stable/freqtrade/freqtradebot.py

"""
Freqtrade is the main module of this bot. It contains the class Freqtrade()
"""

import copy
import logging
import time
import traceback
from datetime import datetime
from typing import Any, Callable, Dict, List, Optional, Tuple

import arrow
from requests.exceptions import RequestException

from freqtrade import (DependencyException, OperationalException,
                       TemporaryError, __version__, constants, persistence)
from freqtrade.data.converter import order_book_to_dataframe
from freqtrade.data.dataprovider import DataProvider
from freqtrade.edge import Edge
from freqtrade.persistence import Trade
from freqtrade.rpc import RPCManager, RPCMessageType
from freqtrade.resolvers import ExchangeResolver, StrategyResolver, PairListResolver
from freqtrade.state import State
from freqtrade.strategy.interface import SellType, IStrategy
from freqtrade.wallets import Wallets


logger = logging.getLogger(__name__)


class FreqtradeBot(object):
    """
    Freqtrade is the main class of the bot.
    This is from here the bot start its logic.
    """

    def __init__(self, config: Dict[str, Any]) -> None:
        """
        Init all variables and objects the bot needs to work
        :param config: configuration dict, you can use Configuration.get_config()
        to get the config dict.
        """

        logger.info(
            'Starting freqtrade %s',
            __version__,
        )

        # Init bot states
        self.state = State.STOPPED

        # Init objects
        self.config = config
        self.strategy: IStrategy = StrategyResolver(self.config).strategy

        self.rpc: RPCManager = RPCManager(self)

        exchange_name = self.config.get('exchange', {}).get('name', 'bittrex').title()
        self.exchange = ExchangeResolver(exchange_name, self.config).exchange

        self.wallets = Wallets(self.exchange)
        self.dataprovider = DataProvider(self.config, self.exchange)

        # Attach Dataprovider to Strategy baseclass
        IStrategy.dp = self.dataprovider
        # Attach Wallets to Strategy baseclass
        IStrategy.wallets = self.wallets

        pairlistname = self.config.get('pairlist', {}).get('method', 'StaticPairList')
        self.pairlists = PairListResolver(pairlistname, self, self.config).pairlist

        # Initializing Edge only if enabled
        self.edge = Edge(self.config, self.exchange, self.strategy) if \
            self.config.get('edge', {}).get('enabled', False) else None

        self.active_pair_whitelist: List[str] = self.config['exchange']['pair_whitelist']
        self._init_modules()

    def _init_modules(self) -> None:
        """
        Initializes all modules and updates the config
        :return: None
        """
        # Initialize all modules

        persistence.init(self.config)

        # Set initial application state
        initial_state = self.config.get('initial_state')

        if initial_state:
            self.state = State[initial_state.upper()]
        else:
            self.state = State.STOPPED

    def cleanup(self) -> None:
        """
        Cleanup pending resources on an already stopped bot
        :return: None
        """
        logger.info('Cleaning up modules ...')
        self.rpc.cleanup()
        persistence.cleanup()

    def worker(self, old_state: State = None) -> State:
        """
        Trading routine that must be run at each loop
        :param old_state: the previous service state from the previous call
        :return: current service state
        """
        # Log state transition
        state = self.state
        if state != old_state:
            self.rpc.send_msg({
                'type': RPCMessageType.STATUS_NOTIFICATION,
                'status': f'{state.name.lower()}'
            })
            logger.info('Changing state to: %s', state.name)
            if state == State.RUNNING:
                self.rpc.startup_messages(self.config, self.pairlists)

        if state == State.STOPPED:
            time.sleep(1)
        elif state == State.RUNNING:
            min_secs = self.config.get('internals', {}).get(
                'process_throttle_secs',
                constants.PROCESS_THROTTLE_SECS
            )

            self._throttle(func=self._process,
                           min_secs=min_secs)
        return state

