v4.0.14b

.gitignore

@@ -72,6 +72,7 @@ target/
 .pypirc
 
 .vscode/
+*.sqlite3
 
 # config files
 aiomql.json

examples/sample_app/bot.py

@@ -0,0 +1,21 @@
+import logging
+
+from aiomql import Bot, ForexSymbol, auto_commit, OpenPositionsTracker
+
+from .emaxover import EMAXOver
+
+logging.basicConfig(level=logging.INFO)
+
+
+def x_bot():
+    syms = ["LTCUSD", "ETHUSD", "SOLUSD", "BTCUSD"]
+    symbols = [ForexSymbol(name=sym) for sym in syms]
+    strategies = [EMAXOver(symbol=symbol) for symbol in symbols]
+    bot = Bot()
+    bot.add_strategies(strategies=strategies)
+    bot.add_coroutine(coroutine=OpenPositionsTracker(autocommit=True).track, on_separate_thread=True)
+    # bot.add_coroutine(coroutine=auto_commit, on_separate_thread=True)
+    bot.execute()
+
+
+x_bot()

examples/sample_app/emaxover.py

@@ -1,5 +1,6 @@
 from aiomql import Strategy, ForexSymbol, TimeFrame, Tracker, OrderType, Sessions, Trader, ScalpTrader
 
+from .traders import TestTrader
 
 class EMAXOver(Strategy):
     ttf: TimeFrame  # time frame for the strategy
@@ -12,18 +13,18 @@ class EMAXOver(Strategy):
 
     # default parameters for the strategy
     # they are set as attributes. You can override them in the constructor via the params argument.
-    parameters = {'ttf': TimeFrame.H1, 'tcc': 3000, 'fast_ema': 34, 'slow_ema': 55, 'interval': TimeFrame.M15,
+    parameters = {'ttf': TimeFrame.M10, 'tcc': 3000, 'fast_ema': 34, 'slow_ema': 55, 'interval': TimeFrame.M5,
-                  'timeout': 3 * 60 * 60}
+                  'timeout': 120}
 
     def __init__(self, *, symbol: ForexSymbol, params: dict | None = None, trader: Trader = None,
                  sessions: Sessions = None, name: str = "EMAXOver"):
         super().__init__(symbol=symbol, params=params, sessions=sessions, name=name)
         self.tracker = Tracker(snooze=self.interval.seconds)
-        self.trader = trader or ScalpTrader(symbol=self.symbol)
+        self.trader = trader or TestTrader(symbol=self.symbol)
 
     async def find_entry(self):
         # get the candles
-        candles = await self.symbol.copy_rates_from_pos(timeframe=self.ttf, start_position=0, count=self.tcc)
+        candles = await self.symbol.copy_rates_from_pos(timeframe=self.ttf, count=self.tcc)
 
         # get the fast moving average
         candles.ta.ema(length=self.fast_ema, append=True)
@@ -34,9 +35,9 @@ class EMAXOver(Strategy):
 
         # check for crossovers
         # fast above slow
-        fas = candles.ta_lib.cross(candles.fast_ema, candles.slow_ema, above=True)
+        fas = candles.ta_lib.above(candles.fast_ema, candles.slow_ema)
         # fast below slow
-        fbs = candles.ta_lib.cross(candles.fast_ema, candles.slow_ema, above=False)
+        fbs = candles.ta_lib.below(candles.fast_ema, candles.slow_ema)
 
         ## check for entry signals in the current candle
         if fas.iloc[-1]:

examples/sample_app/trackers/__init__.py

@@ -0,0 +1 @@
+from .track import close_after

examples/sample_app/trackers/track.py

@@ -0,0 +1,18 @@
+from logging import getLogger
+from datetime import datetime
+
+from aiomql import OpenPosition
+
+logger = getLogger(__name__)
+
+
+async def close_after(open_pos: OpenPosition, /, *, duration: int, start: float = 0):
+    if not await open_pos.update_position():
+        return
+    pos = open_pos.position
+    start = start or pos.time
+    diff = datetime.now().timestamp() - start
+    if diff > duration:
+        _, res = await open_pos.close_position()
+        if res.retcode == 10009:
+            logger.info("%s, %d closed", pos.symbol, pos.ticket)

examples/sample_app/traders/__init__.py

@@ -0,0 +1 @@
+from .test_trader import TestTrader

examples/sample_app/traders/test_trader.py

@@ -0,0 +1,42 @@
+from logging import getLogger
+from datetime import datetime
+from aiomql import Trader, OrderType, OpenPosition, Positions, PositionTracker, Store
+
+from ..trackers import close_after
+
+logger = getLogger(__name__)
+
+
+class TestTrader(Trader):
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self.positions = Positions()
+        self.store = Store()
+
+    async def place_trade(self, *, order_type: OrderType, volume: float = None, parameters: dict = None):
+            """Places a trade based on the order_type and volume. The volume is optional. If not provided, the minimum volume
+            for the symbol will be used. This trade is placed without a stop_loss or take_profit. The trade is recorded in the
+            trade_record file.
+
+            Args:
+                order_type (OrderType): The order_type
+                volume (float): The volume to trade
+                parameters (dict): Parameters associated with the trade
+            """
+            try:
+                self.parameters |= parameters or {}
+                volume = volume or self.symbol.volume_min
+                await self.create_order_no_stops(order_type=order_type, volume=volume)
+                if not await self.check_order():
+                    return
+                self.order.comment = self.parameters.get("name", self.__class__.__name__)
+                res = await self.send_order()
+                if res is not None and res.retcode == 10009:
+                    position = await self.positions.get_position_by_ticket(ticket=res.order)
+                    open_position = OpenPosition(ticket=res.order, symbol=self.symbol, position=position)
+                    kwargs = {"duration": 40, "start": datetime.now().timestamp()}
+                    ca = PositionTracker(close_after, **kwargs)
+                    open_position.add_tracker(tracker=ca)
+                    await self.record_trade(result=res, parameters=self.parameters)
+            except Exception as err:
+                logger.error(f"{err} in {self.__class__.__name__}.place_trade for {self.symbol.name}")

examples/xover_bot.py

@@ -1,19 +0,0 @@
-import logging
-
-from aiomql import Bot, ForexSymbol
-
-from emaxover import EMAXOver
-
-logging.basicConfig(level=logging.INFO)
-
-
-def x_bot():
-    syms = ["EURUSD", "GBPUSD", "USDJPY"]
-    symbols = [ForexSymbol(name=sym) for sym in syms]
-    strategies = [EMAXOver(symbol=symbol) for symbol in symbols]
-    bot = Bot()
-    bot.add_strategies(strategies=strategies)
-    bot.execute()
-
-
-x_bot()

pyproject.toml

@@ -16,7 +16,7 @@ classifiers = [
 keywords = ["MetaTrader5", "Asynchronous", "Algorithmic Trading", "Trading Bot", "Backtesting",
             "Technical Analysis", "Forex", "Stocks", "Cryptocurrency", "Futures", "Options", "Crypto", "Algo Trading"]
 
-dependencies = ["MetaTrader5>=5.0.37", "pandas>=1.5.0", "pandas-ta>=0.3.14b0"]
+dependencies = ["MetaTrader5>=5.0.37", "pandas>=1.5.0", "pandas-ta>=0.3.14b0", "mplfinance>=0.10.1"]
 
 authors = [{name = "Ichinga Samuel", email = "ichingasamuel@gmail.com"}]
 

src/aiomql/__init__.py

@@ -1,5 +1,4 @@
 from .core import *
 from .lib import *
 from .contrib import *
-from ._utils import *
+from .utils import *
-from .process_pool import process_pool

src/aiomql/contrib/__init__.py

@@ -3,3 +3,5 @@ from .candle_patterns import *
 from .symbols import *
 from .utils import *
 from .traders import *
+from .quants import *
+from .trackers import *

src/aiomql/contrib/candle_patterns/fractals.py

@@ -1,15 +1,177 @@
-from ...lib.candle import Candle, Candles
+from aiomql import Candle, Candles
+
+from ..quants.change import percentage_difference
 
 
-def find_bearish_fractal(candles: Candles) -> Candle | None:
+def is_bullish_fractal(candles: Candles) -> tuple[bool, Candle|None]:
-    """Given a candles object, find the most recent bearish fractal."""
+    """Check if the candles form a five-candle bullish fractal"""
-    for i in range(len(candles) - 3, 1, -1):
+    if len(candles) < 5:
-        if candles[i].high > max(candles[i - 1].high, candles[i + 1].high, candles[i - 2].high, candles[i + 2].high):
+        return False, None
-            return candles[i]
+
+    # find the two candles by the left and right of the middle candle
+    # from left to right; oldest to most recent
+    first_left, second_left = candles[-5], candles[-4]
+    first_right, second_right = candles[-2], candles[-1]
+    center = candles[-3]
+    if not ((first_left.low > second_left.low > center.low < first_right.low < second_right.low)
+            and center.is_bearish() and first_right.is_bullish()):
+        return False, None
+    return True, center
 
