From fc0cab0d0079c6599f6b56f7a2bb6085b6767264 Mon Sep 17 00:00:00 2001 From: Kyle Widmann Date: Tue, 14 Jan 2025 19:43:07 -0500 Subject: [PATCH 1/8] Updating types for instrument and removing dynamic indicator args --- pytrade/models/indicator.py | 10 ++++------ pytrade/models/instruments.py | 4 ++-- 2 files changed, 6 insertions(+), 8 deletions(-) diff --git a/pytrade/models/indicator.py b/pytrade/models/indicator.py index 0bcd170..4970ad5 100644 --- a/pytrade/models/indicator.py +++ b/pytrade/models/indicator.py @@ -67,18 +67,16 @@ def __float__(self): class Indicator: - def __init__(self, data: IInstrumentData, *args, **kwargs): + def __init__(self, data: IInstrumentData): self._data = data data.on_update += self._update - self._args = args - self._kwargs = kwargs - self._values = self._run(self._args, self._kwargs) + self._values = self._run() def _update(self): - self._values = self._run(self._args, self._kwargs) + self._values = self._run() @abstractmethod - def _run(self, *args, **kwargs) -> np.ndarray: + def _run(self) -> np.ndarray: raise NotImplementedError() @property diff --git a/pytrade/models/instruments.py b/pytrade/models/instruments.py index 38389cb..da0a30f 100644 --- a/pytrade/models/instruments.py +++ b/pytrade/models/instruments.py @@ -57,7 +57,7 @@ class FxInstrument(Enum): class CandleSubscription: - def __init__(self, instrument: FxInstrument, granularity: Granularity): + def __init__(self, instrument: FxInstrument | str, granularity: Granularity): self._instrument = instrument self._granularity = granularity @@ -66,7 +66,7 @@ def granularity(self) -> Granularity: return self._granularity @property - def instrument(self) -> FxInstrument: + def instrument(self) -> FxInstrument | str: return self._instrument def __hash__(self): From 3f3da201e15b382960ab14ebaa8db1947dc90191 Mon Sep 17 00:00:00 2001 From: Kyle Widmann Date: Sat, 18 Jan 2025 14:40:08 -0500 Subject: [PATCH 2/8] Updating to use interface for data context and instrument data --- .vscode/settings.json | 4 +- makefiles/local.mk | 9 +- poetry.lock | 17 +++- pyproject.toml | 1 + pytrade/broker.py | 28 +++--- pytrade/data.py | 118 +++++++++++++++++++++++++ pytrade/events/__init__.py | 0 pytrade/events/candlestick_event.py | 6 -- pytrade/events/event.py | 2 +- pytrade/events/typed_event.py | 6 ++ pytrade/indicator.py | 61 +++++++++++++ pytrade/interfaces/broker.py | 15 +--- pytrade/interfaces/client.py | 8 +- pytrade/interfaces/data.py | 27 ++++++ pytrade/models/indicator.py | 121 -------------------------- pytrade/models/instruments.py | 119 ++----------------------- pytrade/models/order.py | 16 ++-- pytrade/strategy.py | 50 +++++++---- tests/integration/test_default.py | 2 - tests/unit/test_broker.py | 20 ++--- tests/unit/test_indicator.py | 4 +- tests/unit/test_instrument_history.py | 4 +- tests/unit/test_strategy.py | 10 +-- 23 files changed, 320 insertions(+), 328 deletions(-) create mode 100644 pytrade/data.py create mode 100644 pytrade/events/__init__.py delete mode 100644 pytrade/events/candlestick_event.py create mode 100644 pytrade/indicator.py delete mode 100644 pytrade/models/indicator.py delete mode 100644 tests/integration/test_default.py diff --git a/.vscode/settings.json b/.vscode/settings.json index 1fafce7..9fa334b 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -1,6 +1,6 @@ { - "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python", - "python.testing.unittestArgs": [ + "python.defaultInterpreterPath": ".venv/bin/python", + "python.testing.pytestArgs": [ "-v", "tests/test_*.py" ], diff --git a/makefiles/local.mk b/makefiles/local.mk index ba00ce9..ae4f9dd 100644 --- a/makefiles/local.mk +++ b/makefiles/local.mk @@ -33,15 +33,20 @@ mypy-local: lint-local: ##@lint Run lint tools lint-local: bandit-local black-local flake8-local isort-local mypy-local +.PHONY: clean-imports +clean-imports: ##@local Remove unused imports +clean-imports: + autoflake --in-place --remove-all-unused-imports --recursive pytrade + .PHONY: reformat reformat: ##@local Reformat module reformat: files ?= ${SERVICE} tests -reformat: +reformat: clean-imports ${POETRY} run isort --overwrite-in-place ${files} ${POETRY} run black ${files} PHONY: test-local test-local: ##@local Run test suite test-local: venv - ${POETRY} run pytest -s --tb=native --durations=5 --cov=${SERVICE} --cov-report=html tests + ${POETRY} run pytest -s --tb=native --durations=5 --cov=${SERVICE} --cov-report=term-missing tests ${POETRY} run coverage report --fail-under=90 \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index a6731e4..b628ca1 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,5 +1,20 @@ # This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +[[package]] +name = "autoflake" +version = "2.3.1" +description = "Removes unused imports and unused variables" +optional = false +python-versions = ">=3.8" +files = [ + {file = "autoflake-2.3.1-py3-none-any.whl", hash = "sha256:3ae7495db9084b7b32818b4140e6dc4fc280b712fb414f5b8fe57b0a8e85a840"}, + {file = "autoflake-2.3.1.tar.gz", hash = "sha256:c98b75dc5b0a86459c4f01a1d32ac7eb4338ec4317a4469515ff1e687ecd909e"}, +] + +[package.dependencies] +pyflakes = ">=3.0.0" +tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""} + [[package]] name = "backtesting" version = "0.3.3" @@ -1151,4 +1166,4 @@ files = [ [metadata] lock-version = "2.0" python-versions = "^3.10" -content-hash = "78f86e6e0a5d5c90ea2c1a0d288a723d8c8a99b665798a13e377a8eed9d70227" +content-hash = "52bf2cb599036c2f153a331d74a069fc7b5ecf6a4b579e71fd5449465301334b" diff --git a/pyproject.toml b/pyproject.toml index 08e1356..0ba4a49 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,6 +13,7 @@ pandas = "^2.2.2" pandas-stubs = "^2.2.2.240603" backtesting = "^0.3.3" multimethod = "^1.12" +autoflake = "^2.3.1" [tool.poetry.group.dev.dependencies] diff --git a/pytrade/broker.py b/pytrade/broker.py index 8201153..c0679da 100644 --- a/pytrade/broker.py +++ b/pytrade/broker.py @@ -1,42 +1,34 @@ -from typing import Callable, List +from typing import List from pytrade.interfaces.broker import IBroker from pytrade.interfaces.client import IClient -from pytrade.models.instruments import Candlestick, FxInstrument, Granularity +from pytrade.models.instruments import Granularity, Instrument from pytrade.models.order import OrderRequest -class FxBroker(IBroker): +class Broker(IBroker): def __init__(self, client: IClient): self.client = client - self._pending_orders: List[OrderRequest] = [] + self._orders: List[OrderRequest] = [] @property def equity(self) -> float: raise NotImplementedError - # return self._cash + sum(trade.pl for trade in self.trades) @property def margin_available(self) -> float: raise NotImplementedError - # From https://github.com/QuantConnect/Lean/pull/3768 - # margin_used = sum(trade.value / self._leverage for trade in self.trades) - # return max(0, self.equity - margin_used) def order(self, order: OrderRequest): - self._pending_orders.append(order) + self._orders.append(order) def process_orders(self): - for order in self._pending_orders: + for order in self._orders: self.client.order(order) - self._pending_orders.clear() + self._orders.clear() - def subscribe( - self, - instrument: FxInstrument, - granularity: Granularity, - callback: Callable[[Candlestick], None], - ): - self.client.subscribe(instrument, granularity, callback) + def subscribe(self, instrument: Instrument, granularity: Granularity): + # self.client.subscribe(instrument, granularity) + pass diff --git a/pytrade/data.py b/pytrade/data.py new file mode 100644 index 0000000..976aa9c --- /dev/null +++ b/pytrade/data.py @@ -0,0 +1,118 @@ +from datetime import timedelta +from typing import Optional + +import pandas as pd + +from pytrade.events.typed_event import TypedEvent +from pytrade.interfaces.data import IDataContext, IInstrumentData +from pytrade.models.instruments import Candlestick, Granularity, Instrument + +COLUMNS = ["Timestamp", "Instrument", "Open", "High", "Low", "Close"] + +INDEX = COLUMNS[0] + + +class InstrumentCandles(IInstrumentData): + + def __init__( + self, data: Optional[pd.DataFrame] = None, max_size: Optional[int] = None + ): + self._data: pd.DataFrame = ( + data if data is not None else pd.DataFrame(columns=COLUMNS) + ) + if not isinstance(self._data.index, pd.DatetimeIndex): + if INDEX in self._data.columns: + self._data.set_index([INDEX], inplace=True) + else: + raise RuntimeError( + "Dataframe does not have a datetime index and does not have a 'Timestamp' column" + ) + self._max_size: Optional[int] = max_size + self.__instrument: Optional[Instrument] = None + self.__granularity: Optional[Granularity] = None + self.__update_event = TypedEvent[IInstrumentData]() + + @property + def df(self): + return self._data + + @property + def instrument(self): + return self.__instrument + + @property + def granularity(self): + return self.__granularity + + @property + def on_update(self): + return self.__update_event + + @on_update.setter + def on_update(self, value: TypedEvent[IInstrumentData]): + self.__update_event = value + + def update(self, candlestick: Candlestick): + if not self.__instrument: + self.__instrument = candlestick.instrument + self.__granularity = candlestick.granularity + + if candlestick.instrument != self.__instrument: + raise RuntimeError( + f"Received {candlestick.instrument} for history[{self.__instrument}]" + ) + + if candlestick.granularity != self.__granularity: + raise RuntimeError( + f"Received {candlestick.granularity} for history[{self.__granularity}]" + ) + + if self._max_size and len(self._data) >= self._max_size: + _delta = self._data.index[-1] - self._data.index[-2] + if not isinstance(_delta, timedelta): + raise RuntimeError( + "Expected dataframe to have DatetimeInex. Unable to caluclate timedelta from index." + ) + self._data.index = self._data.index.shift( # type: ignore + int(_delta.seconds / 60), freq="min" + ) + self._data = self._data.shift(-1) + + self._data.loc[candlestick.timestamp] = [ # type: ignore + candlestick.instrument, + candlestick.open, + candlestick.high, + candlestick.low, + candlestick.close, + ] + self.__update_event() + + +class CandleData(IDataContext): + + def __init__(self, max_size=1000): + self._data: dict[tuple[Instrument, Granularity], InstrumentCandles] = {} + self._max_size = max_size + + def __new__(cls, *args, **kwargs): + if not hasattr(cls, "instance"): + cls.instance = super().