    def _throttle(self, func: Callable[..., Any], min_secs: float, *args, **kwargs) -> Any:
        """
        Throttles the given callable that it
        takes at least `min_secs` to finish execution.
        :param func: Any callable
        :param min_secs: minimum execution time in seconds
        :return: Any
        """
        start = time.time()
        result = func(*args, **kwargs)
        end = time.time()
        duration = max(min_secs - (end - start), 0.0)
        logger.debug('Throttling %s for %.2f seconds', func.__name__, duration)
        time.sleep(duration)
        return result

    def _process(self) -> bool:
        """
        Queries the persistence layer for open trades and handles them,
        otherwise a new trade is created.
        :return: True if one or more trades has been created or closed, False otherwise
        """
        state_changed = False
        try:
            # Check whether markets have to be reloaded
            self.exchange._reload_markets()

            # Refresh whitelist
            self.pairlists.refresh_pairlist()
            self.active_pair_whitelist = self.pairlists.whitelist

            # Calculating Edge positioning
            if self.edge:
                self.edge.calculate()
                self.active_pair_whitelist = self.edge.adjust(self.active_pair_whitelist)

            # Query trades from persistence layer
            trades = Trade.get_open_trades()

            # Extend active-pair whitelist with pairs from open trades
            # It ensures that tickers are downloaded for open trades
            self._extend_whitelist_with_trades(self.active_pair_whitelist, trades)

            # Refreshing candles
            self.dataprovider.refresh(self._create_pair_whitelist(self.active_pair_whitelist),
                                      self.strategy.informative_pairs())

            # First process current opened trades
            for trade in trades:
                state_changed |= self.process_maybe_execute_sell(trade)

            # Then looking for buy opportunities
            if len(trades) < self.config['max_open_trades']:
                state_changed = self.process_maybe_execute_buy()

            if 'unfilledtimeout' in self.config:
                # Check and handle any timed out open orders
                self.check_handle_timedout()
                Trade.session.flush()

        except TemporaryError as error:
            logger.warning(f"Error: {error}, retrying in {constants.RETRY_TIMEOUT} seconds...")
            time.sleep(constants.RETRY_TIMEOUT)
        except OperationalException:
            tb = traceback.format_exc()
            hint = 'Issue `/start` if you think it is safe to restart.'
            self.rpc.send_msg({
                'type': RPCMessageType.STATUS_NOTIFICATION,
                'status': f'OperationalException:\n```\n{tb}```{hint}'
            })
            logger.exception('OperationalException. Stopping trader ...')
            self.state = State.STOPPED
        return state_changed

    def _extend_whitelist_with_trades(self, whitelist: List[str], trades: List[Any]):
        """
        Extend whitelist with pairs from open trades
        """
        whitelist.extend([trade.pair for trade in trades if trade.pair not in whitelist])

    def _create_pair_whitelist(self, pairs: List[str]) -> List[Tuple[str, str]]:
        """
        Create pair-whitelist tuple with (pair, ticker_interval)
        """
        return [(pair, self.config['ticker_interval']) for pair in pairs]

    def get_target_bid(self, pair: str, tick: Dict = None) -> float:
        """
        Calculates bid target between current ask price and last price
        :return: float: Price
        """
        config_bid_strategy = self.config.get('bid_strategy', {})
        if 'use_order_book' in config_bid_strategy and\
                config_bid_strategy.get('use_order_book', False):
            logger.info('Getting price from order book')
            order_book_top = config_bid_strategy.get('order_book_top', 1)
            order_book = self.exchange.get_order_book(pair, order_book_top)
            logger.debug('order_book %s', order_book)
            # top 1 = index 0
            order_book_rate = order_book['bids'][order_book_top - 1][0]
            logger.info('...top %s order book buy rate %0.8f', order_book_top, order_book_rate)
            used_rate = order_book_rate
        else:
            if not tick:
                logger.info('Using Last Ask / Last Price')
                ticker = self.exchange.get_ticker(pair)
            else:
                ticker = tick
            if ticker['ask'] < ticker['last']:
                ticker_rate = ticker['ask']
            else:
                balance = self.config['bid_strategy']['ask_last_balance']
                ticker_rate = ticker['ask'] + balance * (ticker['last'] - ticker['ask'])
            used_rate = ticker_rate

