Improve documentation on adjust_trade_position and position_adjustment_enable
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@ -38,6 +38,8 @@ By default, loop runs every few seconds (`internals.process_throttle_secs`) and
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* Considers stoploss, ROI and sell-signal, `custom_sell()` and `custom_stoploss()`.
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* Considers stoploss, ROI and sell-signal, `custom_sell()` and `custom_stoploss()`.
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* Determine sell-price based on `ask_strategy` configuration setting or by using the `custom_exit_price()` callback.
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* Determine sell-price based on `ask_strategy` configuration setting or by using the `custom_exit_price()` callback.
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* Before a sell order is placed, `confirm_trade_exit()` strategy callback is called.
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* Before a sell order is placed, `confirm_trade_exit()` strategy callback is called.
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* Check position adjustments for open trades if enabled.
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* Call `adjust_trade_position()` strategy callback and place additional order if required.
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* Check if trade-slots are still available (if `max_open_trades` is reached).
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* Check if trade-slots are still available (if `max_open_trades` is reached).
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* Verifies buy signal trying to enter new positions.
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* Verifies buy signal trying to enter new positions.
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* Determine buy-price based on `bid_strategy` configuration setting, or by using the `custom_entry_price()` callback.
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* Determine buy-price based on `bid_strategy` configuration setting, or by using the `custom_entry_price()` callback.
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@ -60,6 +62,7 @@ This loop will be repeated again and again until the bot is stopped.
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* Determine stake size by calling the `custom_stake_amount()` callback.
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* Determine stake size by calling the `custom_stake_amount()` callback.
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* Call `custom_stoploss()` and `custom_sell()` to find custom exit points.
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* Call `custom_stoploss()` and `custom_sell()` to find custom exit points.
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* 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).
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* 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).
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* Check position adjustments for open trades if enabled and call `adjust_trade_position()` determine additional order is required.
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* Generate backtest report output
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* Generate backtest report output
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@ -171,6 +171,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi
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| `user_data_dir` | Directory containing user data. <br> *Defaults to `./user_data/`*. <br> **Datatype:** String
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| `user_data_dir` | Directory containing user data. <br> *Defaults to `./user_data/`*. <br> **Datatype:** String
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| `dataformat_ohlcv` | Data format to use to store historical candle (OHLCV) data. <br> *Defaults to `json`*. <br> **Datatype:** String
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| `dataformat_ohlcv` | Data format to use to store historical candle (OHLCV) data. <br> *Defaults to `json`*. <br> **Datatype:** String
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| `dataformat_trades` | Data format to use to store historical trades data. <br> *Defaults to `jsongz`*. <br> **Datatype:** String
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| `dataformat_trades` | Data format to use to store historical trades data. <br> *Defaults to `jsongz`*. <br> **Datatype:** String
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| `position_adjustment_enable` | Enables the strategy to use position adjustments (additional buys or sells). More information below. <br> **Datatype:** Boolean
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### Parameters in the strategy
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### Parameters in the strategy
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@ -583,6 +584,15 @@ export HTTPS_PROXY="http://addr:port"
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freqtrade
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freqtrade
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```
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```
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### Understand position_adjustment_enable
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The `position_adjustment_enable` configuration parameter enables the usage of `adjust_trade_position()` callback in strategy.
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For performance reasons, it's disabled by default, and freqtrade will show a warning message on startup if enabled.
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This can be dangerous with some strategies, so use with care.
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See [the strategy callbacks](strategy-callbacks.md) for details on usage.
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## Next step
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## Next step
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Now you have configured your config.json, the next step is to [start your bot](bot-usage.md).
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Now you have configured your config.json, the next step is to [start your bot](bot-usage.md).
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@ -273,6 +273,9 @@ def plot_config(self):
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!!! Warning
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!!! Warning
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`plotly` arguments are only supported with plotly library and will not work with freq-ui.
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`plotly` arguments are only supported with plotly library and will not work with freq-ui.
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!!! Note
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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.