__new__(cls) + # Need to handle case where instantiatied and different max size is provided + return cls.instance + + def get(self, instrument: Instrument, granularity: Granularity): + key = (instrument, granularity) + instrument_candles: InstrumentCandles = self._data.get( + (instrument, granularity), InstrumentCandles(max_size=self._max_size) + ) + self._data[key] = instrument_candles + return instrument_candles + + def update(self, candle: Candlestick): + key = (candle.instrument, candle.granularity) + instrument_candles: InstrumentCandles = self._data.get( + key, + InstrumentCandles(max_size=self._max_size), + ) + self._data[key] = instrument_candles + instrument_candles.update(candle) diff --git a/pytrade/events/__init__.py b/pytrade/events/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pytrade/events/candlestick_event.py b/pytrade/events/candlestick_event.py deleted file mode 100644 index a060a65..0000000 --- a/pytrade/events/candlestick_event.py +++ /dev/null @@ -1,6 +0,0 @@ -from pytrade.events.typed_event import TypedEvent -from pytrade.models.instruments import Candlestick - - -class CandlestickEvent(TypedEvent[Candlestick]): - pass diff --git a/pytrade/events/event.py b/pytrade/events/event.py index d4d2501..73a1bd7 100644 --- a/pytrade/events/event.py +++ b/pytrade/events/event.py @@ -1,7 +1,7 @@ from typing import Callable -class Event: +class Event: # pragma: no cover def __init__(self): self.__callbacks: list[Callable[[], None]] = [] diff --git a/pytrade/events/typed_event.py b/pytrade/events/typed_event.py index 2d77038..bd9a633 100644 --- a/pytrade/events/typed_event.py +++ b/pytrade/events/typed_event.py @@ -1,5 +1,7 @@ from typing import Callable, Generic, TypeVar +from pytrade.models.instruments import Candlestick + T = TypeVar("T") @@ -23,3 +25,7 @@ def __isub__(self, callback: Callable[[T], None]): def __call__(self, *args, **kwargs): for callback in self._callbacks: callback(*args, **kwargs) + + +class CandlestickEvent(TypedEvent[Candlestick]): + pass diff --git a/pytrade/indicator.py b/pytrade/indicator.py new file mode 100644 index 0000000..3919af2 --- /dev/null +++ b/pytrade/indicator.py @@ -0,0 +1,61 @@ +from abc import abstractmethod + +import numpy as np + +from pytrade.interfaces.data import IInstrumentData + + +class Indicator: + + def __init__(self, data: IInstrumentData): + self._data = data + data.on_update += self._update + self._values = self._run() + + def _update(self): + self._values = self._run() + + @abstractmethod + def _run(self) -> np.ndarray: + raise NotImplementedError() + + @property + def value(self): + return self._values[-1] if len(self._values) > 0 else None + + @property + def to_array(self): + return self._values + + def __eq__(self, other): + result = False + if isinstance(other, Indicator): + result = self.value == other.value + else: + result = self.value == other + + return result + + def __gt__(self, other): + result = False + if isinstance(other, Indicator): + result = self.value > other.value + else: + result = self.value > other + + return result + + def __lt__(self, other): + result = False + if isinstance(other, Indicator): + result = self.value < other.value + else: + result = self.value < other + + return result + + def __bool__(self): + return bool(self.value) + + def __float__(self): + return float(self.value) diff --git a/pytrade/interfaces/broker.py b/pytrade/interfaces/broker.py index 4179fe9..c06f7a3 100644 --- a/pytrade/interfaces/broker.py +++ b/pytrade/interfaces/broker.py @@ -1,7 +1,7 @@ import abc -from typing import Callable -from pytrade.models.instruments import Candlestick, FxInstrument, Granularity +from pytrade.interfaces.data import IInstrumentData +from pytrade.models.instruments import Granularity, Instrument from pytrade.models.order import OrderRequest @@ -21,15 +21,11 @@ def __subclasshook__(cls, subclass): @abc.abstractmethod def equity(self) -> float: raise NotImplementedError() - return self._cash + sum(trade.pl for trade in self.trades) @property @abc.abstractmethod def margin_available(self) -> float: raise NotImplementedError() - # From https://github.com/QuantConnect/Lean/pull/3768 - margin_used = sum(trade.value / self._leverage for trade in self.trades) - return max(0, self.equity - margin_used) @abc.abstractmethod def order(self, order: OrderRequest): @@ -37,9 +33,6 @@ def order(self, order: OrderRequest): @abc.abstractmethod def subscribe( - self, - instrument: FxInstrument, - granularity: Granularity, - callback: Callable[[Candlestick], None], - ): + self, instrument: Instrument, granularity: Granularity + ) -> IInstrumentData: raise NotImplementedError() diff --git a/pytrade/interfaces/client.py b/pytrade/interfaces/client.py index 791cbd7..0674e24 100644 --- a/pytrade/interfaces/client.py +++ b/pytrade/interfaces/client.py @@ -3,7 +3,7 @@ from multimethod import multimethod -from pytrade.models.instruments import Candlestick, FxInstrument, Granularity +from pytrade.models.instruments import Candlestick, Granularity, Instrument from pytrade.models.order import MarketOrderRequest @@ -29,20 +29,20 @@ def order(self, order: MarketOrderRequest): @abc.abstractmethod def get_candles( - self, instrument: FxInstrument, granularity: Granularity, count: int + self, instrument: Instrument, granularity: Granularity, count: int ) -> list[Candlestick]: raise NotImplementedError() @abc.abstractmethod def get_candle( - self, instrument: FxInstrument, granularity: Granularity + self, instrument: Instrument, granularity: Granularity ) -> Candlestick: raise NotImplementedError() @abc.abstractmethod def subscribe( self, - instrument: FxInstrument, + instrument: Instrument, granularity: Granularity, callback: Callable[[Candlestick], None], ): diff --git a/pytrade/interfaces/data.py b/pytrade/interfaces/data.py index 21cba8a..c0c949d 100644 --- a/pytrade/interfaces/data.py +++ b/pytrade/interfaces/data.py @@ -3,10 +3,21 @@ import pandas as pd from pytrade.events.event import Event +from pytrade.models.instruments import Granularity, Instrument class IInstrumentData: + @property + @abstractmethod + def instrument(self) -> Instrument: + raise NotImplementedError() + + @property + @abstractmethod + def granularity(self) -> Granularity: + raise NotImplementedError() + @property @abstractmethod def df(self) -> pd.DataFrame: @@ -22,6 +33,10 @@ def on_update(self) -> Event: def on_update(self, value: Event): raise NotImplementedError() + @property + def timestamp(self): + raise NotImplementedError() + @property def Open(self): return self.df.Open @@ -37,3 +52,15 @@ def Low(self): @property def Close(self): return self.df.Close + + +class IDataContext: + + @property + @abstractmethod + def universe(self) -> list[IInstrumentData]: + raise NotImplementedError() + + @abstractmethod + def get(self, instrument: Instrument, granularity: Granularity) -> IInstrumentData: + raise NotImplementedError() diff --git a/pytrade/models/indicator.py b/pytrade/models/indicator.py deleted file mode 100644 index 4970ad5..0000000 --- a/pytrade/models/indicator.py +++ /dev/null @@ -1,121 +0,0 @@ -from abc import abstractmethod - -import numpy as np - -from pytrade.interfaces.data import IInstrumentData - - -class _Array(np.ndarray): - """ - ndarray extended to supply .name and other arbitrary properties - in ._opts dict. - """ - - def __new__(cls, array=[], *, name=None, **kwargs): - obj = np.asarray(array).view(cls) - # obj.name = name or array.name - # obj._opts = kwargs - return obj - - def __array_finalize__(self, obj): - pass - # if obj is not None: - # self.name = getattr(obj, "name", "") - # self._opts = getattr(obj, "_opts", {}) - - # Make sure properties name and _opts are carried over - # when (un-)pickling. - def __reduce__(self): - value = super().__reduce__() - return value[:2] + (value[2] + (self.__dict__,),) - - def __setstate__(self, state): - self.__dict__.update(state[-1]) - super().__setstate__(state[:-1]) - - def __bool__(self): - try: - return bool(self[-1]) - except IndexError: - return super().__bool__() - - def __float__(self): - try: - return float(self[-1]) - except IndexError: - return super().__float__() - - # def to_series(self): - # warnings.warn( - # "`.to_series()` is deprecated. For pd.Series conversion, use accessor `.s`" - # ) - # return self.s - - # @property - # def s(self) -> pd.Series: - # values = np.atleast_2d(self) - # index = self._opts["index"][: values.shape[1]] - # return pd.Series(values[0], index=index, name=self.name) - - # @property - # def df(self) -> pd.DataFrame: - # values = np.atleast_2d(np.asarray(self)) - # index = self._opts["index"][: values.shape[1]] - # df = pd.DataFrame(values.T, index=index, columns=[self.name] * len(values)) - # return df - - -class Indicator: - - def __init__(self, data: IInstrumentData): - self._data = data - data.on_update += self._update - self._values = self._run() - - def _update(self): - self._values = self._run() - - @abstractmethod - def _run(self) -> np.ndarray: - raise NotImplementedError() - - @property - def value(self): - return self._values[-1] if len(self._values) > 0 else None - - @property - def to_array(self): - return self._values - - def __eq__(self, other): - result = False - if isinstance(other, Indicator): - result = self.value == other.value - else: - result = self.value == other - - return result - - def __gt__(self, other): - result = False - if isinstance(other, Indicator): - result = self.value > other.value - else: - result = self.value > other - - return result - - def __lt__(self, other): - result = False - if isinstance(other, Indicator): - result = self.value < other.value - else: - result = self.value < other - - return result - - def __bool__(self): - return bool(self.value) - - def __float__(self): - return float(self.value) diff --git a/pytrade/models/instruments.py b/pytrade/models/instruments.py index da0a30f..ba9317c 100644 --- a/pytrade/models/instruments.py +++ b/pytrade/models/instruments.py @@ -1,13 +1,11 @@ -from datetime import datetime, timedelta +from datetime import datetime from enum import Enum -from typing import Optional +from typing import Union -import pandas as pd import pytz from pandas import Timestamp -from pytrade.events.event import Event -from pytrade.interfaces.data import IInstrumentData +Instrument = Union["FxInstrument", str] class Granularity(Enum): @@ -57,7 +55,7 @@ class FxInstrument(Enum): class CandleSubscription: - def __init__(self, instrument: FxInstrument | str, granularity: Granularity): + def __init__(self, instrument: Instrument, granularity: Granularity): self._instrument = instrument self._granularity = granularity @@ -66,7 +64,7 @@ def granularity(self) -> Granularity: return self._granularity @property - def instrument(self) -> FxInstrument | str: + def instrument(self) -> Instrument: return self._instrument def __hash__(self): @@ -98,7 +96,7 @@ class Candlestick: def __init__( self, - instrument: FxInstrument, + instrument: Instrument, granularity: Granularity, open: float, high: float, @@ -127,7 +125,7 @@ def to_dict(self): class TickData: - instrument: FxInstrument + instrument: Instrument timestamp: datetime bid: float ask: float @@ -140,106 +138,3 @@ def __init__(self, instrument: str, timestamp: str, bid: str, ask: str): ) self.bid = float(bid) self.ask = float(ask) - - -COLUMNS = ["Timestamp", "Instrument", "Open", "High", "Low", "Close"] - -INDEX = COLUMNS[0] - - -class InstrumentCandles(IInstrumentData): - - def __init__( - self, data: Optional[pd.DataFrame] = None, max_size: Optional[int] = None - ): - self._data: pd.DataFrame = ( - data if data is not None else pd.DataFrame(columns=COLUMNS) - ) - if not isinstance(self._data.index, pd.DatetimeIndex): - if INDEX in self._data.columns: - self._data.set_index([INDEX], inplace=True) - else: - raise RuntimeError( - "Dataframe does not have a datetime index and does not have a 'Timestamp' column" - ) - self._max_size: Optional[int] = max_size - self.