        return used_rate

    def _get_trade_stake_amount(self, pair) -> Optional[float]:
        """
        Check if stake amount can be fulfilled with the available balance
        for the stake currency
        :return: float: Stake Amount
        """
        if self.edge:
            return self.edge.stake_amount(
                pair,
                self.wallets.get_free(self.config['stake_currency']),
                self.wallets.get_total(self.config['stake_currency']),
                Trade.total_open_trades_stakes()
            )
        else:
            stake_amount = self.config['stake_amount']

        avaliable_amount = self.wallets.get_free(self.config['stake_currency'])

        if stake_amount == constants.UNLIMITED_STAKE_AMOUNT:
            open_trades = len(Trade.get_open_trades())
            if open_trades >= self.config['max_open_trades']:
                logger.warning('Can\'t open a new trade: max number of trades is reached')
                return None
            return avaliable_amount / (self.config['max_open_trades'] - open_trades)

        # Check if stake_amount is fulfilled
        if avaliable_amount < stake_amount:
            raise DependencyException(
                f"Available balance({avaliable_amount} {self.config['stake_currency']}) is "
                f"lower than stake amount({stake_amount} {self.config['stake_currency']})"
            )

        return stake_amount

    def _get_min_pair_stake_amount(self, pair: str, price: float) -> Optional[float]:
        try:
            market = self.exchange.markets[pair]
        except KeyError:
            raise ValueError(f"Can't get market information for symbol {pair}")

        if 'limits' not in market:
            return None

        min_stake_amounts = []
        limits = market['limits']
        if ('cost' in limits and 'min' in limits['cost']
                and limits['cost']['min'] is not None):
            min_stake_amounts.append(limits['cost']['min'])

        if ('amount' in limits and 'min' in limits['amount']
                and limits['amount']['min'] is not None):
            min_stake_amounts.append(limits['amount']['min'] * price)

        if not min_stake_amounts:
            return None

        # reserve some percent defined in config (5% default) + stoploss
        amount_reserve_percent = 1.0 - self.config.get('amount_reserve_percent',
                                                       constants.DEFAULT_AMOUNT_RESERVE_PERCENT)
        if self.strategy.stoploss is not None:
            amount_reserve_percent += self.strategy.stoploss
        # it should not be more than 50%
        amount_reserve_percent = max(amount_reserve_percent, 0.5)
        return min(min_stake_amounts) / amount_reserve_percent

    def create_trade(self) -> bool:
        """
        Checks the implemented trading indicator(s) for a randomly picked pair,
        if one pair triggers the buy_signal a new trade record gets created
        :return: True if a trade object has been created and persisted, False otherwise
        """
        interval = self.strategy.ticker_interval
        whitelist = copy.deepcopy(self.active_pair_whitelist)

        # Remove currently opened and latest pairs from whitelist
        for trade in Trade.get_open_trades():
            if trade.pair in whitelist:
                whitelist.remove(trade.pair)
                logger.debug('Ignoring %s in pair whitelist', trade.pair)

        if not whitelist:
            raise DependencyException('No currency pairs in whitelist')

        # running get_signal on historical data fetched
        for _pair in whitelist:
            (buy, sell) = self.strategy.get_signal(
                _pair, interval, self.dataprovider.ohlcv(_pair, self.strategy.ticker_interval))

            if buy and not sell:
                stake_amount = self._get_trade_stake_amount(_pair)
                if not stake_amount:
                    return False

                logger.info(f"Buy signal found: about create a new trade with stake_amount: "
                            f"{stake_amount} ...")