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## Plot profit
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## Plot profit
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![plot-profit](assets/plot-profit.png)
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![plot-profit](assets/plot-profit.png)
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@ -229,3 +229,77 @@ for val in self.buy_ema_short.range:
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# Append columns to existing dataframe
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# Append columns to existing dataframe
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merged_frame = pd.concat(frames, axis=1)
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merged_frame = pd.concat(frames, axis=1)
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```
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```
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### Adjust trade position
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`adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging) for example.
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!!! Tip: The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy.
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!!! Warning: Additional orders also mean additional fees.
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!!! Warning: Stoploss is still calculated from the initial opening price, not averaged price.
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``` python
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from freqtrade.persistence import Trade
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class DigDeeperStrategy(IStrategy):
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# Attempts to handle large drops with DCA. High stoploss is required.
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stoploss = -0.30
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# ... populate_* methods
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def adjust_trade_position(self, pair: str, trade: Trade,
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current_time: datetime, current_rate: float, current_profit: float,
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**kwargs) -> Optional[float]:
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"""
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Custom trade adjustment logic, returning the stake amount that a trade should be increased.
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This means extra buy orders with additional fees.
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:param pair: Pair that's currently analyzed
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:param trade: trade object.
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:param current_time: datetime object, containing the current datetime
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:param current_rate: Rate, calculated based on pricing settings in ask_strategy.
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:param current_profit: Current profit (as ratio), calculated based on current_rate.
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:param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
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:return float: Stake amount to adjust your trade
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"""
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if current_profit > -0.05:
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return None
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# Obtain pair dataframe.
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dataframe, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe)
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# Only buy when not actively falling price.
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if dataframe['close'] < dataframe['close'].shift(1):
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return None
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count_of_buys = 0
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for order in trade.orders:
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# Instantly stop when there's an open order
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if order.ft_is_open:
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return None
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if order.ft_order_side == 'buy' and order.status == "closed":
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count_of_buys += 1
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# Allow up to 3 additional increasingly larger buys (4 in total)
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# Initial buy is 1x
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# If that falls to -5% profit, we buy 1.25x more, average profit should increase to roughly -2.2%
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# If that falles down to -5% again, we buy 1.5x more
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# If that falles once again down to -5%, we buy 1.75x more
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# Total stake for this trade would be 1 + 1.25 + 1.5 + 1.75 = 5.5x of the initial allowed stake.
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# Hope you have a deep wallet!
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if 0 < count_of_buys <= 3:
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try:
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stake_amount = self.wallets.get_trade_stake_amount(pair, None)
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stake_amount = stake_amount * (1 + (count_of_buys * 0.25))
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return stake_amount
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except Exception as exception:
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return None
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return None
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```
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@ -15,6 +15,7 @@ Currently available callbacks:
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* [`check_buy_timeout()` and `check_sell_timeout()](#custom-order-timeout-rules)
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* [`check_buy_timeout()` and `check_sell_timeout()](#custom-order-timeout-rules)
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* [`confirm_trade_entry()`](#trade-entry-buy-order-confirmation)
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* [`confirm_trade_entry()`](#trade-entry-buy-order-confirmation)
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* [`confirm_trade_exit()`](#trade-exit-sell-order-confirmation)
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* [`confirm_trade_exit()`](#trade-exit-sell-order-confirmation)
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* [`adjust_trade_position()`](#adjust-trade-position)
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!!! Tip "Callback calling sequence"
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!!! Tip "Callback calling sequence"
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You can find the callback calling sequence in [bot-basics](bot-basics.md#bot-execution-logic)
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You can find the callback calling sequence in [bot-basics](bot-basics.md#bot-execution-logic)
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@ -568,3 +569,49 @@ class AwesomeStrategy(IStrategy):
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return True
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return True
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```
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```
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### Adjust trade position
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`adjust_trade_position()` can be used to perform additional orders to manage risk with DCA (Dollar Cost Averaging).
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!!! Tip: The `position_adjustment_enable` configuration parameter must be enabled to use adjust_trade_position callback in strategy.
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!!! Warning: Additional orders also mean additional fees.
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!!! Warning: Stoploss is still calculated from the initial opening price, not averaged price.
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``` python
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from freqtrade.persistence import Trade
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class AwesomeStrategy(IStrategy):
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# ... populate_* methods
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def adjust_trade_position(self, pair: str, trade: Trade,
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current_time: datetime, current_rate: float, current_profit: float,
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**kwargs) -> Optional[float]:
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"""
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Custom trade adjustment logic, returning the stake amount that a trade should be increased.
