Exemple #1
0
    def handle_opened_position(self, position: Position, order: Order, account: Account, bars: List[Bar]):
        position.status = PositionStatus.OPEN
        position.filled_entry = order.executed_price if order is not None else None
        position.entry_tstamp = order.execution_tstamp if order is not None and order.execution_tstamp > 0 else bars[
            0].tstamp

        self.position_got_opened(position, bars, account)
Exemple #2
0
    def sync_positions_with_open_orders(self, bars: List[Bar], account: Account):
        open_pos = 0
        for pos in self.open_positions.values():
            pos.connectedOrders= [] # will be filled now
            if pos.status == PositionStatus.OPEN:
                open_pos += pos.amount

        if not self.got_data_for_position_sync(bars):
            self.logger.warn("got no initial data, can't sync positions")
            return

        remaining_pos_ids = []
        remaining_pos_ids += self.open_positions.keys()
        remaining_orders = []
        remaining_orders += account.open_orders

        # first check if there even is a diparity (positions without stops, or orders without position)
        for order in account.open_orders:
            if not order.active:
                remaining_orders.remove(order)
                continue  # got cancelled during run
            orderType = self.order_type_from_order_id(order.id)
            if orderType is None:
                remaining_orders.remove(order)
                continue  # none of ours
            posId = self.position_id_from_order_id(order.id)
            if posId in self.open_positions.keys():
                pos = self.open_positions[posId]
                pos.connectedOrders.append(order)
                remaining_orders.remove(order)
                if posId in remaining_pos_ids:
                    if (orderType == OrderType.SL and pos.status == PositionStatus.OPEN) \
                            or (orderType == OrderType.ENTRY and pos.status == PositionStatus.PENDING):
                        # only remove from remaining if its open with SL or pending with entry. every position needs
                        # a stoploss!
                        remaining_pos_ids.remove(posId)

        for pos in self.open_positions.values():
            self.check_open_orders_in_position(pos)

        if len(remaining_orders) == 0 and len(remaining_pos_ids) == 0 and abs(
                open_pos - account.open_position.quantity) < 0.1:
            return

        self.logger.info("Has to start order/pos sync with bot vs acc: %.3f vs. %.3f and %i vs %i, remaining: %i,  %i"
                         % (
                             open_pos, account.open_position.quantity, len(self.open_positions),
                             len(account.open_orders),
                             len(remaining_orders), len(remaining_pos_ids)))

        remainingPosition = account.open_position.quantity
        for pos in self.open_positions.values():
            if pos.status == PositionStatus.OPEN:
                remainingPosition -= pos.amount

        waiting_tps = []

        # now remaining orders and remaining positions contain the not matched ones
        for order in remaining_orders:
            orderType = self.order_type_from_order_id(order.id)
            posId = self.position_id_from_order_id(order.id)
            if not order.active:  # already canceled or executed
                continue

            if orderType == OrderType.ENTRY:
                # add position for unkown order
                stop = self.get_stop_for_unmatched_amount(order.amount, bars)
                if stop is not None:
                    newPos = Position(id=posId,
                                      entry=order.limit_price if order.limit_price is not None else order.stop_price,
                                      amount=order.amount,
                                      stop=stop,
                                      tstamp=bars[0].tstamp)
                    newPos.status = PositionStatus.PENDING if not order.stop_triggered else PositionStatus.TRIGGERED
                    self.open_positions[posId] = newPos
                    self.logger.warn("found unknown entry %s %.1f @ %.1f, added position"
                                     % (order.id, order.amount,
                                        order.stop_price if order.stop_price is not None else order.limit_price))
                else:
                    self.logger.warn(
                        "found unknown entry %s %.1f @ %.1f, but don't know what stop to use -> canceling"
                        % (order.id, order.amount,
                           order.stop_price if order.stop_price is not None else order.limit_price))
                    self.order_interface.cancel_order(order)

            elif orderType == OrderType.SL and remainingPosition * order.amount < 0 and abs(remainingPosition) > abs(
                    order.amount):
                # only assume open position for the waiting SL with the remainingPosition also indicates it, 
                # otherwise it might be a pending cancel (from executed TP) or already executed
                newPos = Position(id=posId, entry=None, amount=-order.amount,
                                  stop=order.stop_price, tstamp=bars[0].tstamp)
                newPos.status = PositionStatus.OPEN
                remainingPosition -= newPos.amount
                self.open_positions[posId] = newPos
                self.logger.warn("found unknown exit %s %.1f @ %.1f, opened position for it" % (
                    order.id, order.amount,
                    order.stop_price if order.stop_price is not None else order.limit_price))
            else:
                waiting_tps.append(order)