                bidstrat_check_depth_of_market = self.config.get('bid_strategy', {}).\
                    get('check_depth_of_market', {})
                if (bidstrat_check_depth_of_market.get('enabled', False)) and\
                        (bidstrat_check_depth_of_market.get('bids_to_ask_delta', 0) > 0):
                    if self._check_depth_of_market_buy(_pair, bidstrat_check_depth_of_market):
                        return self.execute_buy(_pair, stake_amount)
                    else:
                        return False
                return self.execute_buy(_pair, stake_amount)

        return False

    def _check_depth_of_market_buy(self, pair: str, conf: Dict) -> bool:
        """
        Checks depth of market before executing a buy
        """
        conf_bids_to_ask_delta = conf.get('bids_to_ask_delta', 0)
        logger.info('checking depth of market for %s', pair)
        order_book = self.exchange.get_order_book(pair, 1000)
        order_book_data_frame = order_book_to_dataframe(order_book['bids'], order_book['asks'])
        order_book_bids = order_book_data_frame['b_size'].sum()
        order_book_asks = order_book_data_frame['a_size'].sum()
        bids_ask_delta = order_book_bids / order_book_asks
        logger.info('bids: %s, asks: %s, delta: %s', order_book_bids,
                    order_book_asks, bids_ask_delta)
        if bids_ask_delta >= conf_bids_to_ask_delta:
            return True
        return False

    def execute_buy(self, pair: str, stake_amount: float, price: Optional[float] = None) -> bool:
        """
        Executes a limit buy for the given pair
        :param pair: pair for which we want to create a LIMIT_BUY
        :return: None
        """
        pair_s = pair.replace('_', '/')
        stake_currency = self.config['stake_currency']
        fiat_currency = self.config.get('fiat_display_currency', None)
        time_in_force = self.strategy.order_time_in_force['buy']

        if price:
            buy_limit_requested = price
        else:
            # Calculate amount
            buy_limit_requested = self.get_target_bid(pair)

        min_stake_amount = self._get_min_pair_stake_amount(pair_s, buy_limit_requested)
        if min_stake_amount is not None and min_stake_amount > stake_amount:
            logger.warning(
                f'Can\'t open a new trade for {pair_s}: stake amount '
                f'is too small ({stake_amount} < {min_stake_amount})'
            )
            return False

        amount = stake_amount / buy_limit_requested

        order = self.exchange.buy(pair=pair, ordertype=self.strategy.order_types['buy'],
                                  amount=amount, rate=buy_limit_requested,
                                  time_in_force=time_in_force)
        order_id = order['id']
        order_status = order.get('status', None)

        # we assume the order is executed at the price requested
        buy_limit_filled_price = buy_limit_requested

        if order_status == 'expired' or order_status == 'rejected':
            order_type = self.strategy.order_types['buy']
            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 %s order with time in force %s for %s is %s by %s.'
                               ' zero amount is fulfilled.',
                               order_tif, order_type, pair_s, 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 %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_s, order_status, self.exchange.name,
                               order['filled'], order['amount'], order['remaining']
                               )
                stake_amount = order['cost']
                amount = order['amount']
                buy_limit_filled_price = order['price']
                order_id = None

        # in case of FOK the order may be filled immediately and fully
        elif order_status == 'closed':
            stake_amount = order['cost']
            amount = order['amount']
            buy_limit_filled_price = order['price']
            order_id = None

        self.rpc.send_msg({
            'type': RPCMessageType.BUY_NOTIFICATION,
            'exchange': self.exchange.name.capitalize(),
            'pair': pair_s,
            'limit': buy_limit_filled_price,
            'stake_amount': stake_amount,
            'stake_currency': stake_currency,
            'fiat_currency': fiat_currency
        })

        # 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,
            fee_open=fee,
            fee_close=fee,
            open_rate=buy_limit_filled_price,
            open_rate_requested=buy_limit_requested,
            open_date=datetime.utcnow(),
            exchange=self.exchange.id,
            open_order_id=order_id,
            strategy=self.strategy.get_strategy_name(),
            ticker_interval=constants.TICKER_INTERVAL_MINUTES[self.config['ticker_interval']]
        )