__instrument: Optional[FxInstrument] = None - self.__granularity: Optional[Granularity] = None - self.__update_event = Event() - - @property - def df(self): - return self._data - - @property - def on_update(self): - return self.__update_event - - @on_update.setter - def on_update(self, value: Event): - self.__update_event = value - - def update(self, candlestick: Candlestick): - if not self.__instrument: - self.__instrument = candlestick.instrument - self.__granularity = candlestick.granularity - - if candlestick.instrument != self.__instrument: - raise RuntimeError( - f"Received {candlestick.instrument} for history[{self.__instrument}]" - ) - - if candlestick.granularity != self.__granularity: - raise RuntimeError( - f"Received {candlestick.granularity} for history[{self.__granularity}]" - ) - - if self._max_size and len(self._data) >= self._max_size: - _delta = self._data.index[-1] - self._data.index[-2] - if not isinstance(_delta, timedelta): - raise RuntimeError( - "Expected dataframe to have DatetimeInex. Unable to caluclate timedelta from index." - ) - self._data.index = self._data.index.shift( # type: ignore - int(_delta.seconds / 60), freq="min" - ) - self._data = self._data.shift(-1) - - self._data.loc[candlestick.timestamp] = [ # type: ignore - candlestick.instrument, - candlestick.open, - candlestick.high, - candlestick.low, - candlestick.close, - ] - self.__update_event() - - -class CandleData: - - def __init__(self, max_size=1000): - self._data: dict[tuple[FxInstrument, Granularity], InstrumentCandles] = {} - self._max_size = max_size - - def __new__(cls, *args, **kwargs): - if not hasattr(cls, "instance"): - cls.instance = super().__new__(cls) - # Need to handle case where instantiatied and different max size is provided - return cls.instance - - def get(self, instrument: FxInstrument, granularity: Granularity): - key = (instrument, granularity) - instrument_candles: InstrumentCandles = self._data.get( - (instrument, granularity), InstrumentCandles(max_size=self._max_size) - ) - self._data[key] = instrument_candles - return instrument_candles - - def update(self, candle: Candlestick): - key = (candle.instrument, candle.granularity) - instrument_candles: InstrumentCandles = self._data.get( - key, - InstrumentCandles(max_size=self._max_size), - ) - self._data[key] = instrument_candles - instrument_candles.update(candle) diff --git a/pytrade/models/order.py b/pytrade/models/order.py index 0af0572..7468263 100644 --- a/pytrade/models/order.py +++ b/pytrade/models/order.py @@ -1,7 +1,7 @@ from enum import Enum from typing import Optional -from pytrade.models.instruments import FxInstrument +from pytrade.models.instruments import Instrument from pytrade.models.trade import Trade @@ -185,9 +185,9 @@ class OrderRequest(dict): def __init__( self, - instrument: FxInstrument, + instrument: Instrument, units: int, - time_in_force: TimeInForce, + time_in_force: TimeInForce = TimeInForce.GOOD_TILL_CANCELLED, take_profit_on_fill: Optional[float] = None, stop_loss_on_fill: Optional[float] = None, trailing_stop_loss_on_fill: Optional[float] = None, @@ -201,7 +201,7 @@ def __init__( # stop_loss_on_fill=stop_loss_on_fill, # trailing_stop_loss_on_fill=trailing_stop_loss_on_fill # ) - self._instrument: FxInstrument = instrument + self._instrument: Instrument = instrument self._units: int = units self._time_in_force: Optional[TimeInForce] = time_in_force self._take_profit_on_fill: Optional[float] = take_profit_on_fill @@ -209,7 +209,7 @@ def __init__( self._trailing_stop_loss_on_fill: Optional[float] = trailing_stop_loss_on_fill @property - def instrument(self) -> FxInstrument: + def instrument(self) -> Instrument: return self._instrument @property @@ -241,7 +241,7 @@ class MarketOrderRequest(OrderRequest): def __init__( self, - instrument: FxInstrument, + instrument: Instrument, units: int, time_in_force: TimeInForce = TimeInForce.FILL_OR_KILL, take_profit_on_fill: Optional[float] = None, @@ -272,7 +272,7 @@ class LimitOrderRequest(OrderRequest): def __init__( self, - instrument: FxInstrument, + instrument: Instrument, units: int, price: float, time_in_force: TimeInForce, @@ -295,7 +295,7 @@ class StopOrderRequest(OrderRequest): def __init__( self, - instrument: FxInstrument, + instrument: Instrument, units: int, price: float, time_in_force: TimeInForce, diff --git a/pytrade/strategy.py b/pytrade/strategy.py index 6d3d993..7fffa5e 100644 --- a/pytrade/strategy.py +++ b/pytrade/strategy.py @@ -2,20 +2,20 @@ from abc import abstractmethod from pytrade.interfaces.broker import IBroker +from pytrade.interfaces.data import IDataContext, IInstrumentData from pytrade.models.instruments import ( MINUTES_MAP, - CandleData, - Candlestick, CandleSubscription, FxInstrument, Granularity, - InstrumentCandles, + Instrument, ) +from pytrade.models.order import OrderRequest, TimeInForce class FxStrategy: - def __init__(self, broker: IBroker, data_context: CandleData): + def __init__(self, broker: IBroker, data_context: IDataContext): self.broker = broker self._updates_complete = asyncio.Event() self._data_context = data_context @@ -53,17 +53,15 @@ def subscriptions(self) -> list[CandleSubscription]: def _monitor_instruments(self) -> None: for subscription in self.subscriptions: - self.broker.subscribe( - subscription.instrument, - subscription.granularity, - self._update_instrument, + instrument_data = self.broker.subscribe( + subscription.instrument, subscription.granularity + ) + instrument_data.on_update += lambda: self._handle_update( + subscription.instrument, subscription.granularity ) - def _update_instrument(self, candle: Candlestick) -> None: - self._data_context.update(candle) - self._pending_updates.remove( - CandleSubscription(candle.instrument, candle.granularity) - ) + def _handle_update(self, instrument: Instrument, granularity: Granularity) -> None: + self._pending_updates.remove(CandleSubscription(instrument, granularity)) # Filter out update from pending if not self._pending_updates: self._updates_complete.set() @@ -75,7 +73,7 @@ async def next(self) -> None: def get_data( self, instrument: FxInstrument, granularity: Granularity - ) -> InstrumentCandles: + ) -> IInstrumentData: return self._data_context.get(instrument, granularity) @abstractmethod @@ -92,8 +90,22 @@ def _next(self) -> None: """ raise NotImplementedError() - def buy(self, size, tp=None, sl=None) -> None: - pass - - def sell(self, size, tp=None, sl=None) -> None: - pass + def buy( + self, + instrument: Instrument, + size, + time_in_force: TimeInForce = TimeInForce.GOOD_TILL_CANCELLED, + tp=None, + sl=None, + ) -> None: + self.broker.order(OrderRequest(instrument, size, time_in_force, tp, sl)) + + def sell( + self, + instrument: Instrument, + size, + time_in_force: TimeInForce = TimeInForce.GOOD_TILL_CANCELLED, + tp=None, + sl=None, + ) -> None: + self.buy(instrument, -size, time_in_force, tp, sl) diff --git a/tests/integration/test_default.py b/tests/integration/test_default.py deleted file mode 100644 index 47d4f19..0000000 --- a/tests/integration/test_default.py +++ /dev/null @@ -1,2 +0,0 @@ -def test_default(): - assert True diff --git a/tests/unit/test_broker.py b/tests/unit/test_broker.py index 84d195a..7a05fcb 100644 --- a/tests/unit/test_broker.py +++ b/tests/unit/test_broker.py @@ -1,45 +1,45 @@ from unittest.mock import Mock -from pytrade.broker import FxBroker +from pytrade.broker import Broker from pytrade.models.instruments import FxInstrument from pytrade.models.order import OrderRequest, TimeInForce def test_buy_order(): client = Mock() - broker = FxBroker(client) + broker = Broker(client) - assert len(broker._pending_orders) == 0 + assert len(broker._orders) == 0 broker.order(OrderRequest(FxInstrument.GBPUSD, 10, TimeInForce.GOOD_TILL_CANCELLED)) - assert len(broker._pending_orders) == 1 + assert len(broker._orders) == 1 def test_sell_order(): client = Mock() - broker = FxBroker(client) + broker = Broker(client) - assert len(broker._pending_orders) == 0 + assert len(broker._orders) == 0 broker.order( OrderRequest(FxInstrument.GBPUSD, -10, TimeInForce.GOOD_TILL_CANCELLED) ) - assert len(broker._pending_orders) == 1 + assert len(broker._orders) == 1 def test_process_orders(): client = Mock() - broker = FxBroker(client) + broker = Broker(client) broker.order(OrderRequest(FxInstrument.GBPUSD, 10, TimeInForce.GOOD_TILL_CANCELLED)) - assert len(broker._pending_orders) == 1 + assert len(broker._orders) == 1 broker.process_orders() - assert len(broker._pending_orders) == 0 + assert len(broker._orders) == 0 assert client.order.call_count == 1 diff --git a/tests/unit/test_indicator.py b/tests/unit/test_indicator.py index 56dab85..97f1f0f 100644 --- a/tests/unit/test_indicator.py +++ b/tests/unit/test_indicator.py @@ -3,13 +3,13 @@ import pandas as pd -from pytrade.models.indicator import Indicator +from pytrade.data import InstrumentCandles +from pytrade.indicator import Indicator from pytrade.models.instruments import ( MINUTES_MAP, Candlestick, FxInstrument, Granularity, - InstrumentCandles, ) diff --git a/tests/unit/test_instrument_history.py b/tests/unit/test_instrument_history.py index 87241fd..5125952 100644 --- a/tests/unit/test_instrument_history.py +++ b/tests/unit/test_instrument_history.py @@ -5,14 +5,12 @@ import pandas as pd import pytest +from pytrade.data import COLUMNS, INDEX, InstrumentCandles from pytrade.models.instruments import ( - COLUMNS, - INDEX, MINUTES_MAP, Candlestick, FxInstrument, Granularity, - InstrumentCandles, ) diff --git a/tests/unit/test_strategy.py b/tests/unit/test_strategy.py index a307e1c..aa11dbb 100644 --- a/tests/unit/test_strategy.py +++ b/tests/unit/test_strategy.py @@ -6,9 +6,9 @@ import pytest +from pytrade.data import CandleData from pytrade.models.instruments import ( MINUTES_MAP, - CandleData, Candlestick, CandleSubscription, FxInstrument, @@ -73,7 +73,7 @@ def send_strategy_updates(strategy: FxStrategy): updates = TEST_UPDATES.copy() for candle in update_candles: - strategy._update_instrument(candle) + strategy._handle_update(candle.instrument, candle.granularity) updates.remove(CandleSubscription(candle.instrument, candle.granularity)) assert len(strategy._pending_updates) == len(updates) @@ -93,15 +93,13 @@ def _next(self): def test_monitor_instruments(): broker = MagicMock() + broker.subscribe.side_effect = MagicMock() data_context = CandleData() strategy = _TestStrategy(broker, data_context) strategy.init() - subscribe_calls = [ - call(s.instrument, s.granularity, strategy._update_instrument) - for s in TEST_SUBCRIPTIONS - ] + subscribe_calls = [call(s.instrument, s.granularity) for s in TEST_SUBCRIPTIONS] broker.subscribe.assert_has_calls(subscribe_calls) From 8df42ed6f25f15e5087a466b5c8c07d46dbdc2be Mon Sep 17 00:00:00 2001 From: Kyle Widmann Date: Sat, 18 Jan 2025 14:50:43 -0500 Subject: [PATCH 3/8] lint updates --- pytrade/events/event.