        # cancel orphaned TPs
        for order in waiting_tps:
            orderType = self.order_type_from_order_id(order.id)
            posId = self.position_id_from_order_id(order.id)
            if posId not in self.open_positions.keys():  # still not in (might have been added in previous for)
                self.logger.warn(
                    "didn't find matching position for order %s %.1f @ %.1f -> canceling"
                    % (order.id, order.amount,
                       order.stop_price if order.stop_price is not None else order.limit_price))
                self.order_interface.cancel_order(order)

        self.logger.info("found " + str(len(self.open_positions)) + " existing positions on sync")

        # positions with no exit in the market
        for posId in remaining_pos_ids:
            pos = self.open_positions[posId]
            if pos.status == PositionStatus.PENDING or pos.status == PositionStatus.TRIGGERED:
                # should have the opening order in the system, but doesn't
                # not sure why: in doubt: not create wrong orders
                if remainingPosition * pos.amount > 0 and abs(remainingPosition) >= abs(pos.amount):
                    # assume position was opened without us realizing (during downtime)
                    self.logger.warn(
                        "pending position with no entry order but open position looks like it was opened: %s" % (posId))
                    self.handle_opened_position(position=pos, order=None, bars=bars, account=account)
                    remainingPosition -= pos.amount
                else:
                    self.logger.warn(
                        "pending position with no entry order and no sign of opening -> close missed: %s" % (posId))
                    pos.status = PositionStatus.MISSED
                    self.position_closed(pos, account)
            elif pos.status == PositionStatus.OPEN:
                if remainingPosition == 0 and pos.initial_stop is not None:  # for some reason everything matches but we are missing the stop in the market
                    self.logger.warn(
                        "found position with no stop in market. added stop for it: %s with %.1f contracts" % (
                        posId, pos.amount))
                    self.order_interface.send_order(
                        Order(orderId=self.generate_order_id(posId, OrderType.SL), amount=-pos.amount,
                              stop=pos.initial_stop))
                else:
                    self.logger.warn(
                        "found position with no stop in market. %s with %.1f contracts. but remaining Position doesn't match so assume it was already closed." % (
                        posId, pos.amount))
                    self.position_closed(pos, account)
                    remainingPosition += pos.amount
            else:
                self.logger.warn(
                        "pending position with noconnection order not pending or open? closed: %s" % (posId))
                self.position_closed(pos, account)

        # now there should not be any mismatch between positions and orders.
        if remainingPosition != 0:
            unmatched_stop = self.get_stop_for_unmatched_amount(remainingPosition, bars)
            signalId = str(bars[1].tstamp) + '+' + str(randint(0, 99))
            if unmatched_stop is not None:
                posId = self.full_pos_id(signalId,
                                         PositionDirection.LONG if remainingPosition > 0 else PositionDirection.SHORT)
                newPos = Position(id=posId, entry=None, amount=remainingPosition,
                                  stop=unmatched_stop, tstamp=bars[0].tstamp)
                newPos.status = PositionStatus.OPEN
                self.open_positions[posId] = newPos
                # add stop
                self.logger.info(
                    "couldn't account for " + str(newPos.amount) + " open contracts. Adding position with stop for it")
                self.order_interface.send_order(Order(orderId=self.generate_order_id(posId, OrderType.SL),
                                                      stop=newPos.initial_stop, amount=-newPos.amount))
            elif account.open_position.quantity * remainingPosition > 0:
                self.logger.info(
                    "couldn't account for " + str(remainingPosition) + " open contracts. Market close")
                self.order_interface.send_order(Order(orderId=signalId + "_marketClose", amount=-remainingPosition))
            else:
                self.logger.info(
                    "couldn't account for " + str(
                        remainingPosition) + " open contracts. But close would increase exposure-> ignored")
Exemple #3
0
    def __open_position(self, direction, bars, swing, open_positions):
        directionFactor = 1
        oppDirection = PositionDirection.SHORT
        extreme = bars[1].low
        capFunc = min
        if direction == PositionDirection.SHORT:
            directionFactor = -1
            oppDirection = PositionDirection.LONG
            extreme = bars[1].high
            capFunc = max
        oppDirectionFactor = directionFactor * -1