        Trade.session.add(trade)
        Trade.session.flush()

        # Updating wallets
        self.wallets.update()

        return True

    def process_maybe_execute_buy(self) -> bool:
        """
        Tries to execute a buy trade in a safe way
        :return: True if executed
        """
        try:
            # Create entity and execute trade
            if self.create_trade():
                return True

            logger.info('Found no buy signals for whitelisted currencies. Trying again..')
            return False
        except DependencyException as exception:
            logger.warning('Unable to create trade: %s', exception)
            return False

    def process_maybe_execute_sell(self, trade: Trade) -> bool:
        """
        Tries to execute a sell trade
        :return: True if executed
        """
        try:
            # Get order details for actual price per unit
            if trade.open_order_id:
                # Update trade with order values
                logger.info('Found open order for %s', trade)
                order = self.exchange.get_order(trade.open_order_id, trade.pair)
                # Try update amount (binance-fix)
                try:
                    new_amount = self.get_real_amount(trade, order)
                    if order['amount'] != new_amount:
                        order['amount'] = new_amount
                        # Fee was applied, so set to 0
                        trade.fee_open = 0

                except OperationalException as exception:
                    logger.warning("Could not update trade amount: %s", exception)

                # This handles both buy and sell orders!
                trade.update(order)

            if self.strategy.order_types.get('stoploss_on_exchange') and trade.is_open:
                result = self.handle_stoploss_on_exchange(trade)
                if result:
                    self.wallets.update()
                    return result

            if trade.is_open and trade.open_order_id is None:
                # Check if we can sell our current pair
                result = self.handle_trade(trade)

                # Updating wallets if any trade occured
                if result:
                    self.wallets.update()

                return result

        except DependencyException as exception:
            logger.warning('Unable to sell trade: %s', exception)
        return False

    def get_real_amount(self, trade: Trade, order: Dict) -> float:
        """
        Get real amount for the trade
        Necessary for self.exchanges which charge fees in base currency (e.g. binance)
        """
        order_amount = order['amount']
        # Only run for closed orders
        if trade.fee_open == 0 or order['status'] == 'open':
            return order_amount

        # use fee from order-dict if possible
        if 'fee' in order and order['fee'] and (order['fee'].keys() >= {'currency', 'cost'}):
            if trade.pair.startswith(order['fee']['currency']):
                new_amount = order_amount - order['fee']['cost']
                logger.info("Applying fee on amount for %s (from %s to %s) from Order",
                            trade, order['amount'], new_amount)
                return new_amount

        # Fallback to Trades
        trades = self.exchange.get_trades_for_order(trade.open_order_id, trade.pair,
                                                    trade.open_date)

        if len(trades) == 0:
            logger.info("Applying fee on amount for %s failed: myTrade-Dict empty found", trade)
            return order_amount
        amount = 0
        fee_abs = 0
        for exectrade in trades:
            amount += exectrade['amount']
            if "fee" in exectrade and (exectrade['fee'].keys() >= {'currency', 'cost'}):
                # only applies if fee is in quote currency!
                if trade.pair.startswith(exectrade['fee']['currency']):
                    fee_abs += exectrade['fee']['cost']

        if amount != order_amount:
            logger.warning(f"Amount {amount} does not match amount {trade.amount}")
            raise OperationalException("Half bought? Amounts don't match")
        real_amount = amount - fee_abs
        if fee_abs != 0:
            logger.info(f"Applying fee on amount for {trade} "
                        f"(from {order_amount} to {real_amount}) from Trades")
        return real_amount

    def handle_trade(self, trade: Trade) -> bool:
        """
        Sells the current pair if the threshold is reached and updates the trade record.
        :return: True if trade has been sold, False otherwise
        """
        if not trade.is_open:
            raise ValueError(f'Attempt to handle closed trade: {trade}')

        logger.debug('Handling %s ...', trade)