 
-def find_bullish_fractal(candles: Candles) -> Candle | None:
+def is_half_bullish_fractal(candles: Candles) -> tuple[bool, Candle|None]:
-    """Given a candles object, find the most recent bullish fractal."""
+    """Check for a partially formed bullish fractal"""
-    for i in range(len(candles) - 3, 1, -1):
+    if len(candles) < 4:
-        if candles[i].low < min(candles[i - 1].low, candles[i + 1].low, candles[i - 2].low, candles[i + 2].low):
+        return False, None
-            return candles[i]
+
+    # find the two candles by the left and right of the current candle
+    # from left to right; oldest to most recent
+    first_left, second_left = candles[-4], candles[-3]
+    first_right = candles[-1]
+    center = candles[-3]
+    if not ((first_left.low > second_left.low > center.low < first_right.low) and center.is_bearish() and first_right.is_bullish()):
+        return False, None
+    return True, center
+
+
+def is_half_bearish_fractal(candles: Candles) -> tuple[bool, Candle|None]:
+    if len(candles) < 4:
+        return False, None
+
+    # find the two candles by the left and right of the current candle
+    # from left to right; oldest to most recent
+    first_left, second_left = candles[-4], candles[-3]
+    first_right = candles[-1]
+    center = candles[-2]
+    if not ((first_left.high < second_left.high < center.high > first_right.high) and center.is_bullish() and first_right.is_bearish()):
+        return False, None
+    return True, center
+
+
+def is_bearish_fractal(candles: Candles) -> tuple[bool, Candle|None]:
+    """Check if the candles form a bearish fractal"""
+    if len(candles) < 5:
+        return False, None
+    # find the two candles by the left and right of the middle candle
+    # from left to right; oldest to most recent
+    first_left, second_left = candles[-5], candles[-4]
+    first_right, second_right = candles[-2], candles[-1]
+    center = candles[-3]
+    if not ((first_left.high < second_left.high < center.high > first_right.high > second_right.high) and
+            center.is_bullish() and first_right.is_bearish()):
+        return False, None
+    return True, center
+
+
+def is_double_bullish_fractal(candles: Candles, tolerance: float = 1) -> tuple[bool, Candle|None]:
+    """Check if the candles form a double bullish fractal"""
+    if len(candles) < 4:
+        return False, None
+
+    # find the two candles on the left and right
+    # from left to right; oldest to most recent
+    left, right = candles[-4], candles[-1]
+    center_left, center_right = candles[-3], candles[-2]
+    if not (percentage_difference(center_left.low, center_right.low) <= tolerance):
+        return False, None
+    if not (center_left.is_bearish() and center_right.is_bullish()):
+        return False, None
+    if not (left.low > center_left.low and center_right.low < right.low):
+        return False, None
+    return True, min(center_left, center_right, key=lambda c: c.low)
+
+
+
+def is_double_bearish_fractal(candles: Candles, tolerance: float = 1) -> tuple[bool, Candle|None]:
+    """Check if the candles form a double bearish fractal"""
+    if len(candles) < 4:
+        return False, None
+
+    # find the two candles on the left and right
+    # from left to right; oldest to most recent
+    left, right = candles[-4], candles[-1]
+    center_left, center_right = candles[-3], candles[-2]
+    if not (percentage_difference(center_left.high, center_right.high) <= tolerance):
+        return False, None
+    if not (center_left.is_bullish() and center_right.is_bearish()):
+        return False, None
+    if not (left.high < center_left.high and center_right.high > right.high):
+        return False, None
+    return True, max(center_left, center_right, key=lambda c: c.high)
+
+
+def find_bullish_fractal(candles: Candles, swing_number: int = 1, min_price: float = None)  -> tuple[Candle, Candles] | None:
+    """Find a bullish fractal pattern"""
+    fractal_candles: Candles
+    swing_candle: Candle | None = None
+    min_price: float = min_price or candles[-1].low
+
+    for c in reversed(candles):
+        fractal_candles = candles[c.Index: c.Index + 5]
+        ok, candle = is_bullish_fractal(fractal_candles)
+        if ok and ((swing_candle is not None and candle.low < swing_candle.low) or swing_candle is None) and candle.low < min_price:
+            swing_number -= 1
+            swing_candle = candle
+        if swing_number <= 0:
+            return swing_candle, fractal_candles
+        continue
+    return None
+
+
+def find_bearish_fractal(candles: Candles, swing_number: int = 1, max_price: float = None) -> tuple[Candle, Candles] | None:
+    """Find a bearish fractal pattern"""
+    fractal_candles: Candles
+    swing_candle: Candle | None = None
+    max_price: float = max_price or candles[-1].high
+
+    for c in reversed(candles):
+        fractal_candles = candles[c.Index: c.Index + 5]
+        ok, candle = is_bearish_fractal(fractal_candles)
+        if (ok and ((swing_candle is not None and candle.high > swing_candle.high) or swing_candle is None) and
+                candle.high > max_price):
+            swing_number -= 1
+            swing_candle = candle
+        if swing_number <= 0:
+            return swing_candle, fractal_candles
+        continue
+    return None
+
+
+def find_double_bearish_fractal(candles: Candles, swing_number: int = 1,
+                                tolerance: float = 0.05, max_price: float = None) -> tuple[Candle, Candles] | None:
+    """Find double bearish Fractals"""
+    fractal_candles: Candles
+    swing_candle: Candle | None = None
+    max_price: float = max_price or candles[-1].high
+
+    for c in reversed(candles):
+        fractal_candles = candles[c.Index: c.Index + 4]
+        ok, candle = is_double_bearish_fractal(fractal_candles, tolerance=tolerance)
+        if (ok and ((swing_candle is not None and candle.high > swing_candle.high) or swing_candle is None)
+                and candle.high > max_price):
+            swing_number -= 1
+            swing_candle = candle
+        if swing_number <= 0:
+            return swing_candle, fractal_candles
+        continue
+    return None
+
+
+def find_double_bullish_fractal(candles: Candles, swing_number: int = 1,
+                                tolerance: float = 0.05, min_price: float = None) -> tuple[Candle, Candles] | None:
+    """Find double bullish Fractals"""
+    fractal_candles: Candles
+    swing_candle: Candle | None = None
+    min_price: float = min_price or candles[-1].low
+
+    for c in reversed(candles):
+        fractal_candles = candles[c.Index: c.Index + 4]
+        ok, candle = is_double_bullish_fractal(fractal_candles, tolerance=tolerance)
+        if (ok and ((swing_candle is not None and candle.low < swing_candle.low) or swing_candle is None)
+                and candle.low < min_price):
+            swing_number -= 1
+            swing_candle = candle
+        if swing_number <= 0:
+            return swing_candle, fractal_candles
+        continue
+    return None

src/aiomql/contrib/quants/__init__.py

@@ -0,0 +1 @@
+from .change import *

src/aiomql/contrib/quants/change.py

@@ -0,0 +1,76 @@
+def relative_difference(first: float, second: float) -> float:
+    """Find the relative difference between two values"""
+    diff = abs(first - second)
+    div = (first + second) / 2
+    return (diff / div) * 100
+
+
+def percentage_difference(first: float, second: float) -> float:
+    """Find the percentage difference between two values"""
+    diff = abs(first - second)
+    div = (first + second) / 2
+    return (diff / div) * 100
+
+
+def relative_position(start: float, end: float, value: float):
+    """Find the relative position of a value between two values"""
+    return (value - start) / (end - start)
+
+
+def percentage_position(start: float, end: float, value: float):
+    """Find the percentage position of a value between two values"""
+    return ((value - start) / (end - start)) * 100
+
+
+def get_relative_position(start: float, end: float, factor: float):
+    """Find position within an interval based on a factor"""
+    span = end - start
+    position = start + (factor * span)
+    return position
+
+
+def get_percentage_position(start: float, end: float, rate: float):
+    """Find position within an interval based on a percentage"""
+    span = end - start
+    position = start + ((rate/100) * span)
+    return position
+
+
+def extend_interval_by_factor(start: float, end: float, factor: float):
+    """Extend the end of an interval by a factor"""
+    span = end - start
+    span *= factor
+    return end + span
+
+def extend_interval_by_percentage(start: float, end: float, rate: float):
+    """Extend the end of an interval by a factor"""
+    span = end - start
+    span *= (rate/100)
+    return end + span
+
+
+def relative_change(start_value: float, end_value: float) -> float:
+    """Find the relative change from one value to another"""
+    return (end_value - start_value) / start_value
+
+
+def percentage_change(start_value: float, end_value: float) -> float:
+    """Find the percentage change from one value to another"""
+    return ((end_value - start_value) / start_value) * 100
+
+def relative_increase(value: float, factor: float) -> float:
+    """Increase the value by a factor"""
+    return value * (1 + factor)
+
+def percentage_increase(value: float, rate: float) -> float:
+    """Increase the value by a factor"""
+    return value * ((100 + rate) / 100)
+
+
+def relative_decrease(value: float, factor: float) -> float:
+    """Increase the value by a factor"""
+    return value * (1 - factor)
+
+def percentage_decrease(value: float, rate: float) -> float:
+    """Increase the value by a factor"""
+    return value * ((100 - rate) / 100)

src/aiomql/contrib/strategies/finger_trap.py

@@ -8,7 +8,7 @@ from ...core.constants import TimeFrame, OrderType
 from ...lib.sessions import Sessions
 from ..candle_patterns import find_bearish_fractal, find_bullish_fractal
 from ..traders import SimpleTrader
-from ..utils.tracker import Tracker
+from ..utils import Tracker
 
 logger = logging.getLogger(__name__)
 

src/aiomql/contrib/trackers/__init__.py

@@ -0,0 +1,5 @@
+from .position_tracker import PositionTracker
+from .open_position import OpenPosition
+from .positions_tracker import OpenPositionsTracker
+from .positions_tracker import OpenPositionsTracker
+from .position_tracking_functions import *