        expectedEntrySplipagePerc = 0.0015
        expectedExitSlipagePerc = 0.0015

        data: Data = self.channel.get_data(bars[1])

        if self.close_on_opposite:
            for pos in open_positions.values():
                if pos.status == PositionStatus.OPEN and \
                        TradingBot.split_pos_Id(pos.id)[1] == oppDirection:
                    # execution will trigger close and cancel of other orders
                    self.order_interface.send_order(
                        Order(orderId=TradingBot.generate_order_id(
                            pos.id, OrderType.SL),
                              amount=-pos.amount,
                              stop=None,
                              limit=None))

        if self.init_stop_type == 1:
            stop = extreme
        elif self.init_stop_type == 2:
            stop = extreme + (extreme - bars[1].close) * 0.5
        else:
            stop = capFunc(swing, (extreme + bars[1].close) / 2)
        stop = stop + oppDirectionFactor  # buffer

        entry = bars[0].open
        signalId = self.get_signal_id(bars)

        #case long: entry * (1 + oppDirectionFactor*self.min_stop_diff_perc / 100) >= stop
        if 0 <= directionFactor*(entry * (1 + oppDirectionFactor*self.min_stop_diff_perc / 100) - stop) \
                or not self.ignore_on_tight_stop:
            stop = capFunc(
                stop,
                entry *
                (1 + oppDirectionFactor * self.min_stop_diff_perc / 100))

            amount = self.calc_pos_size(
                risk=self.risk_factor,
                exitPrice=stop *
                (1 + oppDirectionFactor * expectedExitSlipagePerc),
                entry=entry *
                (1 + directionFactor * expectedEntrySplipagePerc),
                atr=data.atr)

            posId = TradingBot.full_pos_id(signalId, direction)
            pos = Position(id=posId,
                           entry=entry,
                           amount=amount,
                           stop=stop,
                           tstamp=bars[0].tstamp)
            open_positions[posId] = pos
            self.order_interface.send_order(
                Order(orderId=TradingBot.generate_order_id(
                    posId, OrderType.ENTRY),
                      amount=amount,
                      stop=None,
                      limit=None))
            self.order_interface.send_order(
                Order(orderId=TradingBot.generate_order_id(
                    posId, OrderType.SL),
                      amount=-amount,
                      stop=stop,
                      limit=None))
            if self.tp_fac > 0:
                ref = entry - stop
                if self.tp_use_atr:
                    ref = math.copysign(data.atr, entry - stop)
                tp = entry + ref * self.tp_fac
                self.order_interface.send_order(
                    Order(orderId=TradingBot.generate_order_id(
                        posId, OrderType.TP),
                          amount=-amount,
                          stop=None,
                          limit=tp))
            pos.status = PositionStatus.OPEN
Exemple #4
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    def open_orders(self, is_new_bar, directionFilter, bars, account,
                    open_positions):
        if (not is_new_bar) or len(bars) < self.min_bars_needed():
            return  # only open orders on beginning of bar

        if not self.entries_allowed(bars):
            self.logger.info("no entries allowed")
            return

        # check for signal. we are at the open of the new bar. so bars[0] contains of only 1 tick.
        # we look at data bars[1] and bars[2]
        prevFast = self.fastMA.get_data(bars[2])
        currentFast = self.fastMA.get_data(bars[1])
        prevSlow = self.slowMA.get_data(bars[2])
        currentSlow = self.slowMA.get_data(bars[1])
        swingData: Data = self.swings.get_data(bars[1])  # for stops