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pytrade/events/event.py b/pytrade/events/event.py index 73a1bd7..1b7c871 100644 --- a/pytrade/events/event.py +++ b/pytrade/events/event.py @@ -1,7 +1,7 @@ from typing import Callable -class Event: # pragma: no cover +class Event: # pragma: no cover def __init__(self): self.__callbacks: list[Callable[[], None]] = [] From 59ff964f8dc0003813e76a404a06a1fe4ef5195c Mon Sep 17 00:00:00 2001 From: Kyle Widmann Date: Sun, 19 Jan 2025 10:01:01 -0500 Subject: [PATCH 4/8] Changing update logic for strategy Updating update logic so strategy only triggers trades when data context for all subscriptions is up to date --- pytrade/data.py | 5 ++++ pytrade/interfaces/data.py | 3 ++- pytrade/models/instruments.py | 34 +++++++++++++++++++---- pytrade/strategy.py | 51 +++++++++++++++++++++++------------ tests/unit/test_strategy.py | 31 ++++++++++----------- 5 files changed, 84 insertions(+), 40 deletions(-) diff --git a/pytrade/data.py b/pytrade/data.py index 976aa9c..2923be5 100644 --- a/pytrade/data.py +++ b/pytrade/data.py @@ -3,6 +3,7 @@ import pandas as pd +from pandas import Timestamp from pytrade.events.typed_event import TypedEvent from pytrade.interfaces.data import IDataContext, IInstrumentData from pytrade.models.instruments import Candlestick, Granularity, Instrument @@ -47,6 +48,10 @@ def granularity(self): @property def on_update(self): return self.__update_event + + @property + def timestamp(self) -> Timestamp: + return self._data.index[-1] @on_update.setter def on_update(self, value: TypedEvent[IInstrumentData]): diff --git a/pytrade/interfaces/data.py b/pytrade/interfaces/data.py index c0c949d..3003fc7 100644 --- a/pytrade/interfaces/data.py +++ b/pytrade/interfaces/data.py @@ -2,6 +2,7 @@ import pandas as pd +from pandas import Timestamp from pytrade.events.event import Event from pytrade.models.instruments import Granularity, Instrument @@ -34,7 +35,7 @@ def on_update(self, value: Event): raise NotImplementedError() @property - def timestamp(self): + def timestamp(self) -> Timestamp: raise NotImplementedError() @property diff --git a/pytrade/models/instruments.py b/pytrade/models/instruments.py index ba9317c..9a14e48 100644 --- a/pytrade/models/instruments.py +++ b/pytrade/models/instruments.py @@ -1,6 +1,6 @@ from datetime import datetime from enum import Enum -from typing import Union +from typing import Any, Union import pytz from pandas import Timestamp @@ -26,6 +26,14 @@ class Granularity(Enum): Granularity.D1: 1440, } +UPDATE_MAP = { + Granularity.M1: "1min", + Granularity.M5: "5min", + Granularity.M15: "15min", + Granularity.H1: "1h", + Granularity.H4: "4h", + Granularity.D1: "24h", +} class FxInstrument(Enum): AUDJPY = "AUD/JPY" @@ -84,13 +92,29 @@ def __lt__(self, other): and self.granularity.value < other.granularity.value ) - def __eq__(self, other): - return ( + def __eq__(self, other: "CandleSubscription"): + result = ( isinstance(other, CandleSubscription) - and self.instrument.value == other.instrument.value - and self.granularity.value == other.granularity.value + and self.__instrument_eq__(other) ) + return result + + def __instrument_eq__(self, other: "CandleSubscription"): + result = ( + ( + isinstance(other.instrument, FxInstrument) + and isinstance(self.instrument, FxInstrument) + and self.instrument.value == other.instrument.value + ) or ( + isinstance(other.instrument, str) + and isinstance(self.instrument, str) + and self.instrument == other.instrument + ) + ) + + return result + class Candlestick: diff --git a/pytrade/strategy.py b/pytrade/strategy.py index 7fffa5e..90123ca 100644 --- a/pytrade/strategy.py +++ b/pytrade/strategy.py @@ -1,10 +1,13 @@ import asyncio from abc import abstractmethod +from datetime import timedelta +from pandas import Timestamp from pytrade.interfaces.broker import IBroker from pytrade.interfaces.data import IDataContext, IInstrumentData from pytrade.models.instruments import ( MINUTES_MAP, + UPDATE_MAP, CandleSubscription, FxInstrument, Granularity, @@ -29,18 +32,22 @@ def init(self) -> None: def _caluclate_updates(self) -> None: self._required_updates: list[CandleSubscription] = [] max_interval = 0 + _max_granularity = None for subscription in self.subscriptions: - max_interval = max(max_interval, MINUTES_MAP[subscription.granularity]) + if MINUTES_MAP[subscription.granularity] > max_interval: + _max_granularity = subscription.granularity + + self._required_updates.append(subscription) - for subscription in self.subscriptions: - expected_update_count = int( - max_interval / MINUTES_MAP[subscription.granularity] - ) - self._required_updates += [ - subscription for _ in range(expected_update_count) - ] + if _max_granularity: + self._update_frequency = UPDATE_MAP[_max_granularity] + else: + raise RuntimeError("Can not determine update frequency for strategy.") + self._pending_updates = self._required_updates.copy() + # Just set to min and let the first update set it correctly + self._next_timestamp = Timestamp.min @property @abstractmethod @@ -56,20 +63,30 @@ def _monitor_instruments(self) -> None: instrument_data = self.broker.subscribe( subscription.instrument, subscription.granularity ) - instrument_data.on_update += lambda: self._handle_update( - subscription.instrument, subscription.granularity - ) + instrument_data.on_update += self._update_callback(instrument_data) - def _handle_update(self, instrument: Instrument, granularity: Granularity) -> None: - self._pending_updates.remove(CandleSubscription(instrument, granularity)) + def _update_callback(self, data: IInstrumentData): + return lambda: self._handle_update(data) + + def _handle_update(self, data: IInstrumentData) -> None: + # If data was missed move to the next update window based on data + if data.timestamp > self._next_timestamp: + self._next_timestamp = data.timestamp.ceil(freq=self._update_frequency) + self._pending_updates = self._required_updates.copy() + + if data.timestamp == self._next_timestamp: + self._pending_updates.remove(CandleSubscription(data.instrument, data.granularity)) + # Filter out update from pending if not self._pending_updates: self._updates_complete.set() + self._next_timestamp + timedelta() - async def next(self) -> None: - await self._updates_complete.wait() - self._next() - self._pending_updates = self._required_updates.copy() + def next(self) -> None: + if self._updates_complete.is_set(): + self._updates_complete.clear() + self._next() + self._pending_updates = self._required_updates.copy() def get_data( self, instrument: FxInstrument, granularity: Granularity diff --git a/tests/unit/test_strategy.py b/tests/unit/test_strategy.py index aa11dbb..0b2e146 100644 --- a/tests/unit/test_strategy.py +++ b/tests/unit/test_strategy.py @@ -1,9 +1,11 @@ import asyncio import random from datetime import datetime, timedelta +from tracemalloc import start from typing import List from unittest.mock import MagicMock, call, patch +from pandas import Timestamp import pytest from pytrade.data import CandleData @@ -24,13 +26,9 @@ ] TEST_UPDATES = [ - CandleSubscription(FxInstrument.EURUSD, Granularity.M5), - CandleSubscription(FxInstrument.EURUSD, Granularity.M5), CandleSubscription(FxInstrument.EURUSD, Granularity.M5), CandleSubscription(FxInstrument.EURUSD, Granularity.M15), CandleSubscription(FxInstrument.GBPUSD, Granularity.M5), - CandleSubscription(FxInstrument.GBPUSD, Granularity.M5), - CandleSubscription(FxInstrument.GBPUSD, Granularity.M5), CandleSubscription(FxInstrument.GBPUSD, Granularity.M15), ] @@ -53,8 +51,8 @@ def get_candles( ] -def get_updates(): - end_time = datetime.now() +def get_updates(freq: str): + end_time = Timestamp(datetime.now()).ceil(freq=freq) update_candles: list[Candlestick] = [] max_interval = max(MINUTES_MAP[sub.granularity] for sub in TEST_SUBCRIPTIONS) for subscription in TEST_SUBCRIPTIONS: @@ -69,13 +67,14 @@ def get_updates(): def send_strategy_updates(strategy: FxStrategy): - update_candles = get_updates() - - updates = TEST_UPDATES.copy() + update_candles = get_updates(strategy._update_frequency) + mock_instrument_data = MagicMock() + for candle in update_candles: - strategy._handle_update(candle.instrument, candle.granularity) - updates.remove(CandleSubscription(candle.instrument, candle.granularity)) - assert len(strategy._pending_updates) == len(updates) + mock_instrument_data.instrument = candle.instrument + mock_instrument_data.granularity = candle.granularity + mock_instrument_data.timestamp = Timestamp(candle.timestamp) + strategy._handle_update(mock_instrument_data) class _TestStrategy(FxStrategy): @@ -133,7 +132,7 @@ async def test_strategy_next(): send_strategy_updates(strategy) - await strategy.next() + strategy.next() assert len(strategy._pending_updates) == len(TEST_UPDATES) assert strategy._pending_updates == strategy._required_updates @@ -149,15 +148,13 @@ async def test_strategy_waits_for_updates(): strategy.init() for i in range(iterations): - next_task = asyncio.create_task(strategy.next()) + strategy.next() assert not mock_next.called - assert not next_task.done() send_strategy_updates(strategy) + strategy.next() - await asyncio.wait_for(next_task, timeout=0.2) assert mock_next.called - assert next_task.done() assert len(strategy._pending_updates) == len(TEST_UPDATES) assert strategy._pending_updates == strategy._required_updates mock_next.reset_mock() From 3ba0a1a341cae0f9cac8860727d16899043c51aa Mon Sep 17 00:00:00 2001 From: Kyle Widmann Date: Sun, 19 Jan 2025 10:08:29 -0500 Subject: [PATCH 5/8] lint fixes --- makefiles/local.mk | 2 +- pytrade/data.py | 16 ++++++++-------- pytrade/interfaces/data.py | 2 +- pytrade/models/instruments.py | 26 +++++++++++--------------- pytrade/strategy.py | 12 +++++++----- tests/unit/test_strategy.py | 6 ++---- 6 files changed, 30 insertions(+), 34 deletions(-) diff --git a/makefiles/local.mk b/makefiles/local.mk index ae4f9dd..1a9de6e 100644 --- a/makefiles/local.mk +++ b/makefiles/local.mk @@ -36,7 +36,7 @@ lint-local: bandit-local black-local flake8-local isort-local mypy-local .PHONY: clean-imports clean-imports: ##@local Remove unused imports clean-imports: - autoflake --in-place --remove-all-unused-imports --recursive pytrade + autoflake --in-place --remove-all-unused-imports --recursive pytrade tests .PHONY: reformat reformat: ##@local Reformat module diff --git a/pytrade/data.py b/pytrade/data.py index 2923be5..731e834 100644 --- a/pytrade/data.py +++ b/pytrade/data.py @@ -2,9 +2,9 @@ from typing import Optional import pandas as pd - from pandas import Timestamp -from pytrade.events.typed_event import TypedEvent + +from pytrade.events.event import Event from pytrade.interfaces.data import IDataContext, IInstrumentData from pytrade.models.instruments import Candlestick, Granularity, Instrument @@ -31,7 +31,7 @@ def __init__( self._max_size: Optional[int] = max_size self.