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This means extra buy orders with additional fees.
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For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/
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When not implemented by a strategy, returns None
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:param pair: Pair that's currently analyzed
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:param trade: trade object.
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:param current_time: datetime object, containing the current datetime
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:param current_rate: Rate, calculated based on pricing settings in ask_strategy.
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:param current_profit: Current profit (as ratio), calculated based on current_rate.
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:param **kwargs: Ensure to keep this here so updates to this won't break your strategy.
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:return float: Stake amount to adjust your trade
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"""
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# Example: If 10% loss / -10% profit then buy more the same amount we had before.
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if current_profit < -0.10:
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return trade.stake_amount
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return None
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```
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@ -102,6 +102,9 @@ class FreqtradeBot(LoggingMixin):
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self._exit_lock = Lock()
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self._exit_lock = Lock()
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LoggingMixin.__init__(self, logger, timeframe_to_seconds(self.strategy.timeframe))
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LoggingMixin.__init__(self, logger, timeframe_to_seconds(self.strategy.timeframe))
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# Is Position Adjustment enabled?
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self.position_adjustment = bool(self.config.get('position_adjustment_enable', False))
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def notify_status(self, msg: str) -> None:
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def notify_status(self, msg: str) -> None:
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"""
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"""
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Public method for users of this class (worker, etc.) to send notifications
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Public method for users of this class (worker, etc.) to send notifications
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@ -179,7 +182,7 @@ class FreqtradeBot(LoggingMixin):
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self.exit_positions(trades)
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self.exit_positions(trades)
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# Check if we need to adjust our current positions before attempting to buy new trades.
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# Check if we need to adjust our current positions before attempting to buy new trades.
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if self.config.get('position_adjustment_enable', False):
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if self.position_adjustment:
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self.process_open_trade_positions()
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self.process_open_trade_positions()
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# Then looking for buy opportunities
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# Then looking for buy opportunities
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@ -118,6 +118,7 @@ class Backtesting:
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# Add maximum startup candle count to configuration for informative pairs support
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# Add maximum startup candle count to configuration for informative pairs support
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self.config['startup_candle_count'] = self.required_startup
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self.config['startup_candle_count'] = self.required_startup
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self.exchange.validate_required_startup_candles(self.required_startup, self.timeframe)
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self.exchange.validate_required_startup_candles(self.required_startup, self.timeframe)
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self.position_adjustment = bool(self.config.get('position_adjustment_enable', False))
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self.init_backtest()
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self.init_backtest()
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def __del__(self):
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def __del__(self):
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@ -405,7 +406,7 @@ class Backtesting:
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sell_row: Tuple) -> Optional[LocalTrade]:
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sell_row: Tuple) -> Optional[LocalTrade]:
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# Check if we need to adjust our current positions
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# Check if we need to adjust our current positions
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if self.config.get('position_adjustment_enable', False):
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if self.position_adjustment:
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trade = self._get_adjust_trade_entry_for_candle(trade, sell_row)
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trade = self._get_adjust_trade_entry_for_candle(trade, sell_row)
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sell_candle_time = sell_row[DATE_IDX].to_pydatetime()
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sell_candle_time = sell_row[DATE_IDX].to_pydatetime()
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@ -386,11 +386,12 @@ class IStrategy(ABC, HyperStrategyMixin):
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current_time: datetime, current_rate: float, current_profit: float,
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current_time: datetime, current_rate: float, current_profit: float,
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**kwargs) -> Optional[float]:
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**kwargs) -> Optional[float]:
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"""
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"""
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Custom trade adjustment logic, returning the stake amount that a trade shold be either increased or decreased.
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Custom trade adjustment logic, returning the stake amount that a trade should be increased.
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This means extra buy orders with additional fees.
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For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/
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For full documentation please go to https://www.freqtrade.io/en/latest/strategy-advanced/
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When not implemented by a strategy, returns 0.0
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When not implemented by a strategy, returns None
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:param pair: Pair that's currently analyzed
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:param pair: Pair that's currently analyzed
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:param trade: trade object.
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:param trade: trade object.
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