        # include the expected slipage in the risk calculation
        expectedEntrySplipagePerc = 0.0015
        expectedExitSlipagePerc = 0.0015
        signalId = "MACross+" + str(bars[0].tstamp)

        if prevFast <= prevSlow and currentFast > currentSlow:
            # cross up -> long entry
            entry = bars[0].open  # current price
            stop = swingData.swingLow
            if stop is None:
                stop = lowest(bars, self.swings.before + self.swings.after, 1,
                              BarSeries.LOW)
            amount = self.calc_pos_size(
                risk=self.risk_factor,
                exitPrice=stop * (1 - expectedExitSlipagePerc),
                entry=entry * (1 + expectedEntrySplipagePerc))

            # open the position and save it
            posId = TradingBot.full_pos_id(signalId, PositionDirection.LONG)
            pos = Position(id=posId,
                           entry=entry,
                           amount=amount,
                           stop=stop,
                           tstamp=bars[0].tstamp)
            open_positions[posId] = pos
            # send entry as market, immediatly send SL too
            self.order_interface.send_order(
                Order(orderId=TradingBot.generate_order_id(
                    posId, OrderType.ENTRY),
                      amount=amount,
                      stop=None,
                      limit=None))
            self.order_interface.send_order(
                Order(orderId=TradingBot.generate_order_id(
                    posId, OrderType.SL),
                      amount=-amount,
                      stop=stop,
                      limit=None))
            pos.status = PositionStatus.OPEN

        elif prevFast >= prevSlow and currentFast < currentSlow:
            # cross down -> short entry
            entry = bars[0].open  # current price
            stop = swingData.swingHigh
            if stop is None:
                stop = highest(bars, self.swings.before + self.swings.after, 1,
                               BarSeries.HIGH)
            amount = self.calc_pos_size(
                risk=self.risk_factor,
                exitPrice=stop * (1 + expectedExitSlipagePerc),
                entry=entry * (1 - expectedEntrySplipagePerc))

            # open the position and save it
            posId = TradingBot.full_pos_id(signalId, PositionDirection.SHORT)
            pos = Position(id=posId,
                           entry=entry,
                           amount=amount,
                           stop=stop,
                           tstamp=bars[0].tstamp)
            open_positions[posId] = pos
            # send entry as market, immediatly send SL too
            self.order_interface.send_order(
                Order(orderId=TradingBot.generate_order_id(
                    posId, OrderType.ENTRY),
                      amount=amount,
                      stop=None,
                      limit=None))
            self.order_interface.send_order(
                Order(orderId=TradingBot.generate_order_id(
                    posId, OrderType.SL),
                      amount=-amount,
                      stop=stop,
                      limit=None))
            pos.status = PositionStatus.OPEN
Exemple #5
0
    def sync_positions_with_open_orders(self, bars: List[Bar], account: Account):
        open_pos = 0
        for pos in self.open_positions.values():
            if pos.status == PositionStatus.OPEN:
                open_pos += pos.current_open_amount

        if not self.got_data_for_position_sync(bars):
            self.logger.warn("got no initial data, can't sync positions")
            self.unaccounted_position_cool_off = 0
            return

        remaining_pos_ids = []
        remaining_pos_ids += self.open_positions.keys()
        remaining_orders = []
        remaining_orders += account.open_orders

        # first check if there even is a diparity (positions without stops, or orders without position)
        for order in account.open_orders:
            if not order.active:
                remaining_orders.remove(order)
                continue  # got cancelled during run
            [posId, orderType] = self.position_id_and_type_from_order_id(order.id)
            if orderType is None:
                remaining_orders.remove(order)
                continue  # none of ours
            if posId in self.open_positions.keys():
                pos = self.open_positions[posId]
                remaining_orders.remove(order)
                if posId in remaining_pos_ids:
                    if (orderType == OrderType.SL and pos.status == PositionStatus.OPEN) \
                            or (orderType == OrderType.ENTRY and pos.status in [PositionStatus.PENDING,
                                                                                PositionStatus.TRIGGERED]):
                        # only remove from remaining if its open with SL or pending with entry. every position needs
                        # a stoploss!
                        remaining_pos_ids.remove(posId)

        for pos in self.open_positions.values():
            self.check_open_orders_in_position(pos)