src/aiomql/contrib/trackers/open_position.py

@@ -0,0 +1,164 @@
+from dataclasses import dataclass, field
+from typing import ClassVar
+from logging import getLogger
+
+from ...lib import Symbol, Positions, Order
+from ...core.models import TradePosition, TradeAction, OrderSendResult
+from ...core.constants import OrderType
+from ...core.config import Config
+from .position_tracker import PositionTracker
+
+logger = getLogger()
+
+
+@dataclass
+class OpenPosition:
+    symbol: Symbol
+    ticket: int
+    position: TradePosition
+    is_open: bool = True
+    trackers: list[PositionTracker] = field(default_factory=list)
+    use_checkpoint: bool = False
+    checkpoint: float = 0
+    positions: ClassVar[Positions]
+    state_key: ClassVar[str] = "tracked_positions"
+    config: ClassVar[Config]
+
+    def __new__(cls, *args, **kwargs):
+        if not hasattr(cls, "config"):
+            cls.config = Config()
+        if not hasattr(cls, "positions"):
+            cls.positions = Positions()
+        return super().__new__(cls)
+
+    def __post_init__(self):
+        self.config.state.setdefault(self.state_key, {}).setdefault(self.ticket, self)
+
+    async def remove_closed(self):
+        try:
+            await self.update_position()
+            if not self.is_open:
+                self.remove_from_state()
+        except Exception as exe:
+            logger.error("%s: Unable to remove closed position from state", exe)
+
+
+    def add_tracker(self, *, tracker: PositionTracker, number: int = None):
+        number = number or len(self.trackers)
+        tracker.set_position(self, number)
+        self.trackers.append(tracker)
+        self.trackers.sort(key=lambda x: x.number)
+
+    async def update_position(self) -> bool:
+        pos = await self.positions.get_position_by_ticket(ticket=self.ticket)
+        if pos is not None:
+            self.position = pos
+            self.is_open = True
+        else:
+            self.is_open = False
+        return self.is_open
+
+    async def modify_stops(self, *, sl: float = None, tp: float = None,
+                           use_stop_levels=False) -> tuple[bool, OrderSendResult | None]:
+        try:
+            tick = await self.symbol.info_tick()
+
+            # modify stop_loss
+            if sl is not None and use_stop_levels is True:
+                min_stops_value = (self.symbol.trade_stops_level + self.symbol.spread) * self.symbol.point
+                if self.position.type == OrderType.BUY:
+                    sl = min(sl, tick.ask - min_stops_value)
+                elif self.position.type == OrderType.SELL:
+                    sl = max(sl, tick.bid + min_stops_value)
+                else:
+                    raise TypeError("Invalid OrderType %s: In %s.modify_stops", self.position.type, self.__class__.__name__)
+            elif sl is not None and use_stop_levels is False:
+                sl = sl or self.position.sl
+
+            # modify take_profit
+            if tp is not None and use_stop_levels is True:
+                min_stops_value = (self.symbol.trade_stops_level + self.symbol.spread) * self.symbol.point
+                if self.position.type == OrderType.BUY:
+                    tp = max(tp, tick.ask + min_stops_value)
+                elif self.position.type == OrderType.SELL:
+                    tp = min(tp, tick.bid - min_stops_value)
+                else:
+                    raise TypeError("Invalid OrderType %s: In %s.modify_stops", self.position.type, self.__class__.__name__)
+            elif tp is not None and use_stop_levels is False:
+                tp = tp or self.position.tp
+
+            # send order
+            order = Order(position=self.ticket, sl=sl, tp=tp, action=TradeAction.SLTP)
+            res = await order.send()
+            if res and res.retcode == 10009:
+                await self.update_position()
+                return True, res
+            else:
+                return False, res
+        except Exception as exe:
+            logger.error("%s: Error occurred in %s.modify_stops for %s:%d",
+                         exe, self.__class__.__name__, self.symbol.name, self.ticket)
+            return False, None
+
+    def remove_from_state(self):
+        try:
+            self.config.state.get(self.state_key, {}).pop(self.ticket, None)
+        except KeyError as err:
+            logger.error("%s: Unable to remove closed position from state in", err)
+
+    async def close_position(self, remove_from_state: bool = True) -> tuple[bool, OrderSendResult | None]:
+        try:
+            res = await self.positions.close_position(position=self.position)
+            if res.retcode == 10009:
+                self.is_open = False
+                if remove_from_state:
+                    self.remove_from_state()
+                return True, res
+            else:
+                return False, res
+        except Exception as exe:
+            logger.error("%s: Error occurred in %s.close_position for %s:%d", exe, self.__class__.__name__,
+                         self.symbol.name, self.ticket)
+            return False, None
+
+    async def track(self):
+        try:
+            for tracker in self.trackers:
+                await tracker()
+        except Exception as exe:
+            logger.error("%s: Error occurred in track method of Open Position for %d:%s",
+                         exe, self.symbol.name, self.ticket)
+
+
+    async def hedge_position(self, *, hedge_params: dict = None) -> tuple[bool, OrderSendResult | None]:
+        try:
+            # hedge_params for customizing the hedge
+            hedge_params = hedge_params or {}
+            volume = hedge_params.get("volume", self.position.volume)
+            order_type = hedge_params.get("type") or OrderType(self.position.type).opposite
+            tick = await self.symbol.info_tick()
+            price = hedge_params.get("price") or (tick.ask if order_type == OrderType.BUY else tick.bid)
+            comment = hedge_params.get("comment", f"Hedge_{self.ticket}")
+            hedge_order = Order(type=order_type, symbol=self.symbol.name, volume=volume, price=price, comment=comment)
+
+            # if position has stops get them from the sl and tp of the position
+            if self.position.sl and self.position.tp:
+                osl = abs(self.position.sl - self.position.price_open)
+                otp = abs(self.position.tp - self.position.price_open)
+                if order_type == OrderType.BUY:
+                    sl = hedge_params.get("sl") or tick.ask - osl
+                    tp = hedge_params.get("tp") or tick.ask + otp
+                    hedge_order.set_attributes(tp=tp, sl=sl)
+                if order_type == OrderType.SELL:
+                    sl = hedge_params.get("sl") or tick.bid + osl
+                    tp = hedge_params.get("sl") or tick.bid - otp
+                    hedge_order.set_attributes(tp=tp, sl=sl)
+
+            res = await hedge_order.send()
+            if res.retcode == 10009:
+                return True, res
+            return False, res
+        except Exception as exe:
+            logger.error("%s: Error occurred in %s.hedge_position for %s:%d", exe, self.__class__.__name__,
+                         self.symbol.name, self.ticket)
+            return False, None

src/aiomql/contrib/trackers/position_tracker.py

@@ -0,0 +1,33 @@
+from collections.abc import Callable
+from typing import Any, TypeVar
+from logging import getLogger
+
+logger = getLogger(__name__)
+
+OpenPosition = TypeVar('OpenPosition')
+
+
+class PositionTracker:
+    params: dict[str, Any]
+    function: Callable
+    number: int
+    open_position: OpenPosition
+
+    def __init__(self, function: Callable, /, **kwargs) -> None:
+        self.function = function
+        self.kwargs = kwargs
+        self.number = 0
+
+    async def __call__(self, **kwargs):
+        try:
+            kwargs = self.kwargs if not kwargs else (self.kwargs | kwargs)
+            await self.function(self.open_position, **kwargs)
+        except Exception as exe:
+            logger.error("%s: Error occurred in %s for %s:%d", exe, self.function.__name__,
+                         self.open_position.symbol.name, self.open_position.ticket)
+
+    def set_position(self, open_position: "OpenPosition", number: int = None):
+        self.open_position = open_position
+        if number is not None:
+            self.number = number
+        self.open_position = open_position

src/aiomql/contrib/trackers/position_tracking_functions.py

@@ -0,0 +1,86 @@
+from logging import getLogger
+
+from aiomql import OrderType
+
+from .open_position import OpenPosition
+from ..quants import extend_interval_by_percentage, get_percentage_position, percentage_position
+
+logger = getLogger(__name__)
+
+
+async def exit_at_price(*, pos: OpenPosition, tp: float = None, sl: float = None):
+    """Exit a trade at a particular price"""
+    if not await pos.update_position():
+        return
+
+    if (tp is not None and pos.position.profit >= tp) or (sl is not None and pos.position.profit <= sl):
+        ok, res = await pos.close_position()
+        if not ok:
+            logger.warning("Unable to close %s:%d due to %s in exit_at_price", pos.symbol, pos.ticket, res.comment)
+
+
+async def extend_take_profit(*, pos: OpenPosition, increase: float = 20, start: float = 80,
+                             use_stop_levels: bool = True):
+    is_open = await pos.update_position()
+    if is_open is False or pos.position.profit < 0:
+        return
+    position = pos.position
+    if percentage_position(position.price_open, position.tp, position.price_current) >= start:
+        new_tp = extend_interval_by_percentage(position.price_open, position.tp, increase)
+        ok, res = await pos.modify_stops(tp=new_tp, use_stop_levels=use_stop_levels)
+        if ok:
+            logger.info("%s:%d take_profit extended by extend_take_profit", position.symbol, position.ticket)
+        else:
+            logger.warning("Unable to extend take profit of %s:%d due to %s in extend_take_profit",
+                           position.symbol, position.ticket, res.comment)
+
+
+async def extend_stop_loss(*, pos: OpenPosition, increase: float = 20, start: float = 80,
+                           use_stop_levels: bool = True):
+    is_open = await pos.update_position()
+    if is_open is False or pos.position.profit > 0:
+        return
+    position = pos.position
+    if percentage_position(position.price_open, position.tp, position.price_current) >= start:
+        new_sl = extend_interval_by_percentage(position.price_open, position.sl, increase)
+        ok, res = await pos.modify_stops(sl=new_sl, use_stop_levels=use_stop_levels)
+        if ok:
+            logger.info("%s:%d extend_stop_loss extended by extend_stop_loss",
+                        position.symbol, position.ticket)
+        else:
+            logger.warning("Unable to extend stop loss of %s:%d due to %s in extend_stop_loss",
+                           position.symbol, position.ticket, res.comment)
+
+
+async def exit_at_checkpoint(*, pos: OpenPosition, start: float = 80, trail: float = 15):
+    is_open = await pos.update_position()
+    if is_open is False or pos.position.profit < 0:
+        return
+    position = pos.position
+    if percentage_position(position.price_open, position.tp, position.price_current) >= start:
+        new_checkpoint = get_percentage_position(position.price_open, position.price_current, 100-trail)
+        change_checkpoint = False
+        if position.type == OrderType.BUY and new_checkpoint > pos.checkpoint:
+            change_checkpoint = True
+        elif position.type == OrderType.SELL and new_checkpoint < pos.checkpoint:
+            change_checkpoint = True
+        if change_checkpoint:
+            pos.checkpoint = new_checkpoint
+            pos.use_checkpoint = True
+            logger.info("New checkpoint created for %s:%d at %f:%f",
+                        position.symbol, position.ticket, new_checkpoint, position.profit)
+    close = False
+    if position.type == OrderType.BUY and position.price_current <= pos.checkpoint and pos.use_checkpoint:
+        close = True
+
+    elif position.type == OrderType.SELL and position.price_current >= pos.checkpoint and pos.use_checkpoint:
+        close = True
+
+    if close:
+        ok, res = await pos.close_position()
+        if not ok:
+            logger.warning("Unable to close %s:%d due to %s in checkpoint", position.symbol,
+                           position.ticket, res.comment)
+        else:
+            logger.info("Closed %s:%d in checkpoint at %f:%f",
+                        position.symbol, position.ticket, position.price_current, position.profit)