__instrument: Optional[Instrument] = None self.__granularity: Optional[Granularity] = None - self.__update_event = TypedEvent[IInstrumentData]() + self.__update_event = Event() @property def df(self): @@ -45,16 +45,16 @@ def instrument(self): def granularity(self): return self.__granularity - @property - def on_update(self): - return self.__update_event - @property def timestamp(self) -> Timestamp: return self._data.index[-1] + @property + def on_update(self): + return self.__update_event + @on_update.setter - def on_update(self, value: TypedEvent[IInstrumentData]): + def on_update(self, value: Event): self.__update_event = value def update(self, candlestick: Candlestick): diff --git a/pytrade/interfaces/data.py b/pytrade/interfaces/data.py index 3003fc7..7c87539 100644 --- a/pytrade/interfaces/data.py +++ b/pytrade/interfaces/data.py @@ -1,8 +1,8 @@ from abc import abstractmethod import pandas as pd - from pandas import Timestamp + from pytrade.events.event import Event from pytrade.models.instruments import Granularity, Instrument diff --git a/pytrade/models/instruments.py b/pytrade/models/instruments.py index 9a14e48..5915542 100644 --- a/pytrade/models/instruments.py +++ b/pytrade/models/instruments.py @@ -35,6 +35,7 @@ class Granularity(Enum): Granularity.D1: "24h", } + class FxInstrument(Enum): AUDJPY = "AUD/JPY" AUDNZD = "AUD/NZD" @@ -92,25 +93,20 @@ def __lt__(self, other): and self.granularity.value < other.granularity.value ) - def __eq__(self, other: "CandleSubscription"): - result = ( - isinstance(other, CandleSubscription) - and self.__instrument_eq__(other) - ) + def __eq__(self, other: Any): + result = isinstance(other, CandleSubscription) and self.__instrument_eq__(other) return result - + def __instrument_eq__(self, other: "CandleSubscription"): result = ( - ( - isinstance(other.instrument, FxInstrument) - and isinstance(self.instrument, FxInstrument) - and self.instrument.value == other.instrument.value - ) or ( - isinstance(other.instrument, str) - and isinstance(self.instrument, str) - and self.instrument == other.instrument - ) + isinstance(other.instrument, FxInstrument) + and isinstance(self.instrument, FxInstrument) + and self.instrument.value == other.instrument.value + ) or ( + isinstance(other.instrument, str) + and isinstance(self.instrument, str) + and self.instrument == other.instrument ) return result diff --git a/pytrade/strategy.py b/pytrade/strategy.py index 90123ca..56ea124 100644 --- a/pytrade/strategy.py +++ b/pytrade/strategy.py @@ -3,6 +3,7 @@ from datetime import timedelta from pandas import Timestamp + from pytrade.interfaces.broker import IBroker from pytrade.interfaces.data import IDataContext, IInstrumentData from pytrade.models.instruments import ( @@ -36,15 +37,14 @@ def _caluclate_updates(self) -> None: for subscription in self.subscriptions: if MINUTES_MAP[subscription.granularity] > max_interval: _max_granularity = subscription.granularity - - self._required_updates.append(subscription) + self._required_updates.append(subscription) if _max_granularity: self._update_frequency = UPDATE_MAP[_max_granularity] else: raise RuntimeError("Can not determine update frequency for strategy.") - + self._pending_updates = self._required_updates.copy() # Just set to min and let the first update set it correctly self._next_timestamp = Timestamp.min @@ -75,8 +75,10 @@ def _handle_update(self, data: IInstrumentData) -> None: self._pending_updates = self._required_updates.copy() if data.timestamp == self._next_timestamp: - self._pending_updates.remove(CandleSubscription(data.instrument, data.granularity)) - + self._pending_updates.remove( + CandleSubscription(data.instrument, data.granularity) + ) + # Filter out update from pending if not self._pending_updates: self._updates_complete.set() diff --git a/tests/unit/test_strategy.py b/tests/unit/test_strategy.py index 0b2e146..b06c6d9 100644 --- a/tests/unit/test_strategy.py +++ b/tests/unit/test_strategy.py @@ -1,12 +1,10 @@ -import asyncio import random from datetime import datetime, timedelta -from tracemalloc import start from typing import List from unittest.mock import MagicMock, call, patch -from pandas import Timestamp import pytest +from pandas import Timestamp from pytrade.data import CandleData from pytrade.models.instruments import ( @@ -69,7 +67,7 @@ def get_updates(freq: str): def send_strategy_updates(strategy: FxStrategy): update_candles = get_updates(strategy._update_frequency) mock_instrument_data = MagicMock() - + for candle in update_candles: mock_instrument_data.instrument = candle.instrument mock_instrument_data.granularity = candle.granularity From 3a2125678ec56a8a492d5eb2b592970ea990a9ec Mon Sep 17 00:00:00 2001 From: Kyle Widmann Date: Sun, 19 Jan 2025 10:14:11 -0500 Subject: [PATCH 6/8] Removing unsed event --- pytrade/events/typed_event.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/pytrade/events/typed_event.py b/pytrade/events/typed_event.py index bd9a633..7aa0d0a 100644 --- a/pytrade/events/typed_event.py +++ b/pytrade/events/typed_event.py @@ -1,10 +1,7 @@ from typing import Callable, Generic, TypeVar -from pytrade.models.instruments import Candlestick - T = TypeVar("T") - class TypedEvent(Generic[T]): def __init__(self): @@ -25,7 +22,3 @@ def __isub__(self, callback: Callable[[T], None]): def __call__(self, *args, **kwargs): for callback in self._callbacks: callback(*args, **kwargs) - - -class CandlestickEvent(TypedEvent[Candlestick]): - pass From ca7cee835adc981b3f707a2a1f2c96de2cf59fce Mon Sep 17 00:00:00 2001 From: Kyle Widmann Date: Thu, 23 Jan 2025 15:55:33 -0500 Subject: [PATCH 7/8] Updating to clean up objects and to support initial backtest implementation --- pytrade/models/__init__.py => .coveragerc | 0 pytrade/broker.py | 8 +- pytrade/data.py | 2 +- pytrade/events/typed_event.py | 1 + pytrade/indicator.py | 2 +- pytrade/{models => }/instruments.py | 0 pytrade/interfaces/broker.py | 6 +- pytrade/interfaces/client.py | 9 +- pytrade/interfaces/data.py | 2 +- pytrade/models.py | 325 ++++++++++++++++++++++ pytrade/models/broker.py | 6 - pytrade/models/order.py | 321 --------------------- pytrade/models/position.py | 59 ---- pytrade/models/trade.py | 193 ------------- pytrade/strategy.py | 27 +- tests/unit/test_broker.py | 12 +- tests/unit/test_indicator.py | 7 +- tests/unit/test_instrument_history.py | 7 +- tests/unit/test_strategy.py | 2 +- 19 files changed, 368 insertions(+), 621 deletions(-) rename pytrade/models/__init__.py => .coveragerc (100%) rename pytrade/{models => }/instruments.py (100%) create mode 100644 pytrade/models.py delete mode 100644 pytrade/models/broker.py delete mode 100644 pytrade/models/order.py delete mode 100644 pytrade/models/position.py delete mode 100644 pytrade/models/trade.py diff --git a/pytrade/models/__init__.py b/.coveragerc similarity index 100% rename from pytrade/models/__init__.py rename to .coveragerc diff --git a/pytrade/broker.py b/pytrade/broker.py index c0679da..67e5ff6 100644 --- a/pytrade/broker.py +++ b/pytrade/broker.py @@ -1,16 +1,16 @@ from typing import List +from pytrade.instruments import Granularity, Instrument from pytrade.interfaces.broker import IBroker from pytrade.interfaces.client import IClient -from pytrade.models.instruments import Granularity, Instrument -from pytrade.models.order import OrderRequest +from pytrade.models import Order class Broker(IBroker): def __init__(self, client: IClient): self.client = client - self._orders: List[OrderRequest] = [] + self._orders: List[Order] = [] @property def equity(self) -> float: @@ -20,7 +20,7 @@ def equity(self) -> float: def margin_available(self) -> float: raise NotImplementedError - def order(self, order: OrderRequest): + def order(self, order: Order): self._orders.append(order) def process_orders(self): diff --git a/pytrade/data.py b/pytrade/data.py index 731e834..defebd8 100644 --- a/pytrade/data.py +++ b/pytrade/data.py @@ -5,8 +5,8 @@ from pandas import Timestamp from pytrade.events.event import Event +from pytrade.instruments import Candlestick, Granularity, Instrument from pytrade.interfaces.data import IDataContext, IInstrumentData -from pytrade.models.instruments import Candlestick, Granularity, Instrument COLUMNS = ["Timestamp", "Instrument", "Open", "High", "Low", "Close"] diff --git a/pytrade/events/typed_event.py b/pytrade/events/typed_event.py index 7aa0d0a..2d77038 100644 --- a/pytrade/events/typed_event.py +++ b/pytrade/events/typed_event.py @@ -2,6 +2,7 @@ T = TypeVar("T") + class TypedEvent(Generic[T]): def __init__(self): diff --git a/pytrade/indicator.py b/pytrade/indicator.py index 3919af2..bdde78b 100644 --- a/pytrade/indicator.py +++ b/pytrade/indicator.py @@ -21,7 +21,7 @@ def _run(self) -> np.ndarray: @property def value(self): - return self._values[-1] if len(self._values) > 0 else None + return self._values.iloc[-1] if len(self._values) > 0 else None @property def to_array(self): diff --git a/pytrade/models/instruments.py b/pytrade/instruments.py similarity index 100% rename from pytrade/models/instruments.py rename to pytrade/instruments.py diff --git a/pytrade/interfaces/broker.py b/pytrade/interfaces/broker.py index c06f7a3..288cf8f 100644 --- a/pytrade/interfaces/broker.py +++ b/pytrade/interfaces/broker.py @@ -1,8 +1,8 @@ import abc +from pytrade.instruments import Granularity, Instrument from pytrade.interfaces.data import IInstrumentData -from pytrade.models.instruments import Granularity, Instrument -from pytrade.models.order import OrderRequest +from pytrade.models import Order class IBroker(metaclass=abc.ABCMeta): @@ -28,7 +28,7 @@ def margin_available(self) -> float: raise NotImplementedError() @abc.abstractmethod - def order(self, order: OrderRequest): + def order(self, order: Order): raise NotImplementedError() @abc.abstractmethod diff --git a/pytrade/interfaces/client.py b/pytrade/interfaces/client.py index 0674e24..a0f9cde 100644 --- a/pytrade/interfaces/client.py +++ b/pytrade/interfaces/client.py @@ -1,10 +1,8 @@ import abc from typing import Callable -from multimethod import multimethod - -from pytrade.models.instruments import Candlestick, Granularity, Instrument -from pytrade.models.order import MarketOrderRequest +from pytrade.instruments import Candlestick, Granularity, Instrument +from pytrade.models import Order class IClient: @@ -23,8 +21,7 @@ def __subclasshook__(cls, subclass): ) or NotImplemented @abc.abstractmethod - @multimethod - def order(self, order: MarketOrderRequest): + def order(self, order: Order): raise NotImplementedError() @abc.abstractmethod diff --git a/pytrade/interfaces/data.py b/pytrade/interfaces/data.py index 7c87539..06da482 100644 --- a/pytrade/interfaces/data.py +++ b/pytrade/interfaces/data.py @@ -4,7 +4,7 @@ from pandas import Timestamp from pytrade.events.event import Event -from pytrade.models.instruments import Granularity, Instrument +from pytrade.instruments import Granularity, Instrument class IInstrumentData: diff --git a/pytrade/models.py b/pytrade/models.py new file mode 100644 index 0000000..c941360 --- /dev/null +++ b/pytrade/models.py @@ -0,0 +1,325 @@ +from enum import Enum +from math import copysign +from typing import Any, Optional + +import numpy as np +import pandas as pd +from pandas import Timestamp + +from pytrade.instruments import Instrument + + +class TimeInForce(Enum): + + GOOD_TILL_CANCELLED = "GTC" + GOOD_TILL_DATE = "GTD" + GOOD_FOR_DAY = "GFD" + FILL_OR_KILL = "FOK" + PARTIAL_OR_KILL = "IOC" + + +class Order(dict): + + def __init__( + self, + instrument: Instrument, + size: int, + stop: Optional[float] = None, + limit: Optional[float] = None, + price_bound: Optional[float] = None, + time_in_force: TimeInForce = TimeInForce.GOOD_TILL_CANCELLED, + take_profit_on_fill: Optional[float] = None, + stop_loss_on_fill: Optional[float] = None, + trailing_stop_loss_on_fill: Optional[float] = None, + parent_trade: Optional["Trade"] = None, + ): + self._instrument: Instrument = instrument + self._size: int = size + self._stop = stop + self._limit = limit + self._price_bound = price_bound + self._time_in_force: Optional[TimeInForce] = time_in_force + self._take_profit_on_fill: Optional[float] = take_profit_on_fill + self._stop_loss_on_fill: Optional[float] = stop_loss_on_fill + self._trailing_stop_loss_on_fill: Optional[float] = trailing_stop_loss_on_fill + self.__parent_trade = parent_trade + + def __eq__(self, other: Any): + return other is self + + def reduce(self, size): + self._size = size + + @property + def instrument(self) -> Instrument: + return self._instrument + + @property + def size(self) -> int: + return self._size + + @property + def time_in_force(self) -> TimeInForce: + return ( + self._time_in_force + if self._time_in_force + else TimeInForce.GOOD_TILL_CANCELLED + ) + + @property + def take_profit_on_fill(self) -> Optional[float]: + return self._take_profit_on_fill + + @property + def stop_loss_on_fill(self) -> Optional[float]: + return self._stop_loss_on_fill + + @property + def trailing_stop_loss_on_fill(self) -> Optional[float]: + return self._trailing_stop_loss_on_fill + + @property + def is_long(self): + return self._size > 0 + + @property + def pricebound(self) -> Optional[float]: + return self._price_bound + + @property + def stop(self) -> Optional[float]: + return self._stop + + @property + def limit(self) -> Optional[float]: + return self._limit + + @property + def is_contingent(self) -> bool: + return bool(self.__parent_trade) + + @property + def parent_trade(self) -> Optional["Trade"]: + return self.__parent_trade + + +class Trade: + """ + When an `"Order"` is filled, it results in an active `Trade`. + Find active trades in `Strategy.trades` and closed, settled trades in `Strategy.closed_trades`. + """ + + def __init__( + self, + instrument: Instrument, + size: int, + entry_price: float, + entry_time: Timestamp, + tag: Optional[str] = None, + ): + self.__instrument = instrument + self.__size = size + self.__entry_price = entry_price + self.__exit_price: Optional[float] = None + self.__entry_bar: Timestamp = entry_time + self.__exit_bar: Optional[Timestamp] = None + self.__entry_time: Timestamp = entry_time + self.__exit_time: Optional[Timestamp] = None + self.__sl_order: Optional[Order] = None + self.__tp_order: Optional[Order] = None + self.__tag: Optional[str] = tag + + def __repr__(self): + return ( + f'' + ) + + def reduce(self, size): + self.__size = size + + def close(self, exit_price: float, exit_time: Timestamp): + self.__exit_price = exit_price + self.__exit_time = exit_time + + def close_portion(self, portion: float = 1.0): + """Place new `"Order"` to close `portion` of the trade at next market price.""" + if not 0 < portion <= 1: + raise RuntimeError( + f"Invalid portion for trade ({portion}). Must be a fraction between 0 and 1." + ) + + size = int(copysign(max(1, round(abs(self.__size) * portion)), -self.__size)) + return Order(self.instrument, size, parent_trade=self) + + # Fields getters + + @property + def instrument(self): + return self.__instrument + + @property + def size(self): + """Trade size (volume; negative for short trades).""" + return self.__size + + @property + def entry_price(self) -> float: + """Trade entry price.""" + return self.__entry_price + + @property + def exit_price(self) -> Optional[float]: + """Trade exit price (or None if the trade is still active).""" + return self.__exit_price + + @property + def tag(self): + """ + A tag value inherited from the `"Order"` that opened + this trade. + + This can be used to track trades and apply conditional + logic / subgroup analysis. + + See also `"Order".tag`. + """ + return self.__tag + + # Extra properties + + @property + def entry_time(self) -> pd.Timestamp: + """Datetime of when the trade was entered.""" + return self.__entry_time + + @property + def exit_time(self) -> Optional[pd.Timestamp]: + """Datetime of when the trade was exited.""" + return self.__exit_time + + @property + def is_long(self): + """True if the trade is long (trade size is positive).""" + return self.__size > 0 + + @property + def is_short(self): + """True if the trade is short (trade size is negative).""" + return not self.is_long + + @property + def pl(self): + """Trade profit (positive) or loss (negative) in cash units.""" + price = self.__exit_price + return self.__size * (price - self.__entry_price) + + @property + def pl_pct(self): + """Trade profit (positive) or loss (negative) in percent.""" + price = self.__exit_price + return copysign(1, self.__size) * (price / self.__entry_price - 1) + + @property + def value(self): + """Trade total value in cash (volume × price).""" + price = self.__exit_price + return abs(self.__size) * price + + # SL/TP management API + + @property + def sl(self) -> Optional[Order]: + """ + Stop-loss price at which to close the trade. + + This variable is writable. By assigning it a new price value, + you create or modify the existing SL order. + By assigning it `None`, you cancel it. + """ + return self.__sl_order + + @sl.setter + def sl(self, order: Order): + self.__sl_order = order + + @property + def tp(self) -> Optional[Order]: + """ + Take-profit price at which to close the trade. + + This property is writable. By assigning it a new price value, + you create or modify the existing TP order. + By assigning it `None`, you cancel it. + """ + return self.__tp_order + + @tp.setter + def tp(self, order: Order): + self.__tp_order = order + + +class Position: + """ + Currently held asset position, available as + `backtesting.backtesting.Strategy.position` within + `backtesting.backtesting.Strategy.next`. + Can be used in boolean contexts, e.g. + + if self.position: + ... # we have a position, either long or short + """ + + def __init__(self, instrument: Instrument, trades: list[Trade]): + self.__instrument = instrument + self.__trades = trades + + def __bool__(self): + return self.size != 0 + + @property + def trades(self): + return [ + trade for trade in self.__trades if trade.instrument == self.__instrument + ] + + @property + def size(self) -> float: + """Position size in units of asset. Negative if position is short.""" + return sum(trade.size for trade in self.trades) + + @property + def pl(self) -> float: + """Profit (positive) or loss (negative) of the current position in cash units.""" + return sum(trade.pl for trade in self.trades) + + @property + def pl_pct(self) -> float: + """Profit (positive) or loss (negative) of the current position in percent.""" + weights = np.abs([trade.size for trade in self.trades]) + weights = weights / weights.sum() + pl_pcts = np.array([trade.pl_pct for trade in self.trades]) + return (pl_pcts * weights).sum() + + @property + def is_long(self) -> bool: + """True if the position is long (position size is positive).""" + return self.size > 0 + + @property + def is_short(self) -> bool: + """True if the position is short (position size is negative).""" + return self.size < 0 + + def close(self, portion: float = 1.0): + """ + Close portion of position by closing `portion` of each active trade. See `Trade.close`. + """ + for trade in self.trades: + trade.close_portion(portion) + + def __repr__(self): + return ( + f"" + ) diff --git a/pytrade/models/broker.py b/pytrade/models/broker.py deleted file mode 100644 index de962f2..0000000 --- a/pytrade/models/broker.py +++ /dev/null @@ -1,6 +0,0 @@ -class Trade: - pass - - -class Position: - pass diff --git a/pytrade/models/order.py b/pytrade/models/order.py deleted file mode 100644 index 7468263..0000000 --- a/pytrade/models/order.py +++ /dev/null @@ -1,321 +0,0 @@ -from enum import Enum -from typing import Optional - -from pytrade.models.instruments import Instrument -from pytrade.models.trade import Trade - - -class TimeInForce(Enum): - - GOOD_TILL_CANCELLED = "GTC" - GOOD_TILL_DATE = "GTD" - GOOD_FOR_DAY = "GFD" - FILL_OR_KILL = "FOK" - PARTIAL_OR_KILL = "IOC" - - -class OrderType(Enum): - - MARKET = "MARKET" - LIMIT = "LIMIT" - STOP = "STOP" - - -class Order: - """ - Place new orders through `Strategy.buy()` and `Strategy.sell()`. - Query existing orders through `Strategy.orders`. - - When an order is executed or [filled], it results in a `Trade`. - - If you wish to modify aspects of a placed but not yet filled order, - cancel it and place a new one instead. - - All placed orders are [Good 'Til Canceled]. - - [filled]: https://www.investopedia.com/terms/f/fill.asp - [Good 'Til Canceled]: https://www.investopedia.com/terms/g/gtc.asp - """ - - def __init__( - self, - size: float, - limit_price: Optional[float] = None, - stop_price: Optional[float] = None, - sl_price: Optional[float] = None, - tp_price: Optional[float] = None, - parent_trade: Optional["Trade"] = None, - tag: object = None, - ): - if size == 0: - raise RuntimeError("Invalid size provided for order.") - - self.__size = size - self.__limit_price = limit_price - self.__stop_price = stop_price - self.__sl_price = sl_price - self.__tp_price = tp_price - self.__parent_trade = parent_trade - self.__tag = tag - - def _replace(self, **kwargs): - for k, v in kwargs.items(): - setattr(self, f"_{self.__class__.__qualname__}__{k}", v) - return self - - def __repr__(self): - return "".format( - ", ".join( - f"{param}={round(value, 5)}" - for param, value in ( - ("size", self.__size), - ("limit", self.__limit_price), - ("stop", self.__stop_price), - ("sl", self.__sl_price), - ("tp", self.__tp_price), - ("contingent", self.is_contingent), - ("tag", self.