        if len(remaining_orders) == 0 and len(remaining_pos_ids) == 0 and abs(
                open_pos - account.open_position.quantity) < self.symbol.lotSize / 10:
            self.unaccounted_position_cool_off = 0
            return

        self.logger.info("Has to start order/pos sync with bot vs acc: %.3f vs. %.3f and %i vs %i, remaining: %i,  %i"
                         % (
                             open_pos, account.open_position.quantity, len(self.open_positions),
                             len(account.open_orders),
                             len(remaining_orders), len(remaining_pos_ids)))

        remainingPosition = account.open_position.quantity
        for pos in self.open_positions.values():
            if pos.status == PositionStatus.OPEN:
                remainingPosition -= pos.current_open_amount

        waiting_tps = []

        # now remaining orders and remaining positions contain the not matched ones
        for order in remaining_orders:
            orderType = self.order_type_from_order_id(order.id)
            posId = self.position_id_from_order_id(order.id)
            if not order.active:  # already canceled or executed
                continue

            if orderType == OrderType.ENTRY:
                # add position for unkown order
                stop = self.get_stop_for_unmatched_amount(order.amount, bars)
                if stop is not None:
                    newPos = Position(id=posId,
                                      entry=order.limit_price if order.limit_price is not None else order.stop_price,
                                      amount=order.amount,
                                      stop=stop,
                                      tstamp=bars[0].tstamp)
                    newPos.status = PositionStatus.PENDING if not order.stop_triggered else PositionStatus.TRIGGERED
                    self.open_positions[posId] = newPos
                    self.logger.warn("found unknown entry %s %.1f @ %.1f, added position"
                                     % (order.id, order.amount,
                                        order.stop_price if order.stop_price is not None else order.limit_price))
                else:
                    self.logger.warn(
                        "found unknown entry %s %.1f @ %.1f, but don't know what stop to use -> canceling"
                        % (order.id, order.amount,
                           order.stop_price if order.stop_price is not None else order.limit_price))
                    self.order_interface.cancel_order(order)

            elif orderType == OrderType.SL and remainingPosition * order.amount < 0 and abs(
                    round(remainingPosition, self.symbol.quantityPrecision)) > abs(
                order.amount):
                # only assume open position for the waiting SL with the remainingPosition also indicates it, 
                # otherwise it might be a pending cancel (from executed TP) or already executed
                newPos = Position(id=posId, entry=None, amount=-order.amount,
                                  stop=order.stop_price, tstamp=bars[0].tstamp)
                newPos.status = PositionStatus.OPEN
                remainingPosition -= newPos.amount
                self.open_positions[posId] = newPos
                self.logger.warn("found unknown exit %s %.1f @ %.1f, opened position for it" % (
                    order.id, order.amount,
                    order.stop_price if order.stop_price is not None else order.limit_price))
            else:
                waiting_tps.append(order)

        # cancel orphaned TPs
        for order in waiting_tps:
            orderType = self.order_type_from_order_id(order.id)
            posId = self.position_id_from_order_id(order.id)
            if posId not in self.open_positions.keys():  # still not in (might have been added in previous for)
                self.logger.warn(
                    "didn't find matching position for order %s %.1f @ %.1f -> canceling"
                    % (order.id, order.amount,
                       order.stop_price if order.stop_price is not None else order.limit_price))
                self.order_interface.cancel_order(order)

        self.logger.info("found " + str(len(self.open_positions)) + " existing positions on sync")