src/aiomql/contrib/trackers/positions_tracker.py

@@ -0,0 +1,50 @@
+import asyncio
+from logging import getLogger
+from typing import ClassVar
+
+from ...core import Config, State, Store, sleep
+from ...lib import Positions
+
+
+logger = getLogger(__name__)
+
+
+class OpenPositionsTracker:
+    state: ClassVar[State]
+    store: ClassVar[Store]
+    config: ClassVar[Config]
+
+    def __new__(cls, *args, **kwargs):
+        if not hasattr(cls, "config"):
+            cls.config = Config()
+        if not hasattr(cls, "state"):
+            cls.state = cls.config.state
+        if not hasattr(cls, "positions"):
+            cls.positions = Positions()
+        if not hasattr(cls, "store"):
+            cls.store = cls.config.store
+        return super().__new__(cls)
+
+    def __init__(self, interval: int = 10, state_key: str = "tracked_positions", autocommit=False):
+        self.interval = interval
+        self.state_key = state_key
+        self.autocommit = autocommit
+
+    async def track(self):
+        conn = self.config.state.conn
+        while self.config.shutdown is False:
+            try:
+                await sleep(self.interval)
+                tracked_positions = self.state.get("tracked_positions", {})
+                await asyncio.gather(*(pos.track() for pos in tracked_positions.values()))
+                await self.remove_closed_positions(tracked_positions)
+                if self.autocommit:
+                    await self.state.acommit(conn=conn, close=False)
+            except Exception as exe:
+                logger.error("%s: Error occurred in main position tracker", exe)
+        conn.close()
+
+    async def remove_closed_positions(self, tracked_positions):
+        all_pos = await self.positions.get_positions()
+        all_pos = {pos.ticket for pos in all_pos}
+        self.state[self.state_key] = {pos.ticket: pos for pos in tracked_positions.values() if pos.ticket in all_pos}

src/aiomql/contrib/utils/__init__.py

@@ -1 +1 @@
-from .tracker import Tracker
+from .strategy_tracker import StrategyTracker as Tracker

src/aiomql/contrib/utils/strategy_tracker.py

@@ -1,3 +1,4 @@
+from datetime import datetime
 from dataclasses import dataclass
 from typing import Literal
 
@@ -5,9 +6,8 @@ from ...core.constants import OrderType
 
 
 @dataclass
-class Tracker:
+class StrategyTracker:
     """Keeps track of a strategy's data and state"""
-
     trend: Literal["ranging", "bullish", "bearish"] = "ranging"
     bullish: bool = False
     bearish: bool = False
@@ -22,6 +22,14 @@ class Tracker:
     sl: float = 0
     tp: float = 0
 
+    @property
+    def time(self):
+        return datetime.now()
+
+    @property
+    def timestamp(self):
+        return self.time.timestamp()
+
     def update(self, **kwargs):
         """Updates the tracker with the given kwargs"""
         fields = self.__dict__

src/aiomql/core/__init__.py

@@ -8,3 +8,7 @@ from .errors import Error
 from .exceptions import *
 from .task_queue import TaskQueue
 from .backtesting import *
+from .utils import *
+from .db import DB
+from .state import State
+from .store import Store

src/aiomql/core/backtesting/backtest_engine.py

@@ -38,7 +38,7 @@ from ..constants import (
     CopyTicks,
 )
 
-from ..._utils import round_down, round_up, error_handler, error_handler_sync, async_cache
+from ...utils import round_down, round_up, error_handler, error_handler_sync, async_cache
 
 from .get_data import BackTestData, GetData, Cursor
 from .backtest_account import BackTestAccount

src/aiomql/core/backtesting/get_data.py

@@ -12,7 +12,7 @@ from ..meta_trader import MetaTrader
 from ..config import Config
 from ..constants import TimeFrame
 from ..task_queue import TaskQueue, QueueItem
-from ..._utils import backoff_decorator
+from ...utils import backoff_decorator
 
 logger = getLogger(__name__)
 

src/aiomql/core/base.py

@@ -19,7 +19,6 @@ class Base:
         include (set [str]): A set of attributes to be included when retrieving attributes
          using the get_dict and dict method.
     """
-
     exclude: set[str]
     include: set[str]
 
@@ -137,8 +136,9 @@ class _Base(Base):
     """Base class that provides access to the MetaTrader and Config classes as well as the MetaBackTester class for
     backtesting mode.
     """
-
+    mt5: MetaTrader | MetaBackTester
+    config: Config
     def __init__(self, **kwargs):
-        self.config = Config()
+        self.__class__.config = Config()
-        self.mt5 = MetaTrader() if self.config.mode != "backtest" else MetaBackTester()
+        self.__class__.mt5 = MetaTrader() if self.config.mode != "backtest" else MetaBackTester()
         super().__init__(**kwargs)

src/aiomql/core/config.py

@@ -1,10 +1,13 @@
 import os
+import json
 from pathlib import Path
 from typing import Literal, TypeVar, Self
-import json
 from logging import getLogger
+from threading import Lock
 
 from .task_queue import TaskQueue
+from .state import  State
+from .store import Store
 
 logger = getLogger(__name__)
 Bot = TypeVar("Bot")
@@ -14,14 +17,15 @@ BackTestController = TypeVar("BackTestController")
 
 class Config:
     login: int
-    trade_record_mode: Literal["csv", "json"]
+    trade_record_mode: Literal["csv", "json", "sql"]
     password: str
     config_file: str | Path
     server: str
     path: str | Path
     timeout: int
     filename: str
-    state: dict
+    _state: State
+    _store: Store
     root: Path
     record_trades: bool
     records_dir: Path
@@ -30,6 +34,7 @@ class Config:
     records_dir_name: str
     plots_dir_name: str
     backtest_dir_name: str  #Todo: add to docs
+    db_name: str
     task_queue: TaskQueue
     _backtest_engine: BackTestEngine
     bot: Bot
@@ -39,40 +44,46 @@ class Config:
     use_terminal_for_backtesting: bool
     shutdown: bool
     force_shutdown: bool
+    db_commit_interval: float
+    auto_commit: bool = False
+    lock: Lock
     _defaults = {
         "timeout": 60000,
         "record_trades": True,
         "records_dir_name": "trade_records",
         "backtest_dir_name": "backtesting",
         "config_file": None,
-        "trade_record_mode": "csv",
+        "trade_record_mode": "sql",
         "mode": "live",
         "filename": "aiomql.json",
         "use_terminal_for_backtesting": True,
+        "db_name": "",
         "path": "",
-        "login": 0,
+        "login": None,
         "password": "",
         "server": "",
         "shutdown": False,
         "force_shutdown": False,
         "root": None,
-        "plots_dir_name": "plots"
+        "plots_dir_name": "plots",
+        "db_commit_interval": 30,
+        "auto_commit": False
     }
 
     def __new__(cls, *args, **kwargs):
-        if not hasattr(cls, "_instance"):
+        with (lock := Lock()) as _:
-            cls._instance = super().__new__(cls)
+            if not hasattr(cls, "_instance"):
-            cls._instance.state = {}
+                cls._lock = lock
-            cls._instance.task_queue = TaskQueue(mode='infinite', workers=10)
+                cls._instance = super().__new__(cls)
-            cls._instance.set_attributes(**cls._defaults)
+                cls._instance.task_queue = TaskQueue(mode='infinite', workers=10)
-            cls._instance._backtest_engine = None
+                cls._instance.set_attributes(**cls._defaults)
-            cls._instance.bot = None
+                cls._instance._backtest_engine = None
-            cls._instance.backtest_controller = None
+                cls._instance.bot = None
+                cls._instance.backtest_controller = None
         return cls._instance
 
     def __init__(self, **kwargs):
         """Initialize the Config object. The root directory can be set here or in the load_config method."""
-
         root = kwargs.pop("root", None)
         config_file = kwargs.pop("config_file", None)
         if self.root is None or root is not None or config_file is not None:
@@ -123,7 +134,6 @@ class Config:
                 config_file = dirname / self.filename
                 if config_file.exists():
                     return config_file
-
                 if self.root == dirname:
                     break
             return None
@@ -176,11 +186,15 @@ class Config:
         else:
             fh = open(self.config_file, mode="r")
             file_config = json.load(fh)
+            # print(file_config)
             fh.close()
 
         data = file_config | kwargs
         self.set_attributes(**data)
-
+        self.db_name = self.db_name or (f"db_{self.login}.sqlite3" if self.login else "db.sqlite3")
+        os.environ["DB_NAME"] = self.db_name
+        self.init_state()
+        self.init_store()
         try:
             if self.path:
                 self.path = self.root / self.path if not Path(self.path).resolve().exists() else self.path
@@ -189,6 +203,32 @@ class Config:
             self.path = ""
         return self
 
+    @property
+    def state(self):
+        if not hasattr(self, "_state"):
+            self.init_state()
+        return self._state
+
+    @state.setter
+    def state(self, value: State):
+        self._state = value
+
+    @property
+    def store(self):
+        if not hasattr(self, "_store"):
+            self.init_store()
+        return self._store
+
+    @store.setter
+    def store(self, value: Store):
+        self._store = value
+
+    def init_state(self):
+        self.state = State(db_name=self.db_name)
+
+    def init_store(self):
+        self.store = Store(db_name=self.db_name)
+
     @property
     def records_dir(self):
         rec_dir = self.root / self.records_dir_name or 'trade_records'
@@ -207,6 +247,7 @@ class Config:
         p_dir.mkdir(parents=True, exist_ok=True) if p_dir.exists() is False else ...
         return p_dir
 
+    @property
     def account_info(self) -> dict[str, int | str]:
         """Returns Account login details as found in the config object if available
 