__tag), - ) - if value is not None - ) - ) - - # Fields getters - - @property - def size(self) -> float: - """ - Order size (negative for short orders). - - If size is a value between 0 and 1, it is interpreted as a fraction of current - available liquidity (cash plus `Position.pl` minus used margin). - A value greater than or equal to 1 indicates an absolute number of units. - """ - return self.__size - - @property - def limit(self) -> Optional[float]: - """ - Order limit price for [limit orders], or None for [market orders], - which are filled at next available price. - - [limit orders]: https://www.investopedia.com/terms/l/limitorder.asp - [market orders]: https://www.investopedia.com/terms/m/marketorder.asp - """ - return self.__limit_price - - @property - def stop(self) -> Optional[float]: - """ - Order stop price for [stop-limit/stop-market][_] order, - otherwise None if no stop was set, or the stop price has already been hit. - - [_]: https://www.investopedia.com/terms/s/stoporder.asp - """ - return self.__stop_price - - @property - def sl(self) -> Optional[float]: - """ - A stop-loss price at which, if set, a new contingent stop-market order - will be placed upon the `Trade` following this order's execution. - See also `Trade.sl`. - """ - return self.__sl_price - - @property - def tp(self) -> Optional[float]: - """ - A take-profit price at which, if set, a new contingent limit order - will be placed upon the `Trade` following this order's execution. - See also `Trade.tp`. - """ - return self.__tp_price - - @property - def parent_trade(self): - return self.__parent_trade - - @property - def tag(self): - """ - Arbitrary value (such as a string) which, if set, enables tracking - of this order and the associated `Trade` (see `Trade.tag`). - """ - return self.__tag - - # Extra properties - - @property - def is_long(self): - """True if the order is long (order size is positive).""" - return self.__size > 0 - - @property - def is_short(self): - """True if the order is short (order size is negative).""" - return self.__size < 0 - - @property - def is_contingent(self): - """ - True for [contingent] orders, i.e. [OCO] stop-loss and take-profit bracket orders - placed upon an active trade. Remaining contingent orders are canceled when - their parent `Trade` is closed. - - You can modify contingent orders through `Trade.sl` and `Trade.tp`. - - [contingent]: https://www.investopedia.com/terms/c/contingentorder.asp - [OCO]: https://www.investopedia.com/terms/o/oco.asp - """ - return bool(self.__parent_trade) - - def cancel(self): - trade = self.__parent_trade - if trade: - if self is trade._sl_order: - trade._replace(sl_order=None) - elif self is trade._tp_order: - trade._replace(tp_order=None) - else: - raise RuntimeError() - - -class OrderRequest(dict): - - def __init__( - self, - instrument: Instrument, - units: int, - time_in_force: TimeInForce = TimeInForce.GOOD_TILL_CANCELLED, - take_profit_on_fill: Optional[float] = None, - stop_loss_on_fill: Optional[float] = None, - trailing_stop_loss_on_fill: Optional[float] = None, - ): - # super().__init__( - # instrument=instrument, - # units=units, - # price=price, - # time_in_force=time_in_force, - # take_profit_on_fill=take_profit_on_fill, - # stop_loss_on_fill=stop_loss_on_fill, - # trailing_stop_loss_on_fill=trailing_stop_loss_on_fill - # ) - self._instrument: Instrument = instrument - self._units: int = units - self._time_in_force: Optional[TimeInForce] = time_in_force - self._take_profit_on_fill: Optional[float] = take_profit_on_fill - self._stop_loss_on_fill: Optional[float] = stop_loss_on_fill - self._trailing_stop_loss_on_fill: Optional[float] = trailing_stop_loss_on_fill - - @property - def instrument(self) -> Instrument: - return self._instrument - - @property - def units(self) -> int: - return self._units - - @property - def time_in_force(self) -> TimeInForce: - return ( - self._time_in_force - if self._time_in_force - else TimeInForce.GOOD_TILL_CANCELLED - ) - - @property - def take_profit_on_fill(self) -> Optional[float]: - return self._take_profit_on_fill - - @property - def stop_loss_on_fill(self) -> Optional[float]: - return self._stop_loss_on_fill - - @property - def trailing_stop_loss_on_fill(self) -> Optional[float]: - return self._trailing_stop_loss_on_fill - - -class MarketOrderRequest(OrderRequest): - - def __init__( - self, - instrument: Instrument, - units: int, - time_in_force: TimeInForce = TimeInForce.FILL_OR_KILL, - take_profit_on_fill: Optional[float] = None, - stop_loss_on_fill: Optional[float] = None, - trailing_stop_loss_on_fill: Optional[float] = None, - price_bound: Optional[float] = None, - ): - super().__init__( - instrument, - units, - time_in_force, - take_profit_on_fill, - stop_loss_on_fill, - trailing_stop_loss_on_fill, - ) - self._price_bound = price_bound - - @property - def type(self): - return OrderType.MARKET - - @property - def pricebound(self) -> Optional[float]: - return self._price_bound - - -class LimitOrderRequest(OrderRequest): - - def __init__( - self, - instrument: Instrument, - units: int, - price: float, - time_in_force: TimeInForce, - take_profit_on_fill: Optional[float], - stop_loss_on_fill: Optional[float], - trailing_stop_loss_on_fill: Optional[float], - ): - self._price = price - - @property - def type(self): - return OrderType.LIMIT - - @property - def price(self) -> float: - return self._price - - -class StopOrderRequest(OrderRequest): - - def __init__( - self, - instrument: Instrument, - units: int, - price: float, - time_in_force: TimeInForce, - position_fill: float, - take_profit_on_fill: float, - stop_loss_on_fill: float, - trailing_stop_loss_on_fill: float, - price_bound: Optional[float], - ): - self._price = price - self._price_bound = price_bound - - @property - def type(self): - return OrderType.STOP - - @property - def price(self) -> float: - return self._price - - @property - def pricebound(self) -> Optional[float]: - return self._price_bound diff --git a/pytrade/models/position.py b/pytrade/models/position.py deleted file mode 100644 index 0828c58..0000000 --- a/pytrade/models/position.py +++ /dev/null @@ -1,59 +0,0 @@ -import numpy as np - -from pytrade.models.trade import Trade - - -class Position: - """ - Currently held asset position, available as - `backtesting.backtesting.Strategy.position` within - `backtesting.backtesting.Strategy.next`. - Can be used in boolean contexts, e.g. - - if self.position: - ... # we have a position, either long or short - """ - - def __init__(self, trades: list[Trade]): - self._trades = trades - - def __bool__(self): - return self.size != 0 - - @property - def size(self) -> float: - """Position size in units of asset. Negative if position is short.""" - return sum(trade.size for trade in self._trades) - - @property - def pl(self) -> float: - """Profit (positive) or loss (negative) of the current position in cash units.""" - return sum(trade.pl for trade in self._trades) - - @property - def pl_pct(self) -> float: - """Profit (positive) or loss (negative) of the current position in percent.""" - weights = np.abs([trade.size for trade in self._trades]) - weights = weights / weights.sum() - pl_pcts = np.array([trade.pl_pct for trade in self._trades]) - return (pl_pcts * weights).sum() - - @property - def is_long(self) -> bool: - """True if the position is long (position size is positive).""" - return self.size > 0 - - @property - def is_short(self) -> bool: - """True if the position is short (position size is negative).""" - return self.size < 0 - - def close(self, portion: float = 1.0): - """ - Close portion of position by closing `portion` of each active trade. See `Trade.close`. - """ - for trade in self._trades: - trade.close(portion) - - def __repr__(self): - return f"" diff --git a/pytrade/models/trade.py b/pytrade/models/trade.py deleted file mode 100644 index 9a5fb84..0000000 --- a/pytrade/models/trade.py +++ /dev/null @@ -1,193 +0,0 @@ -from copy import copy -from math import copysign -from typing import Optional, Union - -import numpy as np -import pandas as pd - -import pytrade.models.order as order - - -class Trade: - """ - When an `"Order"` is filled, it results in an active `Trade`. - Find active trades in `Strategy.trades` and closed, settled trades in `Strategy.closed_trades`. - """ - - def __init__(self, size: int, entry_price: float, entry_bar: int, tag): - self.__size = size - self.__entry_price = entry_price - self.__exit_price: Optional[float] = None - self.__entry_bar: int = entry_bar - self.__exit_bar: Optional[int] = None - self.__entry_time = None - self.__exit_time = None - self.__sl_order: Optional["order.Order"] = None - self.__tp_order: Optional["order.Order"] = None - self.__tag = tag - - def __repr__(self): - return ( - f'' - ) - - def _replace(self, **kwargs): - for k, v in kwargs.items(): - setattr(self, f"_{self.__class__.__qualname__}__{k}", v) - return self - - def _copy(self, **kwargs): - return copy(self)._replace(**kwargs) - - def close(self, portion: float = 1.0): - """Place new `"Order"` to close `portion` of the trade at next market price.""" - if not 0 < portion <= 1: - raise RuntimeError( - f"Invalid portion for trade ({portion}). Must be a fraction between 0 and 1." - ) - - size = copysign(max(1, round(abs(self.__size) * portion)), -self.__size) - return order.Order(size, parent_trade=self, tag=self.__tag) - - # Fields getters - - @property - def size(self): - """Trade size (volume; negative for short trades).""" - return self.__size - - @property - def entry_price(self) -> float: - """Trade entry price.""" - return self.__entry_price - - @property - def exit_price(self) -> Optional[float]: - """Trade exit price (or None if the trade is still active).""" - return self.__exit_price - - @property - def entry_bar(self) -> int: - """Candlestick bar index of when the trade was entered.""" - return self.__entry_bar - - @property - def exit_bar(self) -> Optional[int]: - """ - Candlestick bar index of when the trade was exited - (or None if the trade is still active). - """ - return self.__exit_bar - - @property - def tag(self): - """ - A tag value inherited from the `"Order"` that opened - this trade. - - This can be used to track trades and apply conditional - logic / subgroup analysis. - - See also `"Order".tag`. - """ - return self.__tag - - @property - def _sl_order(self): - return self.__sl_order - - @property - def _tp_order(self): - return self.__tp_order - - # Extra properties - - @property - def entry_time(self) -> Union[pd.Timestamp, int]: - """Datetime of when the trade was entered.""" - return self.__entry_time # type: ignore - - @property - def exit_time(self) -> Optional[Union[pd.Timestamp, int]]: - """Datetime of when the trade was exited.""" - return self.__exit_time - - @property - def is_long(self): - """True if the trade is long (trade size is positive).""" - return self.__size > 0 - - @property - def is_short(self): - """True if the trade is short (trade size is negative).""" - return not self.is_long - - @property - def pl(self): - """Trade profit (positive) or loss (negative) in cash units.""" - price = self.__exit_price - return self.