        (buy, sell) = (False, False)
        experimental = self.config.get('experimental', {})
        if experimental.get('use_sell_signal') or experimental.get('ignore_roi_if_buy_signal'):
            (buy, sell) = self.strategy.get_signal(
                trade.pair, self.strategy.ticker_interval,
                self.dataprovider.ohlcv(trade.pair, self.strategy.ticker_interval))

        config_ask_strategy = self.config.get('ask_strategy', {})
        if config_ask_strategy.get('use_order_book', False):
            logger.info('Using order book for selling...')
            # logger.debug('Order book %s',orderBook)
            order_book_min = config_ask_strategy.get('order_book_min', 1)
            order_book_max = config_ask_strategy.get('order_book_max', 1)

            order_book = self.exchange.get_order_book(trade.pair, order_book_max)

            for i in range(order_book_min, order_book_max + 1):
                order_book_rate = order_book['asks'][i - 1][0]
                logger.info('  order book asks top %s: %0.8f', i, order_book_rate)
                sell_rate = order_book_rate

                if self.check_sell(trade, sell_rate, buy, sell):
                    return True

        else:
            logger.debug('checking sell')
            sell_rate = self.exchange.get_ticker(trade.pair)['bid']
            if self.check_sell(trade, sell_rate, buy, sell):
                return True

        logger.debug('Found no sell signal for %s.', trade)
        return False

    def handle_stoploss_on_exchange(self, trade: Trade) -> bool:
        """
        Check if trade is fulfilled in which case the stoploss
        on exchange should be added immediately if stoploss on exchange
        is enabled.
        """

        result = False

        # If trade is open and the buy order is fulfilled but there is no stoploss,
        # then we add a stoploss on exchange
        if not trade.open_order_id and not trade.stoploss_order_id:
            if self.edge:
                stoploss = self.edge.stoploss(pair=trade.pair)
            else:
                stoploss = self.strategy.stoploss

            stop_price = trade.open_rate * (1 + stoploss)

            # limit price should be less than stop price.
            # 0.99 is arbitrary here.
            limit_price = stop_price * 0.99

            stoploss_order_id = self.exchange.stoploss_limit(
                pair=trade.pair, amount=trade.amount, stop_price=stop_price, rate=limit_price
            )['id']
            trade.stoploss_order_id = str(stoploss_order_id)
            trade.stoploss_last_update = datetime.now()

        # Or the trade open and there is already a stoploss on exchange.
        # so we check if it is hit ...
        elif trade.stoploss_order_id:
            logger.debug('Handling stoploss on exchange %s ...', trade)
            order = self.exchange.get_order(trade.stoploss_order_id, trade.pair)
            if order['status'] == 'closed':
                trade.sell_reason = SellType.STOPLOSS_ON_EXCHANGE.value
                trade.update(order)
                self.notify_sell(trade)
                result = True
            elif self.config.get('trailing_stop', False):
                # if trailing stoploss is enabled we check if stoploss value has changed
                # in which case we cancel stoploss order and put another one with new
                # value immediately
                self.handle_trailing_stoploss_on_exchange(trade, order)

        return result

    def handle_trailing_stoploss_on_exchange(self, trade: Trade, order):
        """
        Check to see if stoploss on exchange should be updated
        in case of trailing stoploss on exchange
        :param Trade: Corresponding Trade
        :param order: Current on exchange stoploss order
        :return: None
        """

        if trade.stop_loss > float(order['info']['stopPrice']):
            # we check if the update is neccesary
            update_beat = self.strategy.order_types.get('stoploss_on_exchange_interval', 60)
            if (datetime.utcnow() - trade.stoploss_last_update).total_seconds() > update_beat:
                # cancelling the current stoploss on exchange first
                logger.info('Trailing stoploss: cancelling current stoploss on exchange '
                            'in order to add another one ...')
                if self.exchange.cancel_order(order['id'], trade.pair):
                    # creating the new one
                    stoploss_order_id = self.exchange.stoploss_limit(
                        pair=trade.pair, amount=trade.amount,
                        stop_price=trade.stop_loss, rate=trade.stop_loss * 0.99
                    )['id']
                    trade.stoploss_order_id = str(stoploss_order_id)