@@ -226,7 +267,7 @@ Config.__doc__ = """A class for handling configuration settings for the aiomql p
         timeout (int): The timeout argument for the terminal
         filename (str): The filename of the config file
         config_file (Path): The config file path
-        state (dict): The
+        state (State): A key-value database
         root (Path): The root directory of the project
         record_trades (bool): To record trades or not. Default is True
         records_dir (Path): The directory to store trade records, relative to the root directory

src/aiomql/core/db.py

@@ -0,0 +1,167 @@
+import os
+import sqlite3
+import re
+from logging import getLogger
+from dataclasses import Field, fields, asdict, MISSING, is_dataclass
+from typing import ClassVar
+
+from .config import Config
+
+logger = getLogger(__name__)
+
+
+class DB:
+    _table: ClassVar[str] = ""
+    TYPES: ClassVar[dict] = {str: "TEXT", float: "REAL", int: "INTEGER", bool: "BOOLEAN", None: "NULL", bytes: "BLOB"}
+    config: ClassVar[Config]
+    conn: sqlite3.Connection
+    cursor: sqlite3.Cursor
+
+    def __new__(cls, *args, **kwargs):
+        cls.config = Config()
+        return super().__new__(cls)
+
+    def __post_init__(self):
+        self.init_db()
+
+    def init_db(self):
+        db_name = getattr(self.config, "db_name", os.getenv("DB_NAME", "db.sqlite3"))
+        self.conn = sqlite3.connect(db_name)
+        self.conn.row_factory = self.dict_factory()
+        self.cursor = self.conn.cursor()
+        self.create_table(self.conn)
+
+    @classmethod
+    def get_connection(cls):
+        db_name = os.getenv("DB_NAME", "db.sqlite3")
+        conn = sqlite3.connect(db_name)
+        conn.row_factory = cls.dict_factory()
+        return conn
+
+    @classmethod
+    def create_table(cls, conn: sqlite3.Connection):
+        try:
+            if not is_dataclass(cls):
+                return
+            cls._table = cls._table or cls.__name__.lower()
+            columns = cls.get_columns()
+            q = f"""CREATE TABLE IF NOT EXISTS '{cls._table}' ({columns})"""
+            conn.execute(f"""CREATE TABLE IF NOT EXISTS '{cls._table}' ({columns})""")
+            conn.commit()
+        except Exception as e:
+            logger.error("%s: Failed to create table", e)
+
+    @classmethod
+    def dict_factory(cls):
+        def dict_factory(cursor, row):
+            cols = [column[0] for column in cursor.description]
+            kw = {key: value for key, value in zip(cols, row)}
+            print(type(cls), cls.__name__)
+            return cls(**kw)
+        return dict_factory
+
+    @staticmethod
+    def sanitize(identifier):
+        if re.fullmatch(r"[A-Za-z_][A-Za-z0-9_]*", identifier):
+            return f'"{identifier}"'
+        raise ValueError("Invalid table name")
+
+    @classmethod
+    def types(cls, key):
+        return cls.TYPES.get(key, "TEXT")
+
+    @staticmethod
+    def get_default(col: Field):
+        if not isinstance(col.default, type(MISSING)):
+            return f"DEFAULT {col.default}"
+        elif not isinstance(col.default_factory, type(MISSING)):
+            return f"DEFAULT {col.default_factory()}"
+        else:
+            return ""
+
+    @staticmethod
+    def get_metadata(col: Field):
+        return f"{' '.join(meta for meta, value in col.metadata.items() if value)}"
+
+    @classmethod
+    def get_columns(cls):
+        cols = fields(cls)
+        cols = [f"'{col.name}' {cls.types(col.type)} {cls.get_metadata(col)} {cls.get_default(col)}" for col in
+                cols]
+        return ",".join(cols)
+
+    def commit(self):
+        self.conn.commit()
+
+    def close(self):
+        self.conn.close()
+
+    def asdict(self):
+        return asdict(self)
+
+    def get_data(self):
+        return self.asdict()
+
+    @classmethod
+    def clear(cls):
+        conn = cls.get_connection()
+        conn.execute(f"DELETE FROM {cls._table}")
+        conn.commit()
+        conn.close()
+
+    def save(self, commit=True):
+        data = self.get_data()
+        columns = ", ".join(self.sanitize(key) for key in data.keys())
+        placeholders = ", ".join(["?"] * len(data))
+        values = tuple(data.values())
+        table = self.sanitize(self._table)
+        query = f"INSERT INTO {table} ({columns}) VALUES ({placeholders})"
+        self.cursor.execute(query, values)
+        if commit:
+            self.commit()
+
+    @classmethod
+    def get(cls, **kwargs):
+        conn = cls.get_connection()
+        _query = " AND ".join([f'"{key}" = "{value}"' for key, value in kwargs.items()])
+        query = f"""SELECT * FROM {cls.sanitize(cls._table)} WHERE {_query}"""
+        res = conn.execute(query).fetchone()
+        conn.close()
+        return res
+
+    @classmethod
+    def filter(cls, **kwargs):
+        conn = cls.get_connection()
+        _query = " AND ".join([f'"{key}" = "{value}"' for key, value in kwargs.items()])
+        # _query = " AND ".join([f'{key} = {value}' for key, value in kwargs.items()])
+        _query = f"WHERE {_query}" if _query else ""
+        query = f"SELECT * FROM {cls.sanitize(cls._table)} {_query}"
+        res = conn.execute(query).fetchall()
+        conn.close()
+        return res
+
+    @classmethod
+    def update(cls, data=None, /, **kwargs):
+        conn = cls.get_connection()
+        update = data or {}
+        _query = " AND ".join([f'"{key}" = "{value}"' for key, value in kwargs.items()])
+        update = ", ".join([f'"{key}" = "{value}"' for key, value in update.items()])
+        table = cls.sanitize(cls._table)
+        _query = f"WHERE {_query}" if _query else ""
+        query = f"""UPDATE {table} SET {update} {_query}"""
+        conn.execute(query)
+        conn.commit()
+        conn.close()
+        return True
+
+    @classmethod
+    def fields(cls) -> list[str]:
+        fs = fields(cls)
+        return [f.name for f in fs]
+
+    @classmethod
+    def drop_table(cls):
+        conn = cls.get_connection()
+        conn.execute(f"DROP TABLE IF EXISTS {cls._table}")
+        conn.commit()
+        conn.close()

src/aiomql/core/errors.py

@@ -3,7 +3,7 @@ class Error:
 
     descriptions = {
         # common errors
-        1: "Successful",
+        1: "successful",
         -1: "generic fail",
         -2: "invalid arguments/parameters",
         -3: "no memory condition",
@@ -23,9 +23,9 @@ class Error:
 
     conn_errors = (-10000, -10001, -10002, -10003, -10004, -10005, -6)
 
-    def __init__(self, code: int, description: str = ""):
+    def __init__(self, code: int = 1, description: str = ""):
         self.code = code
-        self.description = description or self.descriptions.get(code, "unknown error")
+        self.description = self.descriptions.get(code, description or "unknown error")
 
     def is_connection_error(self):
         return self.code in self.conn_errors

src/aiomql/core/meta_backtester.py

@@ -17,7 +17,7 @@ from MetaTrader5 import (
 
 from .meta_trader import MetaTrader
 from .constants import TimeFrame, CopyTicks, OrderType
-from .._utils import error_handler
+from ..utils import error_handler
 
 logger = getLogger(__name__)
 

src/aiomql/core/meta_trader.py

@@ -30,7 +30,8 @@ logger = getLogger()
 class MetaTrader(MetaCore):
     def __init__(self):
         self.config = Config()
-        self.error: Error = Error(1)
+        self.error: Error = Error(code=1)
+        self._lock = asyncio.Lock()
 
     async def __aenter__(self) -> Self:
         """
@@ -50,28 +51,24 @@ class MetaTrader(MetaCore):
         """
         await self.shutdown()
 
-    async def _handler(self, api: dict):
+    async def _handler(self, api: dict, retries=3):
         func = api["func"]
         args = api.get("args", ())
         kwargs = api.get("kwargs", {})
         error_msg = api.get("error_msg", "An error occurred")
-
         res = await asyncio.to_thread(func, *args, **kwargs)
-        if res is None:
+
+        if res is not None:
+            return res
+
+        if res is None and self.error.is_connection_error() and retries > 0:
+            await self.initialize()
+            await self.login()
+            return await self._handler(api, retries=retries - 1)
+        else:
             err = await self.last_error()
             self.error = Error(*err)
-
+            logger.warning(f"{error_msg}:{self.error.description}")
-            if self.error.is_connection_error():
-                await self.initialize()
-                await self.login()
-                res = await asyncio.to_thread(func, *args, **kwargs)
-
-                if res is None:
-                    err = await self.last_error()
-                    self.error = Error(*err)
-                    logger.warning(f"{error_msg}:{self.error.description}")
-            else:
-                logger.warning(f"{error_msg}:{self.error.description}")
         return res
 
     async def login(self, *, login: int = 0, password: str = "", server: str = "", timeout: int = 60000) -> bool:
@@ -87,7 +84,7 @@ class MetaTrader(MetaCore):
         Returns:
             bool: True if successful, False otherwise.
         """
-        acc_details = self.config.account_info()
+        acc_details = self.config.account_info
         login = login or acc_details.get("login", 0)
         password = password or acc_details.get("password", "")
         server = server or acc_details.get("server", "")
@@ -106,70 +103,15 @@ class MetaTrader(MetaCore):
         Returns:
             bool: True if successful, False otherwise.
         """
-        acc_details = self.config.account_info()
+        acc_details = self.config.account_info
         login = login or acc_details.get("login", 0)
         password = password or acc_details.get("password", "")
         server = server or acc_details.get("server", "")
         res = self._login(login, password=password, server=server, timeout=timeout)
         return res
 
-    async def initialize(
+    async def initialize(self, path: str = None, login: int = 0, password: str = "", server: str = "",
-        self,
+                         timeout: int | None = None, portable=False) -> bool:
-        path: str = None,
-        login: int = 0,
-        password: str = "",
-        server: str = "",
-        timeout: int | None = None,
-        portable=False,
-    ) -> bool:
-        """
-        Initializes the connection to the MetaTrader terminal. All parameters are optional.
-
-        Keyword Args:
-            path (str): The path to the MetaTrader terminal executable.
-            login (int): The trading account number.
-            password (str): The trading account password.
-            server (str): The trading server name.
-            timeout (int): The timeout for the connection in milliseconds.
-            portable (bool): If True, the terminal will be launched in portable mode.
-
-        Returns:
-            bool: True if successful, False otherwise.
-        """
-        async with asyncio.Lock() as _:
-            path = self.config.path if path is None else path
-            path = "" if Path(path).exists() is False else path
-            args = (str(path),) if path else ()
-            acc = self.config.account_info()
-            kwargs = {
-                key: value
-                for key, value in (
-                    ("login", login or acc.get("login")),
-                    ("password", password or acc.get("password")),
-                    ("server", server or acc.get("server")),
-                    ("timeout", timeout or 60000),
-                    ("portable", portable),
-                )
-                if key is not None
-            }
-            res = await asyncio.to_thread(self._initialize, *args, **kwargs)
-            if res is False:
-                await self.shutdown()
-                res = await asyncio.to_thread(self._initialize, *args, **kwargs)
-            if not res:
-                err = await self.last_error()
-                self.error = Error(*err)
-            return res
-
-    def initialize_sync(
-        self,
-        path: str = None,
-        login: int = 0,
-        password: str = "",
-        server: str = "",
-        timeout: int | None = None,
-        portable=False,
-    ) -> bool:
         """
         Initializes the connection to the MetaTrader terminal. All parameters are optional.
 