        # positions with no exit in the market
        for posId in remaining_pos_ids:
            pos = self.open_positions[posId]
            if pos.status == PositionStatus.PENDING or pos.status == PositionStatus.TRIGGERED:
                # should have the opening order in the system, but doesn't
                # not sure why: in doubt: not create wrong orders
                if remainingPosition * pos.amount > 0 and abs(
                        round(remainingPosition, self.symbol.quantityPrecision)) >= abs(pos.amount):
                    # assume position was opened without us realizing (during downtime)
                    self.logger.warn(
                        "pending position with no entry order but open position looks like it was opened: %s" % (posId))
                    pos.last_filled_entry = pos.wanted_entry
                    pos.entry_tstamp = time.time()
                    pos.max_filled_amount += pos.amount
                    pos.current_open_amount = pos.amount
                    self.handle_opened_or_changed_position(position=pos, bars=bars, account=account)
                    remainingPosition -= pos.amount
                else:
                    self.logger.warn(
                        "pending position with no entry order and no sign of opening -> close missed: %s" % (posId))
                    pos.status = PositionStatus.MISSED
                    self.position_closed(pos, account)
            elif pos.status == PositionStatus.OPEN:
                if pos.changed:
                    self.logger.info(f"pos has no exit, but is marked changed, so its probably just a race {pos}")
                    continue
                if pos.initial_stop is not None:
                    # for some reason we are missing the stop in the market
                    self.logger.warn(
                        "found position with no stop in market. added stop for it: %s with %.1f contracts" % (
                            posId, pos.current_open_amount))
                    self.order_interface.send_order(
                        Order(orderId=self.generate_order_id(posId, OrderType.SL), amount=-pos.current_open_amount,
                              stop=pos.initial_stop))
                else:
                    self.logger.warn(
                        "found position with no stop in market. %s with %.1f contracts. but no initial stop on position had to close" % (
                            posId, pos.current_open_amount))
                    self.order_interface.send_order(
                        Order(orderId=self.generate_order_id(posId, OrderType.SL), amount=-pos.current_open_amount))
            else:
                self.logger.warn(
                    "pending position with noconnected order not pending or open? closed: %s" % (posId))
                self.position_closed(pos, account)

        remainingPosition = round(remainingPosition, self.symbol.quantityPrecision)
        # now there should not be any mismatch between positions and orders.
        if remainingPosition != 0:
            if self.unaccounted_position_cool_off > 1:
                unmatched_stop = self.get_stop_for_unmatched_amount(remainingPosition, bars)
                signalId = str(bars[1].tstamp) + '+' + str(randint(0, 99))
                if unmatched_stop is not None:
                    posId = self.full_pos_id(signalId,
                                             PositionDirection.LONG if remainingPosition > 0 else PositionDirection.SHORT)
                    newPos = Position(id=posId, entry=None, amount=remainingPosition,
                                      stop=unmatched_stop, tstamp=bars[0].tstamp)
                    newPos.status = PositionStatus.OPEN
                    self.open_positions[posId] = newPos
                    # add stop
                    self.logger.info(
                        "couldn't account for " + str(
                            newPos.current_open_amount) + " open contracts. Adding position with stop for it")
                    self.order_interface.send_order(Order(orderId=self.generate_order_id(posId, OrderType.SL),
                                                          stop=newPos.initial_stop, amount=-newPos.current_open_amount))
                elif account.open_position.quantity * remainingPosition > 0:
                    self.logger.info(
                        "couldn't account for " + str(remainingPosition) + " open contracts. Market close")
                    self.order_interface.send_order(Order(orderId=signalId + "_marketClose", amount=-remainingPosition))
                else:
                    self.logger.info(
                        "couldn't account for " + str(
                            remainingPosition) + " open contracts. But close would increase exposure-> mark positions as closed")

                    for pos in self.open_positions.values():
                        if pos.status == PositionStatus.OPEN and abs(
                                remainingPosition + pos.current_open_amount) < self.symbol.lotSize:
                            self.logger.info(f"marked position {pos.id} with exact size as closed ")
                            self.position_closed(pos, account)
                            remainingPosition += pos.current_open_amount
                            break

                    if abs(remainingPosition) >= self.symbol.lotSize:
                        # close orders until size closed
                        # TODO: sort by size, close until position flips side
                        pos_to_close = []
                        for pos in self.open_positions.values():
                            if pos.status == PositionStatus.OPEN and pos.current_open_amount * remainingPosition < 0:
                                # rough sorting to have the smallest first
                                if len(pos_to_close) > 0 and abs(pos.current_open_amount) <= abs(
                                        pos_to_close[0].current_open_amount):
                                    pos_to_close.insert(0, pos)
                                else:
                                    pos_to_close.append(pos)
                        direction = 1 if remainingPosition > 0 else -1
                        for pos in pos_to_close:
                            if direction * remainingPosition <= 0 or abs(remainingPosition) < self.symbol.lotSize:
                                break
                            self.logger.info(f"marked position {pos.id} as closed ")
                            remainingPosition += pos.current_open_amount
                            self.position_closed(pos, account)