    def check_sell(self, trade: Trade, sell_rate: float, buy: bool, sell: bool) -> bool:
        if self.edge:
            stoploss = self.edge.stoploss(trade.pair)
            should_sell = self.strategy.should_sell(
                trade, sell_rate, datetime.utcnow(), buy, sell, force_stoploss=stoploss)
        else:
            should_sell = self.strategy.should_sell(trade, sell_rate, datetime.utcnow(), buy, sell)

        if should_sell.sell_flag:
            self.execute_sell(trade, sell_rate, should_sell.sell_type)
            logger.info('executed sell, reason: %s', should_sell.sell_type)
            return True
        return False

    def check_handle_timedout(self) -> None:
        """
        Check if any orders are timed out and cancel if neccessary
        :param timeoutvalue: Number of minutes until order is considered timed out
        :return: None
        """
        buy_timeout = self.config['unfilledtimeout']['buy']
        sell_timeout = self.config['unfilledtimeout']['sell']
        buy_timeoutthreashold = arrow.utcnow().shift(minutes=-buy_timeout).datetime
        sell_timeoutthreashold = arrow.utcnow().shift(minutes=-sell_timeout).datetime

        for trade in Trade.query.filter(Trade.open_order_id.isnot(None)).all():
            try:
                # FIXME: Somehow the query above returns results
                # where the open_order_id is in fact None.
                # This is probably because the record got
                # updated via /forcesell in a different thread.
                if not trade.open_order_id:
                    continue
                order = self.exchange.get_order(trade.open_order_id, trade.pair)
            except (RequestException, DependencyException):
                logger.info(
                    'Cannot query order for %s due to %s',
                    trade,
                    traceback.format_exc())
                continue
            ordertime = arrow.get(order['datetime']).datetime

            # Check if trade is still actually open
            if float(order['remaining']) == 0.0:
                self.wallets.update()
                continue

            # Handle cancelled on exchange
            if order['status'] == 'canceled':
                if order['side'] == 'buy':
                    self.handle_buy_order_full_cancel(trade, "canceled on Exchange")
                elif order['side'] == 'sell':
                    self.handle_timedout_limit_sell(trade, order)
                    self.wallets.update()
            # Check if order is still actually open
            elif order['status'] == 'open':
                if order['side'] == 'buy' and ordertime < buy_timeoutthreashold:
                    self.handle_timedout_limit_buy(trade, order)
                    self.wallets.update()
                elif order['side'] == 'sell' and ordertime < sell_timeoutthreashold:
                    self.handle_timedout_limit_sell(trade, order)
                    self.wallets.update()

    def handle_buy_order_full_cancel(self, trade: Trade, reason: str) -> None:
        """Close trade in database and send message"""
        Trade.session.delete(trade)
        Trade.session.flush()
        logger.info('Buy order %s for %s.', reason, trade)
        self.rpc.send_msg({
            'type': RPCMessageType.STATUS_NOTIFICATION,
            'status': f'Unfilled buy order for {trade.pair} {reason}'
        })

    def handle_timedout_limit_buy(self, trade: Trade, order: Dict) -> bool:
        """Buy timeout - cancel order
        :return: True if order was fully cancelled
        """
        self.exchange.cancel_order(trade.open_order_id, trade.pair)
        if order['remaining'] == order['amount']:
            # if trade is not partially completed, just delete the trade
            self.handle_buy_order_full_cancel(trade, "cancelled due to timeout")
            return True