@@ -187,21 +129,42 @@ class MetaTrader(MetaCore):
         path = self.config.path if path is None else path
         path = "" if Path(path).exists() is False else path
         args = (str(path),) if path else ()
-        acc = self.config.account_info()
+        acc = self.config.account_info
-        kwargs = {
+        kwargs = {key: value for key, value in (("login", login or acc.get("login")),
-            key: value
+                                                ("password", password or acc.get("password")),
-            for key, value in (
+                                                ("server", server or acc.get("server")), ("timeout", timeout or 45000),
-                ("login", login or acc.get("login")),
+                                                ("portable", portable)) if key is not None}
-                ("password", password or acc.get("password")),
+        res = await asyncio.to_thread(self._initialize, *args, **kwargs)
-                ("server", server or acc.get("server")),
+        if not res:
-                ("timeout", timeout or 60000),
+            err = await self.last_error()
-                ("portable", portable),
+            self.error = Error(*err)
-            )
+        return res
-            if key is not None
+
-        }
+    def initialize_sync(self, path: str = None, login: int = 0, password: str = "", server: str = "",
+                        timeout: int | None = None, portable=False) -> bool:
+        """
+        Initializes the connection to the MetaTrader terminal. All parameters are optional.
+
+        Keyword Args:
+            path (str): The path to the MetaTrader terminal executable.
+            login (int): The trading account number.
+            password (str): The trading account password.
+            server (str): The trading server name.
+            timeout (int): The timeout for the connection in milliseconds.
+            portable (bool): If True, the terminal will be launched in portable mode.
+
+        Returns:
+            bool: True if successful, False otherwise.
+        """
+        path = self.config.path if path is None else path
+        path = "" if Path(path).exists() is False else path
+        args = (str(path),) if path else ()
+        acc = self.config.account_info
+        kwargs = {key: value for key, value in (("login", login or acc.get("login")),
+                                                ("password", password or acc.get("password")),
+                                                ("server", server or acc.get("server")), ("timeout", timeout or 45000),
+                                                ("portable", portable)) if key is not None}
         res = self._initialize(*args, **kwargs)
-        if res is False:
-            self._shutdown()
         if not res:
             err = self._last_error()
             self.error = Error(*err)
@@ -216,7 +179,7 @@ class MetaTrader(MetaCore):
             res = await asyncio.to_thread(self._last_error)
             return res
         except Exception as err:
-            logger.warning(f"Error in obtaining last error.")
+            logger.warning("%s: Error in obtaining last error.", err)
             return -1, str(err)
 
     async def version(self) -> tuple[int, int, str] | None:

src/aiomql/core/models.py

@@ -412,7 +412,6 @@ class TradeOrder(Base):
         comment: str
         external_id: str
     """
-
     ticket: int
     time_setup: int
     time_setup_msc: int
@@ -529,7 +528,6 @@ class OrderSendResult(Base):
         request_id: int
         retcode_external: int
     """
-
     retcode: int
     deal: int
     order: int
@@ -569,7 +567,6 @@ class TradePosition(Base):
         comment: str
         external_id: str
     """
-
     ticket: int
     time: int
     time_msc: int

src/aiomql/core/state.py

@@ -0,0 +1,150 @@
+import os
+import pickle
+import sqlite3
+from threading import Lock
+from typing import Self
+from typing import MutableMapping, Iterable, Any, ClassVar
+from logging import getLogger
+
+SENTINEL = object()
+logger = getLogger(__name__)
+sqlite3.register_converter("pickle", pickle.loads)
+sqlite3.register_adapter(dict, pickle.dumps)
+
+class State(MutableMapping):
+    _data: ClassVar
+    _instance: Self
+    _lock: Lock
+    db_name: str
+    autocommit: bool
+    _initialized = False
+
+    def __new__(cls, *args, **kwargs):
+        with (lock := Lock()) as _:
+            if not hasattr(cls, '_instance'):
+                cls._data = {}
+                cls._lock = lock
+                cls._instance = super().__new__(cls)
+        return cls._instance
+
+    def __init__(self, db_name: str = "", data: dict = None, flush: bool = False, autocommit: bool = False):
+        with self._lock:
+            self.autocommit = autocommit
+            self.init(data=data, flush=flush, db_name=db_name)
+
+    @property
+    def data(self):
+        return self.__class__._data
+
+    @data.setter
+    def data(self, value):
+        assert isinstance(value, dict)
+        self.__class__._data = value
+
+    def __repr__(self):
+        return repr(self.data)
+
+    def __iter__(self):
+        return iter(self.data)
+
+    def __len__(self):
+        return len(self.data)
+
+    def __contains__(self, key):
+        return key in self.data
+
+    def __setitem__(self, key, value):
+        self.data[key] = value
+        if self.autocommit:
+            self.commit()
+
+    def __getitem__(self, key):
+        value = self.data[key]
+        return value
+
+    def __delitem__(self, key):
+        del self.data[key]
+        if self.autocommit:
+            self.commit()
+
+    def pop(self, key, default=SENTINEL):
+        if default is SENTINEL:
+            value = self.data.pop(key)
+        else:
+            value = self.data.pop(key, default)
+        if self.autocommit:
+            self.commit()
+        return value
+
+    def get(self, key, default=None):
+        return self.data.get(key, default)
+
+    def update(self, data: MutableMapping | Iterable[Iterable[Any]] = None, /, **kwargs):
+        self.data.update(data, **kwargs)
+        if self.autocommit:
+            self.commit()
+
+    def setdefault(self, key, default = None, /):
+        value = self.data.setdefault(key, default)
+        if self.autocommit:
+            self.commit()
+        return value
+
+    def keys(self):
+        return self.data.keys()
+
+    def values(self):
+        return self.data.values()
+
+    def items(self):
+        return self.data.items()
+
+    def load(self, *, conn = None, db_name: str = "", data: dict = None):
+        try:
+            db_name = db_name or self.db_name
+            conn = conn or self.conn
+            res = conn.execute("SELECT value FROM state where key = 'data'").fetchone()
+            db_data = pickle.loads(res[0]) if res else {}
+            db_data |= (data or {})
+            self.update(db_data)
+        except Exception as err:
+            logger.error("%s: Failed to load data from database", err)
+
+    def init(self, data: dict = None, flush: bool = False, db_name: str = ""):
+        if not self._initialized:
+            self.db_name = db_name or os.environ.get("DB_NAME", "db.sqlite3")
+            conn = self.conn
+            conn.execute("CREATE TABLE IF NOT EXISTS state (key text unique, value blob)")
+            self._initialized = True
+            if flush:
+                self.data = data or {}
+                self.commit(conn=conn)
+            else:
+                self.load(conn=conn, data=data)
+                conn.close()
+
+        if flush:
+            self.data = data or {}
+            self.commit()
+
+    def commit(self, *, conn: sqlite3.Connection = None, close: bool = True):
+        value = pickle.dumps(self.data, protocol=pickle.HIGHEST_PROTOCOL)
+        value = sqlite3.Binary(value)
+        conn = conn or self.conn
+        conn.execute("REPLACE INTO state (key, value) VALUES ('data', ?)", (value,))
+        conn.commit()
+        if close:
+            conn.close()
+
+    @property
+    def conn(self):
+        return sqlite3.connect(self.db_name)
+
+    async def acommit(self, conn=None, close=True):
+        conn = conn or self.conn
+        value = pickle.dumps(self.data, protocol=pickle.HIGHEST_PROTOCOL)
+        value = sqlite3.Binary(value)
+        conn.execute("REPLACE INTO state (key, value) VALUES ('data', ?)", (value,))
+        conn.commit()
+        if close:
+            conn.close()

src/aiomql/core/store.py

@@ -0,0 +1,128 @@
+import os
+import sqlite3
+from typing import MutableMapping, Iterable, Any
+from logging import getLogger
+
+
+SENTINEL = object()
+logger = getLogger(__name__)
+
+
+class Store(MutableMapping):
+    autocommit: bool
+    db_name: str
+    cursor: sqlite3.Cursor
+    conn: sqlite3.Connection
+
+    def __init__(self, db_name: str = "", data: dict = None, flush: bool = False, autocommit: bool = True):
+        self.autocommit = autocommit
+        self.db_name = db_name or os.environ.get("DB_NAME", "db.sqlite3")
+        self.conn = sqlite3.connect(self.db_name, check_same_thread=False)
+        self.cursor = self.conn.cursor()
+        self.conn.execute("CREATE TABLE IF NOT EXISTS store (key unique, value)")
+        if flush:
+            self.conn.execute("DELETE FROM store")
+            self.commit()
+        if data:
+            self.conn.executemany("REPLACE INTO store VALUES(?, ?)", data.items())
+            self.commit()
+
+    def __len__(self):
+        rows = self.cursor.execute('SELECT COUNT(*) FROM store').fetchone()[0]
+        return rows if rows is not None else 0
+
+    def __contains__(self, key):
+        return self.cursor.execute('SELECT 1 FROM store WHERE key = ?', (key,)).fetchone() is not None
+
+    def __getitem__(self, key):
+        item = self.cursor.execute('SELECT value FROM store WHERE key = ?', (key,)).fetchone()
+        if item is None:
+            raise KeyError(key)
+        return item[0]
+
+    def __setitem__(self, key, value):
+        self.cursor.execute('REPLACE INTO store (key, value) VALUES (?,?)', (key, value))
+        if self.autocommit:
+            self.conn.commit()
+
+    def __delitem__(self, key):
+        if key not in self:
+            raise KeyError(key)
+        self.cursor.execute('DELETE FROM store WHERE key = ?', (key,))
+        if self.autocommit:
+            self.commit()
+
+    def __iter__(self):
+        return self.iterkeys()
+
+    def __repr__(self):
+        return f"{self.__class__.__name__}()"
+
+    def iterkeys(self):
+        for row in self.cursor.execute('SELECT key FROM store'):
+            yield row[0]
+
+    def itervalues(self):
+        for row in self.cursor.execute('SELECT value FROM store'):
+            yield row[0]
+
+    def iteritems(self):
+        for row in self.cursor.execute('SELECT key, value FROM store'):
+            yield row[0], row[1]
+
+    def keys(self):
+        return list(self.iterkeys())
+
+    def values(self):
+        return list(self.itervalues())
+
+    def items(self):
+        return list(self.iteritems())
+
+    def update(self, data: MutableMapping | Iterable[Iterable[Any]] = None, /, **kwargs):
+        data = (dict(data if data is not None else {}) or {}) | kwargs
+        self.cursor.executemany("REPLACE INTO store VALUES(?, ?)", data.items())
+        if self.autocommit:
+            self.commit()
+
+    def setdefault(self, key, default = None, /):
+        if key in self:
+            return self[key]
+        self[key] = default
+        return self[key]
+
+    def get(self, key, /, default=None):
+        try:
+            value = self[key]
+            return value
+        except KeyError:
+            return default
+
+    def clear(self):
+        self.cursor.execute("DELETE FROM store")
+        if self.autocommit:
+            self.commit()
+
+    def pop(self, key, /, default=SENTINEL):
+        try:
+            value = self[key]
+            del self[key]
+            return value
+        except KeyError as err:
+            if default is SENTINEL:
+                raise err
+            return default
+
+    def commit(self, conn: sqlite3.Connection = None, close: bool = False):
+        conn = conn or self.conn
+        conn.commit()
+        if close:
+            conn.close()
+
+    async def acommit(self, conn: sqlite3.Connection = None, close: bool = False):
+        self.commit(conn=conn, close=close)
+
+    @property
+    def data(self):
+        res = self.cursor.execute("SELECT * FROM store").fetchall()
+        return {key: value for key, value in res}

src/aiomql/core/task_queue.py

@@ -22,12 +22,12 @@ class QueueItem:
 