            else:
                self.logger.info(
                    "couldn't account for " + str(
                        remainingPosition) + " open contracts. cooling off, hoping it's a glitch")
                self.unaccounted_position_cool_off += 1
        else:
            self.unaccounted_position_cool_off = 0
Exemple #6
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 def handle_opened_or_changed_position(self, position: Position, account: Account, bars: List[Bar]):
     position.status = PositionStatus.OPEN
     self.position_got_opened_or_changed(position, bars, account)
Exemple #7
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    def open_orders(self, is_new_bar, directionFilter, bars, account, open_positions):
        if (not is_new_bar) or len(bars) < 5:
            return  # only open orders on beginning of bar

        if not self.entries_allowed(bars):
            self.logger.info(" no entries allowed")
            return

        atr = clean_range(bars, offset=0, length=self.channel.max_look_back * 2)
        risk = self.risk_factor

        # test for SFP:
        # High > HH der letzten X
        # Close < HH der vorigen X
        # ? min Wick size?
        # initial SL

        data: Data = self.channel.get_data(bars[1])
        maxLength = min(len(bars), self.range_length)
        minRejLength = min(len(bars),self.min_rej_length)
        highSupreme = 0
        hhBack = 0
        hh = bars[2].high
        swingHigh = 0
        gotHighSwing = False
        for idx in range(2, maxLength):
            if bars[idx].high < bars[1].high:
                highSupreme = idx - 1
                if hh < bars[idx].high:
                    hh = bars[idx].high
                    hhBack = idx
                elif self.min_swing_length < hhBack <= idx - self.min_swing_length:
                    gotHighSwing = True
                    swingHigh = hh  # confirmed
            else:
                break

        lowSupreme = 0
        llBack = 0
        ll = bars[2].low
        swingLow = 0
        gotLowSwing = False
        for idx in range(2, maxLength):
            if bars[idx].low > bars[1].low:
                lowSupreme = idx - 1
                if ll > bars[idx].low:
                    ll = bars[idx].low
                    llBack = idx
                elif self.min_swing_length < llBack <= idx - self.min_swing_length:
                    gotLowSwing = True
                    swingLow = ll  # confirmed
            else:
                break

        rangeMedian = (bars[maxLength - 1].high + bars[maxLength - 1].low) / 2
        alpha = 2 / (maxLength + 1)
        for idx in range(maxLength - 2, 0, -1):
            rangeMedian = rangeMedian * alpha + (bars[idx].high + bars[idx].low) / 2 * (1 - alpha)

        expectedEntrySplipagePerc = 0.0015
        expectedExitSlipagePerc = 0.0015

        signalId = "sfp+" + str(bars[0].tstamp)

        # SHORT
        longSFP = self.entries != 1 and gotHighSwing and bars[1].close + data.buffer < swingHigh
        longRej = self.entries != 2 and bars[1].high > hh > bars[1].close + data.buffer and \
                    highSupreme > minRejLength and bars[1].high - bars[1].close > (bars[1].high - bars[1].low) / 2

        # LONG
        shortSFP = self.entries != 1 and gotLowSwing and bars[1].close - data.buffer > swingLow
        shortRej = self.entries != 2 and bars[1].low < ll < bars[1].close - data.buffer and lowSupreme > minRejLength \
                   and bars[1].close - bars[1].low > (bars[1].high - bars[1].low) / 2

        self.logger.info("---- analyzing: %s: %.1f %.1f %.0f | %s %.0f %i or %i %.0f %.0f | %s %.0f %i or %i %.0f %.0f " %
                         (str(datetime.fromtimestamp(bars[0].tstamp)), data.buffer, atr, rangeMedian,
                          gotHighSwing, swingHigh, hhBack, highSupreme, hh ,bars[1].high - bars[1].close,
                          gotLowSwing, swingLow, llBack, lowSupreme, ll ,bars[1].close - bars[1].low ))
        