        # if trade is partially complete, edit the stake details for the trade
        # and close the order
        trade.amount = order['amount'] - order['remaining']
        trade.stake_amount = trade.amount * trade.open_rate
        trade.open_order_id = None
        logger.info('Partial buy order timeout for %s.', trade)
        self.rpc.send_msg({
            'type': RPCMessageType.STATUS_NOTIFICATION,
            'status': f'Remaining buy order for {trade.pair} cancelled due to timeout'
        })
        return False

    def handle_timedout_limit_sell(self, trade: Trade, order: Dict) -> bool:
        """
        Sell timeout - cancel order and update trade
        :return: True if order was fully cancelled
        """
        if order['remaining'] == order['amount']:
            # if trade is not partially completed, just cancel the trade
            if order["status"] != "canceled":
                reason = "due to timeout"
                self.exchange.cancel_order(trade.open_order_id, trade.pair)
                logger.info('Sell order timeout for %s.', trade)
            else:
                reason = "on exchange"
                logger.info('Sell order canceled on exchange for %s.', trade)
            trade.close_rate = None
            trade.close_profit = None
            trade.close_date = None
            trade.is_open = True
            trade.open_order_id = None
            self.rpc.send_msg({
                'type': RPCMessageType.STATUS_NOTIFICATION,
                'status': f'Unfilled sell order for {trade.pair} cancelled {reason}'
            })

            return True

        # TODO: figure out how to handle partially complete sell orders
        return False

    def execute_sell(self, trade: Trade, limit: float, sell_reason: SellType) -> None:
        """
        Executes a limit sell for the given trade and limit
        :param trade: Trade instance
        :param limit: limit rate for the sell order
        :param sellreason: Reason the sell was triggered
        :return: None
        """
        sell_type = 'sell'
        if sell_reason in (SellType.STOP_LOSS, SellType.TRAILING_STOP_LOSS):
            sell_type = 'stoploss'

        # if stoploss is on exchange and we are on dry_run mode,
        # we consider the sell price stop price
        if self.config.get('dry_run', False) and sell_type == 'stoploss' \
           and self.strategy.order_types['stoploss_on_exchange']:
            limit = trade.stop_loss

        # First cancelling stoploss on exchange ...
        if self.strategy.order_types.get('stoploss_on_exchange') and trade.stoploss_order_id:
            self.exchange.cancel_order(trade.stoploss_order_id, trade.pair)

        # Execute sell and update trade record
        order_id = self.exchange.sell(pair=str(trade.pair),
                                      ordertype=self.strategy.order_types[sell_type],
                                      amount=trade.amount, rate=limit,
                                      time_in_force=self.strategy.order_time_in_force['sell']
                                      )['id']

        trade.open_order_id = order_id
        trade.close_rate_requested = limit
        trade.sell_reason = sell_reason.value
        Trade.session.flush()
        self.notify_sell(trade)

    def notify_sell(self, trade: Trade):
        """
        Sends rpc notification when a sell occured.
        """
        profit_rate = trade.close_rate if trade.close_rate else trade.close_rate_requested
        profit_trade = trade.calc_profit(rate=profit_rate)
        current_rate = self.exchange.get_ticker(trade.pair)['bid']
        profit_percent = trade.calc_profit_percent(profit_rate)
        gain = "profit" if profit_percent > 0 else "loss"

        msg = {
            'type': RPCMessageType.SELL_NOTIFICATION,
            'exchange': trade.exchange.capitalize(),
            'pair': trade.pair,
            'gain': gain,
            'limit': trade.close_rate_requested,
            'amount': trade.amount,
            'open_rate': trade.open_rate,
            'current_rate': current_rate,
            'profit_amount': profit_trade,
            'profit_percent': profit_percent,
            'sell_reason': trade.sell_reason
        }

        # For regular case, when the configuration exists
        if 'stake_currency' in self.config and 'fiat_display_currency' in self.config:
            stake_currency = self.config['stake_currency']
            fiat_currency = self.config['fiat_display_currency']
            msg.update({
                'stake_currency': stake_currency,
                'fiat_currency': fiat_currency,
            })

        # Send the message
        self.rpc.send_msg(msg)