             - `time` (int): The time the task was added to the queue.
     """
-    def __init__(self, task_item: Callable | Coroutine, *args, **kwargs):
+    def __init__(self, task_item: Callable | Coroutine, *args, on_separate_thread=True, **kwargs):
         self.task_item = task_item
         self.args = args
         self.kwargs = kwargs
-        self.must_complete = False
         self.time = time.time_ns()
+        self.on_separate_thread = on_separate_thread
 
     def __hash__(self):
         return self.time
@@ -45,14 +45,18 @@ class QueueItem:
         try:
             if asyncio.iscoroutinefunction(self.task_item):
                 return await self.task_item(*self.args, **self.kwargs)
-            else:
+            elif self.on_separate_thread:
                 return await asyncio.to_thread(self.task_item, *self.args, **self.kwargs)
+            else:
+                return self.task_item(*self.args, **self.kwargs)
         except asyncio.CancelledError:
             logger.debug("Task %s with args %s and %s was cancelled",
                            self.task_item.__name__, self.args, self.kwargs)
+            return None
         except Exception as err:
             logger.error("Error %s occurred in %s with args %s and %s",
                          err, self.task_item.__name__, self.args, self.kwargs)
+            return None
 
 
 class TaskQueue:
@@ -75,6 +79,10 @@ class TaskQueue:
         self.start_time = time.perf_counter()
         signal(SIGINT, self.sigint_handle)
 
+    def add_task(self, task_item: Callable | Coroutine, *args, on_separate_thread=True, must_complete=True, priority=3,  **kwargs):
+        task_item = QueueItem(task_item, *args, on_separate_thread=on_separate_thread, **kwargs)
+        self.add(item=task_item, priority=priority, must_complete=must_complete)
+
     def add(self, *, item: QueueItem, priority=3, must_complete=False):
         """Add a task to the queue.
 

src/aiomql/core/utils.py

@@ -0,0 +1,45 @@
+import asyncio
+import time
+from logging import getLogger
+
+from .config import Config
+
+logger = getLogger(__name__)
+
+async def auto_commit():
+    config = Config()
+    try:
+        with config.state.conn as conn:
+            while config.shutdown is False:
+                await config.state.acommit(conn=conn, close=False)
+                await sleep(config.db_commit_interval)
+    except Exception as err:
+        logger.error("%s: Error occurred in auto_commit", err)
+
+
+async def backtest_sleep(secs):
+    """An async sleep function for use during backtesting."""
+    config = Config()
+    secs = config.backtest_engine.cursor.time + secs
+    while secs > config.backtest_engine.cursor.time:
+        await asyncio.sleep(0)
+
+
+async def sleep(secs):
+    if Config.mode == "backtest":
+        await backtest_sleep(secs)
+    else:
+        await asyncio.sleep(secs)
+
+def sleep_sync(secs):
+    if Config.mode == "backtest":
+        backtest_sleep_sync(secs)
+    else:
+        time.sleep(secs)
+
+def backtest_sleep_sync(secs):
+    """A sleep function for use during backtesting."""
+    config = Config()
+    secs = config.backtest_engine.cursor.time + secs
+    while secs > config.backtest_engine.cursor.time:
+        time.sleep(0)

src/aiomql/lib/__init__.py

@@ -15,3 +15,4 @@ from .sessions import Sessions, Session
 from .trade_records import TradeRecords
 from .terminal import Terminal
 from .backtester import BackTester
+from .result_db import ResultDB

src/aiomql/lib/account.py

@@ -1,3 +1,4 @@
+from threading import Lock
 from logging import getLogger
 from typing import Self
 
@@ -15,14 +16,16 @@ class Account(_Base, AccountInfo):
     Attributes:
         connected (bool): Status of connection to MetaTrader 5 Terminal
     """
-
     _instance: Self
+    _lock: Lock
     connected: bool
 
     def __new__(cls, *args, **kwargs):
-        if not hasattr(cls, "_instance"):
+        with (lock := Lock()) as _:
-            cls._instance = super().__new__(cls)
+            if not hasattr(cls, "_instance"):
-            cls._instance.connected = False
+                cls._lock = lock
+                cls._instance = super().__new__(cls)
+                cls._instance.connected = False
         return cls._instance
 
     async def __aenter__(self) -> Self:
@@ -48,7 +51,7 @@ class Account(_Base, AccountInfo):
 
     async def refresh(self):
         """Refreshes the account instance with the latest account details from the MetaTrader 5 terminal"""
-        account_info = await self.mt5.account_info()
+        account_info = await self.mt5.account_info
         acc = account_info._asdict()
         self.connected = True
         self.set_attributes(**acc)

src/aiomql/lib/bot.py

@@ -34,7 +34,7 @@ class Bot:
 
     @classmethod
     def process_pool(cls, processes: dict[Callable:dict] = None, num_workers: int = None):
-        """Run multiple processes in parallel using a ProcessPoolExecutor. Each bot should be a callable that accepts
+        """Run multiple processes in parallel using a ProcessPoolExecutor. Each process should be a callable that accepts
         keyword arguments only.
 
         Args:

src/aiomql/lib/history.py

@@ -8,7 +8,6 @@ from ..core.config import Config
 from ..core.meta_trader import MetaTrader
 from ..core.models import TradeDeal, TradeOrder
 from ..core.meta_backtester import MetaBackTester
-from .._utils import backoff_decorator
 
 logger = getLogger(__name__)
 
@@ -45,7 +44,7 @@ class History:
             date_to (datetime, float): Date up to which the orders are requested. Set by the 'datetime' object or as a
                 number of seconds elapsed since 1970.01.01. Defaults to the current time in "utc"
 
-            group (str): Filter for selecting history by symbols. Defaults to an empty string
+            group (str): Filter for selecting history by symbols. This defaults to an empty string
         """
         self.config = Config()
         self.mt5 = MetaTrader() if self.config.mode != "backtest" else MetaBackTester()
@@ -67,7 +66,6 @@ class History:
         self.total_deals = len(self.deals)
         self.total_orders = len(self.orders)
 
-    @backoff_decorator
     async def get_deals(self) -> tuple[TradeDeal, ...]:
         """Get deals from trading history using the parameters set in the constructor.
 
@@ -103,7 +101,6 @@ class History:
         """
         return tuple(sorted((deal for deal in self.deals if deal.position_id == position), key=lambda x: x.time_msc))
 
-    @backoff_decorator
     async def get_orders(self) -> tuple[TradeOrder, ...]:
         """Get orders from trading history using the parameters set in the constructor or the method arguments.
 

src/aiomql/lib/order.py

@@ -4,7 +4,7 @@ from ..core.models import TradeRequest, TradeOrder, OrderCheckResult, OrderSendR
 from ..core.constants import TradeAction, OrderTime, OrderFilling
 from ..core.exceptions import OrderError
 from ..core.base import _Base
-from .._utils import backoff_decorator, error_handler
+from ..utils import error_handler
 
 logger = getLogger(__name__)
 
@@ -77,7 +77,6 @@ class Order(_Base, TradeRequest):
             return tuple(TradeOrder(**order._asdict()) for order in orders)
         return tuple()
 
-    @backoff_decorator
     async def check(self, **kwargs) -> OrderCheckResult:
         """Check funds sufficiency for performing a required trading operation and the possibility of executing it.
 

src/aiomql/lib/positions.py

@@ -7,7 +7,6 @@ from ..core.meta_trader import MetaTrader
 from ..core.models import TradePosition, OrderSendResult
 from ..core.constants import OrderType, TradeAction
 from ..core.config import Config
-from .._utils import backoff_decorator
 from ..core.meta_backtester import MetaBackTester
 from .order import Order
 
@@ -33,7 +32,6 @@ class Positions:
         self.positions = ()
         self.total_positions = 0
 
-    @backoff_decorator
     async def get_positions(self, *, symbol: str = None, ticket: int = None, group: str = None) -> tuple[TradePosition, ...]:
         """Get open positions with the ability to filter by symbol, ticket or group of symbols.
         Args:
@@ -147,7 +145,7 @@ class Positions:
         return len([res for res in results if (isinstance(res, OrderSendResult) and res.retcode == 10009)])
 
     async def get_total_positions(self) -> int:
-        """Get total number of open positions."""
+        """Get the total number of open positions."""
         total = await self.mt5.positions_total()
         self.total_positions = total or self.total_positions
         return self.total_positions

src/aiomql/lib/result.py

@@ -6,6 +6,7 @@ from threading import Lock
 
 from ..core.config import Config
 from ..core.models import OrderSendResult
+from .result_db import ResultDB
 
 logger = getLogger(__name__)
 
@@ -17,11 +18,10 @@ class Result:
         config (Config): The configuration object
         name: Any desired name for the result file object
     """
-
     config: Config
     lock = Lock()
 
