit_price(self, pair: str, trade: 'Trade',
+                      current_time: 'datetime', proposed_rate: float,
+                      current_profit: float, **kwargs) -> float:
+    """
+    Custom exit price logic, returning the new exit price.
+
+    For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/
+
+    When not implemented by a strategy, returns None, orderbook is used to set exit price
+
+    :param pair: Pair that's currently analyzed
+    :param trade: trade object.
+    :param current_time: datetime object, containing the current datetime
+    :param proposed_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: New exit price value if provided
+    """
+    return proposed_rate
+
 def custom_stake_amount(self, pair: str, current_time: 'datetime', current_rate: float,
                         proposed_stake: float, min_stake: float, max_stake: float,
-                        entry_tag: Optional[str], **kwargs) -> float:
+                        entry_tag: 'Optional[str]', **kwargs) -> float:
     """
     Customize stake size for each new trade. This method is not called when edge module is
     enabled.
@@ -79,7 +117,7 @@ def custom_sell(self, pair: str, trade: 'Trade', current_time: 'datetime', curre
     return None
 
 def confirm_trade_entry(self, pair: str, order_type: str, amount: float, rate: float,
-                        time_in_force: str, current_time: 'datetime', entry_tag: Optional[str],
+                        time_in_force: str, current_time: 'datetime', entry_tag: 'Optional[str]',
                         **kwargs) -> bool:
     """
     Called right before placing a buy order.
@@ -170,3 +208,26 @@ def check_sell_timeout(self, pair: str, trade: 'Trade', order: dict, **kwargs) -
     :return bool: When True is returned, then the sell-order is cancelled.
     """
     return False
+
+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.
+    Only called when `position_adjustment_enable` is set to True.
+
+    For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/
+
+    When not implemented by a strategy, returns None
+
+    :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
+    """
+    return None

From 381bda1e4a5c12e099e9d799021fca0d8fab96c9 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sun, 23 Jan 2022 19:43:41 +0100
Subject: [PATCH 20/20] Update test to add new argument

---
 tests/strategy/test_default_strategy.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/strategy/test_default_strategy.py b/tests/strategy/test_default_strategy.py
index 6426ebe5f..a2d7df720 100644
--- a/tests/strategy/test_default_strategy.py
+++ b/tests/strategy/test_default_strategy.py
@@ -37,7 +37,7 @@ def test_strategy_test_v2(result, fee):
 
     assert strategy.confirm_trade_entry(pair='ETH/BTC', order_type='limit', amount=0.1,
                                         rate=20000, time_in_force='gtc',
-                                        current_time=datetime.utcnow()) is True
+                                        current_time=datetime.utcnow(), entry_tag=None) is True
     assert strategy.confirm_trade_exit(pair='ETH/BTC', trade=trade, order_type='limit', amount=0.1,
                                        rate=20000, time_in_force='gtc', sell_reason='roi',
                                        current_time=datetime.utcnow()) is True