        if (longSFP or longRej) and (bars[1].high - bars[1].close) > atr * self.min_wick_fac \
                and directionFilter <= 0 and bars[1].high > rangeMedian + atr * self.range_filter_fac:
            # close existing short pos
            if self.close_on_opposite:
                for pos in open_positions.values():
                    if pos.status == PositionStatus.OPEN and TradingBot.split_pos_Id(pos.id)[1] == PositionDirection.LONG:
                        # execution will trigger close and cancel of other orders
                        self.order_interface.send_order(
                            Order(orderId=TradingBot.generate_order_id(pos.id, OrderType.SL),
                                  amount=-pos.amount, stop=None, limit=None))

            if self.init_stop_type == 1:
                stop = bars[1].high
            elif self.init_stop_type == 2:
                stop = bars[1].high + (bars[0].high - bars[0].close) * 0.5
            else:
                stop = max(swingHigh, (bars[1].high + bars[1].close) / 2)
            stop = stop + 1  # buffer

            entry = bars[0].open
            amount = self.calc_pos_size(risk=risk, exitPrice=stop * (1 + expectedExitSlipagePerc),
                                        entry=entry * (1 - expectedEntrySplipagePerc), data=data)

            posId = TradingBot.full_pos_id(signalId, PositionDirection.SHORT)
            pos = Position(id=posId, entry=entry, amount=amount, stop=stop,
                                             tstamp=bars[0].tstamp)
            open_positions[posId]= pos
            self.order_interface.send_order(Order(orderId=TradingBot.generate_order_id(posId, OrderType.ENTRY),
                                                  amount=amount, stop=None, limit=None))
            self.order_interface.send_order(Order(orderId=TradingBot.generate_order_id(posId, OrderType.SL),
                                                  amount=-amount, stop=stop, limit=None))
            if self.tp_fac > 0:
                tp = entry - (stop - entry) * self.tp_fac
                self.order_interface.send_order(Order(orderId=TradingBot.generate_order_id(posId, OrderType.TP),
                                                      amount=-amount, stop=None, limit=tp))
            pos.status= PositionStatus.OPEN

        if (shortSFP or shortRej) and (bars[1].close - bars[1].low) > atr * self.min_wick_fac \
                and directionFilter >= 0 and bars[1].low < rangeMedian - self.range_filter_fac:
            # close existing short pos
            if self.close_on_opposite:
                for pos in open_positions.values():
                    if pos.status == PositionStatus.OPEN and TradingBot.split_pos_Id(pos.id)[1] == PositionDirection.SHORT:
                        # execution will trigger close and cancel of other orders
                        self.order_interface.send_order(
                            Order(orderId=TradingBot.generate_order_id(pos.id, OrderType.SL),
                                  amount=-pos.amount, stop=None, limit=None))

            if self.init_stop_type == 1:
                stop = bars[1].low
            elif self.init_stop_type == 2:
                stop = bars[1].low + (bars[0].low - bars[0].close) * 0.5
            else:
                stop = min(swingLow, (bars[1].low + bars[1].close) / 2)
            stop = stop - 1  # buffer

            entry = bars[0].open
            amount = self.calc_pos_size(risk=risk, exitPrice=stop * (1 - expectedExitSlipagePerc),
                                        entry=entry * (1 + expectedEntrySplipagePerc), data=data)

            posId = TradingBot.full_pos_id(signalId, PositionDirection.LONG)
            pos = Position(id=posId, entry=entry, amount=amount, stop=stop,
                                             tstamp=bars[0].tstamp)
            pos.status= PositionStatus.TRIGGERED
            open_positions[posId]= pos
            self.order_interface.send_order(Order(orderId=TradingBot.generate_order_id(posId, OrderType.ENTRY),
                                                  amount=amount, stop=None, limit=None))
            self.order_interface.send_order(Order(orderId=TradingBot.generate_order_id(posId, OrderType.SL),
                                                  amount=-amount, stop=stop, limit=None))
            if self.tp_fac > 0:
                tp = entry + (entry - stop) * self.tp_fac
                self.order_interface.send_order(Order(orderId=TradingBot.generate_order_id(posId, OrderType.TP),
                                                      amount=-amount, stop=None, limit=tp))