-    def __init__(self, *, result: OrderSendResult, parameters: dict = None, name: str = ""):
+    def __init__(self, *, result: OrderSendResult, parameters: dict = None, name: str = "", **kwargs):
         """
         Prepare result data
         Args:
@@ -33,13 +33,28 @@ class Result:
         self.parameters = parameters or {}
         self.result = result
         self.name = name or self.parameters.get("name", "Trades")
+        self.extra_params = kwargs
+
+    def to_sql(self):
+        try:
+            res = self.result.get_dict(include=set(ResultDB.fields()))
+            res["parameters"] = self.parameters
+            res["name"] = self.name
+            res["date"] = self.extra_params.get("date", "")
+            res["symbol"] = self.parameters["symbol"]
+            db = ResultDB(**res)
+            db.save(commit=True)
+            db.close()
+        except Exception as err:
+            logger.error("%s: Error occurred while saving", err)
 
     def get_data(self) -> dict:
         res = self.result.get_dict(exclude={"retcode", "comment", "retcode_external", "request_id", "request"})
-        return self.parameters | res | {"actual_profit": 0, "closed": False, "win": False}
+        return self.parameters | res | {"actual_profit": 0, "closed": False, "win": False} | self.extra_params
 
     async def save(self, *, trade_record_mode: Literal["csv", "json"] = None):
         """Record trade results as a csv or json file
+
         Args:
             trade_record_mode (Literal['csv'|'json']): Mode of saving trade records
         """
@@ -49,6 +64,8 @@ class Result:
                 await self.to_csv()
             elif trade_record_mode == "json":
                 await self.to_json()
+            elif trade_record_mode == "sql":
+                self.to_sql()
             else:
                 logger.error(f"Invalid trade record mode: {trade_record_mode}")
 

src/aiomql/lib/result_db.py

@@ -0,0 +1,40 @@
+import pickle
+from dataclasses import dataclass, field
+from typing import ClassVar
+
+from ..core.db import DB
+
+
+@dataclass(kw_only=True)
+class ResultDB(DB):
+    _table: ClassVar[str] = "result"
+    deal: int = field(metadata={"NOT NULL": True})
+    order: int = field(metadata={"PRIMARY KEY": True, "UNIQUE": True, "NOT NULL": True})
+    name: str = field(metadata={"NOT NULL": True})
+    symbol: str = field(metadata={"NOT NULL": True})
+    date: str = field(metadata={"NOT NULL": True})
+    volume: float
+    price: float
+    bid: float
+    ask: float
+    tp: float = 0
+    sl: float = 0
+    actual_profit: float = 0
+    expected_profit: float = 0
+    win: bool = False
+    closed: bool = False
+    profit: float = 0
+    loss: float = 0
+    comment: str = field(default="''")
+    parameters: dict|bytes|str = field(default="''")
+
+    def __post_init__(self):
+        super().__post_init__()
+        if isinstance(self.parameters, bytes):
+            self.parameters = pickle.loads(self.parameters)
+
+    def get_data(self):
+        data = self.asdict()
+        if not isinstance(params:=data["parameters"], bytes):
+            data["parameters"] = pickle.dumps(params, protocol=pickle.HIGHEST_PROTOCOL)
+        return data

src/aiomql/lib/symbol.py

@@ -6,7 +6,7 @@ from logging import getLogger
 from ..core.constants import TimeFrame, CopyTicks
 from ..core.base import _Base
 from ..core.models import SymbolInfo, BookInfo
-from .._utils import round_off, backoff_decorator
+from ..utils import round_off
 from .ticks import Tick
 from .account import Account
 from .candle import Candles
@@ -42,7 +42,6 @@ class Symbol(_Base, SymbolInfo):
         self.account = Account()
         self.initialized = False
 
-    @backoff_decorator
     async def info_tick(self, *, name: str = "") -> Tick | None:
         """Get the current price tick of a financial instrument.
 
@@ -250,7 +249,6 @@ class Symbol(_Base, SymbolInfo):
             logger.warning(f"{err}: Currency conversion failed: Unable to convert {amount} in {quote} to {base}")
             return None
 
-    @backoff_decorator
     async def copy_rates_from(self, *, timeframe: TimeFrame, date_from: datetime | int, count: int = 500) -> Candles:
         """
         Get bars from the MetaTrader 5 terminal starting from the specified date.
@@ -274,7 +272,6 @@ class Symbol(_Base, SymbolInfo):
             return Candles(data=rates)
         raise ValueError(f"Could not get rates for {self.name}.")
 
-    @backoff_decorator
     async def copy_rates_from_pos(self, *, timeframe: TimeFrame, count: int = 500, start_position: int = 0) -> Candles:
         """Get bars from the MetaTrader 5 terminal starting from the specified index.
 
@@ -297,7 +294,6 @@ class Symbol(_Base, SymbolInfo):
             return Candles(data=rates)
         raise ValueError(f"Could not get rates for {self.name}.")
 
-    @backoff_decorator
     async def copy_rates_range(
         self, *, timeframe: TimeFrame, date_from: datetime | int, date_to: datetime | int
     ) -> Candles:
@@ -327,10 +323,8 @@ class Symbol(_Base, SymbolInfo):
             return Candles(data=rates)
         raise ValueError(f"Could not get rates for {self.name}.")
 
-    @backoff_decorator
+    async def copy_ticks_from(self, *, date_from: datetime | int, count: int = 100,
-    async def copy_ticks_from(
+                              flags: CopyTicks = CopyTicks.ALL) -> Ticks:
-        self, *, date_from: datetime | int, count: int = 100, flags: CopyTicks = CopyTicks.ALL
-    ) -> Ticks:
         """
         Get ticks from the MetaTrader 5 terminal starting from the specified date.
 
@@ -352,7 +346,6 @@ class Symbol(_Base, SymbolInfo):
             return Ticks(data=ticks)
         raise ValueError(f"Could not get ticks for {self.name}.")
 
-    @backoff_decorator
     async def copy_ticks_range(
         self, *, date_from: datetime | int, date_to: datetime | int, flags: CopyTicks = CopyTicks.ALL
     ) -> Ticks:

src/aiomql/lib/trade_records.py

@@ -17,7 +17,7 @@ logger = logging.getLogger(__name__)
 
 
 class TradeRecords:
-    """This utility class read trade records from csv files, and update them based on their closing positions.
+    """This utility class read trade records from the csv and json files, and update them based on their closing positions.
 
     Attributes:
         config: Config object

src/aiomql/lib/trader.py

@@ -11,7 +11,8 @@ from .result import Result
 from .order import Order
 from .symbol import Symbol as _Symbol
 from .ram import RAM
-from .._utils import error_handler
+from ..utils import error_handler
+# from .result_db import ResultDB
 
 logger = getLogger(__name__)
 Symbol = TypeVar("Symbol", bound=_Symbol)
@@ -200,14 +201,14 @@ class Trader(ABC):
             return
         params = {**parameters} if isinstance(parameters, dict) else {}
         profit = await self.order.calc_profit()
-        params["expected_profit"] = profit
+        # params["expected_profit"] = profit
         date = (
-            datetime.now(tz=UTC)
+            datetime.now()
             if self.config.mode == "live"
             else datetime.fromtimestamp(self.config.backtest_engine.cursor.time, tz=UTC)
         )
-        params["date"] = date.strftime("%Y-%m-%d %H:%M:%S.%f")
+        # params["date"] = date.strftime("%Y-%m-%d %H:%M:%S.%f")
-        res = Result(result=result, parameters=params, name=name)
+        res = Result(result=result, parameters=params, name=name, date=date, expected=profit)
         self.config.task_queue.add(item=QueueItem(res.save), must_complete=True)
 
     @abstractmethod

src/aiomql/utils/__init__.py

@@ -0,0 +1,2 @@
+from .utils import *
+from .process_pool import *

src/aiomql/utils/utils.py

@@ -6,38 +6,10 @@ from functools import wraps, partial
 import asyncio
 from threading import RLock
 from logging import getLogger
-from .core.config import Config
+from ..core.config import Config
 
 logger = getLogger(__name__)
 
-async def backtest_sleep(secs):
-    """An async sleep function for use during backtesting."""
-    config = Config()
-    sleep = config.backtest_engine.cursor.time + secs
-    while sleep > config.backtest_engine.cursor.time:
-        await asyncio.sleep(0)
-
-
-# async def backtest_sleep(secs: float):
-#     config = Config()
-#     btc = config.backtest_controller
-#     try:
-#         if btc.parties == 2:
-#             steps = int(secs) // config.backtest_engine.speed
-#             steps = max(steps, 1)
-#             config.backtest_engine.fast_forward(steps=steps)
-#             btc.wait()
-#
-#         elif btc.parties > 2:
-#             _time = config.backtest_engine.cursor.time + secs
-#             while _time > config.backtest_engine.cursor.time:
-#                 btc.wait()
-#         else:
-#             btc.wait()
-#     except Exception as err:
-#         btc.wait()
-#         logger.error("Error: %s in backtest_sleep", err)
-
 
 def dict_to_string(data: dict, multi=False) -> str:
     """Convert a dict to a string. Useful for logging.
@@ -104,7 +76,8 @@ def error_handler(func=None, *, msg="", exe=Exception, response=None, log_error_
             return res
         except exe as err:
             if log_error_msg:
-                logger.error(f"Error in {func.__name__}: {msg or err}")
+                err_msg = msg or f"Error in {func.__name__}: {err}"
+                logger.error(err_msg)
             return response
 
     return wrapper

tests/live/unit/test_account.py

@@ -15,6 +15,6 @@ class TestAccount:
         assert self.account.connected is True
 
     async def test_account_info(self):
-        acc_info = await self.account.mt5.account_info()
+        acc_info = await self.account.mt5.account_info
         assert acc_info.login == self.account.login
         assert acc_info.server == self.account.server

tests/live/unit/test_backtest_engine.py

@@ -3,7 +3,7 @@ from math import ceil
 from aiomql import TimeFrame
 from aiomql.core.backtesting import BackTestEngine
 from aiomql.core.backtesting.get_data import GetData
-from aiomql._utils import round_down
+from aiomql.utils import round_down
 from aiomql.core.constants import OrderType, TradeAction
 
 import pytest

tests/live/unit/test_config.py

@@ -18,7 +18,7 @@ class TestConfig:
         assert config.backtest_engine is engine
 
     def test_account_info(self, config):
-        account_info = config.account_info()
+        account_info = config.account_info
         assert isinstance(account_info, dict)
         assert "login" in account_info
         assert "password" in account_info