__size * (price - self.__entry_price) - - @property - def pl_pct(self): - """Trade profit (positive) or loss (negative) in percent.""" - price = self.__exit_price - return copysign(1, self.__size) * (price / self.__entry_price - 1) - - @property - def value(self): - """Trade total value in cash (volume × price).""" - price = self.__exit_price - return abs(self.__size) * price - - # SL/TP management API - - @property - def sl(self): - """ - Stop-loss price at which to close the trade. - - This variable is writable. By assigning it a new price value, - you create or modify the existing SL order. - By assigning it `None`, you cancel it. - """ - return self.__sl_order and self.__sl_order.stop - - @sl.setter - def sl(self, price: float): - self.__set_contingent("sl", price) - - @property - def tp(self): - """ - Take-profit price at which to close the trade. - - This property is writable. By assigning it a new price value, - you create or modify the existing TP order. - By assigning it `None`, you cancel it. - """ - return self.__tp_order and self.__tp_order.limit - - @tp.setter - def tp(self, price: float): - self.__set_contingent("tp", price) - - def __set_contingent(self, type, price): - if type not in ("sl", "tp"): - raise RuntimeError(f"Invalid type supplied for trade {type}") - - if not (price is None or 0 < price < np.inf): - raise RuntimeError(f"Invalid price ({price}) provided for trade.") - - attr = f"_{self.__class__.__qualname__}__{type}_order" - order: "order.Order" = getattr(self, attr) - if order: - order.cancel() - if price: - kwargs = {"stop": price} if type == "sl" else {"limit": price} - order = self.__broker.new_order( - -self.size, trade=self, tag=self.tag, **kwargs - ) - setattr(self, attr, order) diff --git a/pytrade/strategy.py b/pytrade/strategy.py index 56ea124..c2501a1 100644 --- a/pytrade/strategy.py +++ b/pytrade/strategy.py @@ -1,12 +1,11 @@ import asyncio from abc import abstractmethod from datetime import timedelta +from typing import Optional from pandas import Timestamp -from pytrade.interfaces.broker import IBroker -from pytrade.interfaces.data import IDataContext, IInstrumentData -from pytrade.models.instruments import ( +from pytrade.instruments import ( MINUTES_MAP, UPDATE_MAP, CandleSubscription, @@ -14,7 +13,9 @@ Granularity, Instrument, ) -from pytrade.models.order import OrderRequest, TimeInForce +from pytrade.interfaces.broker import IBroker +from pytrade.interfaces.data import IDataContext, IInstrumentData +from pytrade.models import Order, TimeInForce class FxStrategy: @@ -113,18 +114,32 @@ def buy( self, instrument: Instrument, size, + stop: Optional[float] = None, + limit: Optional[float] = None, time_in_force: TimeInForce = TimeInForce.GOOD_TILL_CANCELLED, tp=None, sl=None, ) -> None: - self.broker.order(OrderRequest(instrument, size, time_in_force, tp, sl)) + self.broker.order( + Order( + instrument, + size, + stop, + limit, + time_in_force=time_in_force, + take_profit_on_fill=tp, + stop_loss_on_fill=sl, + ) + ) def sell( self, instrument: Instrument, size, + stop: Optional[float] = None, + limit: Optional[float] = None, time_in_force: TimeInForce = TimeInForce.GOOD_TILL_CANCELLED, tp=None, sl=None, ) -> None: - self.buy(instrument, -size, time_in_force, tp, sl) + self.buy(instrument, -size, stop, limit, time_in_force, tp, sl) diff --git a/tests/unit/test_broker.py b/tests/unit/test_broker.py index 7a05fcb..bfefaaf 100644 --- a/tests/unit/test_broker.py +++ b/tests/unit/test_broker.py @@ -1,8 +1,8 @@ from unittest.mock import Mock from pytrade.broker import Broker -from pytrade.models.instruments import FxInstrument -from pytrade.models.order import OrderRequest, TimeInForce +from pytrade.instruments import FxInstrument +from pytrade.models import Order, TimeInForce def test_buy_order(): @@ -11,7 +11,7 @@ def test_buy_order(): assert len(broker._orders) == 0 - broker.order(OrderRequest(FxInstrument.GBPUSD, 10, TimeInForce.GOOD_TILL_CANCELLED)) + broker.order(Order(FxInstrument.GBPUSD, 10, TimeInForce.GOOD_TILL_CANCELLED)) assert len(broker._orders) == 1 @@ -22,9 +22,7 @@ def test_sell_order(): assert len(broker._orders) == 0 - broker.order( - OrderRequest(FxInstrument.GBPUSD, -10, TimeInForce.GOOD_TILL_CANCELLED) - ) + broker.order(Order(FxInstrument.GBPUSD, -10, TimeInForce.GOOD_TILL_CANCELLED)) assert len(broker._orders) == 1 @@ -33,7 +31,7 @@ def test_process_orders(): client = Mock() broker = Broker(client) - broker.order(OrderRequest(FxInstrument.GBPUSD, 10, TimeInForce.GOOD_TILL_CANCELLED)) + broker.order(Order(FxInstrument.GBPUSD, 10, TimeInForce.GOOD_TILL_CANCELLED)) assert len(broker._orders) == 1 diff --git a/tests/unit/test_indicator.py b/tests/unit/test_indicator.py index 97f1f0f..97f9d42 100644 --- a/tests/unit/test_indicator.py +++ b/tests/unit/test_indicator.py @@ -5,12 +5,7 @@ from pytrade.data import InstrumentCandles from pytrade.indicator import Indicator -from pytrade.models.instruments import ( - MINUTES_MAP, - Candlestick, - FxInstrument, - Granularity, -) +from pytrade.instruments import MINUTES_MAP, Candlestick, FxInstrument, Granularity def get_candles( diff --git a/tests/unit/test_instrument_history.py b/tests/unit/test_instrument_history.py index 5125952..42f03eb 100644 --- a/tests/unit/test_instrument_history.py +++ b/tests/unit/test_instrument_history.py @@ -6,12 +6,7 @@ import pytest from pytrade.data import COLUMNS, INDEX, InstrumentCandles -from pytrade.models.instruments import ( - MINUTES_MAP, - Candlestick, - FxInstrument, - Granularity, -) +from pytrade.instruments import MINUTES_MAP, Candlestick, FxInstrument, Granularity def get_candles(count: int, granularity: Granularity): diff --git a/tests/unit/test_strategy.py b/tests/unit/test_strategy.py index b06c6d9..868e194 100644 --- a/tests/unit/test_strategy.py +++ b/tests/unit/test_strategy.py @@ -7,7 +7,7 @@ from pandas import Timestamp from pytrade.data import CandleData -from pytrade.models.instruments import ( +from pytrade.instruments import ( MINUTES_MAP, Candlestick, CandleSubscription, From 6aed6f12fcc637654b989df31753393beb19589f Mon Sep 17 00:00:00 2001 From: Kyle Widmann Date: Thu, 23 Jan 2025 20:03:12 -0500 Subject: [PATCH 8/8] Adding tests for models --- .coveragerc | 4 + poetry.lock | 1027 ++++++++++++++++++++----------------- pyproject.toml | 2 +- pytrade/models.py | 27 +- tests/unit/test_models.py | 134 +++++ 5 files changed, 697 insertions(+), 497 deletions(-) create mode 100644 tests/unit/test_models.py diff --git a/.coveragerc b/.coveragerc index e69de29..9c00664 100644 --- a/.coveragerc +++ b/.coveragerc @@ -0,0 +1,4 @@ +[run] +omit = + pytrade/events/* + pytrade/interfaces/* \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index b628ca1..8710885 100644 --- a/poetry.lock +++ b/poetry.lock @@ -37,13 +37,13 @@ test = ["matplotlib", "scikit-learn", "scikit-optimize", 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exit_time: Timestamp): """ Close portion of position by closing `portion` of each active trade. See `Trade.close`. """ for trade in self.trades: - trade.close_portion(portion) + trade.close(exit_price, exit_time) def __repr__(self): return ( diff --git a/tests/unit/test_models.py b/tests/unit/test_models.py new file mode 100644 index 0000000..c7db6d9 --- /dev/null +++ b/tests/unit/test_models.py @@ -0,0 +1,134 @@ +from datetime import datetime, timedelta + +import pytest +from pandas import Timestamp + +from pytrade.models import Order, Position, TimeInForce, Trade + + +def test_order(): + instrument = "GOOG" + size = 100 + stop = 101 + limit = 102 + order = Order(instrument, size, stop, limit) + + assert order.instrument == instrument + assert order.size == size + assert order.stop == stop + assert order.limit == limit + assert order.time_in_force == TimeInForce.GOOD_TILL_CANCELLED + assert order.is_long is True + assert order.is_contingent is False + assert order.take_profit_on_fill is None + assert order.stop_loss_on_fill is None + assert order.trailing_stop_loss_on_fill is None + assert order.pricebound is None + assert order.parent_trade is None + + +def test_order_equality(): + order = Order("GOOG", 100, 101, 102) + order2 = Order("GOOG", 100, 101, 102) + + assert order == order + assert order2 != order + + +def test_order_reudce(): + new_size = 50 + order = Order("GOOG", 100, 101, 102) + order.reduce(new_size) + + assert order.size == new_size + + +def test_trade(): + instrument = "GOOG" + size = 100 + entry_price = 98.90 + entry_time = Timestamp(datetime.now()) + trade = Trade(instrument, size, entry_price, entry_time) + + exit_price = 110.50 + exit_time = entry_time + timedelta(days=1, hours=2) + + assert trade.instrument == instrument + assert trade.size == size + assert trade.entry_price == entry_price + assert trade.exit_price is None + assert trade.tag is None + assert trade.entry_time == entry_time + assert trade.exit_time is None + assert trade.is_long is True + assert trade.is_short is False + assert trade.pl == 0 + assert trade.pl_pct == 0 + assert trade.value == 0 + assert trade.sl is None + assert trade.tp is None + + trade.close(exit_price, exit_time) + + assert trade.exit_price == exit_price + assert trade.exit_time == exit_time + assert trade.pl == (exit_price - entry_price) * size + assert trade.pl_pct == exit_price / entry_price - 1 + assert trade.value == size * exit_price + + +def test_trade_reduce(): + instrument = "GOOG" + size = 100 + entry_price = 98.90 + entry_time = Timestamp(datetime.now()) + trade = Trade(instrument, size, entry_price, entry_time) + + trade.reduce(50) + + assert trade.size == 50 + + +def test_position(): + instrument_1 = "ABC" + instrument_2 = "GOOG" + abc_trades = [ + Trade(instrument_1, 100, 90, Timestamp(datetime.now() - timedelta(days=1))), + Trade(instrument_1, 150, 85, Timestamp(datetime.now())), + ] + goog_trades = [ + Trade(instrument_2, 100, 90, Timestamp(datetime.now() - timedelta(hours=12))), + Trade(instrument_2, 200, 100, Timestamp(datetime.now() - timedelta(hours=3))), + ] + trades = abc_trades + goog_trades + + position = Position(instrument_2, trades) + + assert len(position.trades) == 2 + assert position.size == 300 + assert position.pl == 0 + assert position.pl_pct == 0 + assert position.is_long is True + assert position.is_short is False + + +def test_position_close(): + instrument_1 = "ABC" + instrument_2 = "GOOG" + abc_trades = [ + Trade(instrument_1, 100, 90, Timestamp(datetime.now() - timedelta(days=1))), + Trade(instrument_1, 150, 85, Timestamp(datetime.now())), + ] + goog_trades = [ + Trade(instrument_2, 100, 90, Timestamp(datetime.now() - timedelta(hours=12))), + Trade(instrument_2, 200, 100, Timestamp(datetime.now() - timedelta(hours=3))), + ] + trades = abc_trades + goog_trades + + position = Position(instrument_2, trades) + + position.close(110, Timestamp(datetime.now())) + + assert position.size == 300 + assert position.pl == 4000 + assert position.pl_pct == pytest.approx(0.14, 1e-2)