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bar.py
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302 lines (244 loc) · 8.82 KB
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# PyAlgoTrade
#
# Copyright 2011-2015 Gabriel Martin Becedillas Ruiz
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""
.. moduleauthor:: Gabriel Martin Becedillas Ruiz <gabriel.becedillas@gmail.com>
"""
import abc
class Frequency(object):
"""Enum like class for bar frequencies. Valid values are:
* **Frequency.TRADE**: The bar represents a single trade.
* **Frequency.SECOND**: The bar summarizes the trading activity during 1 second.
* **Frequency.MINUTE**: The bar summarizes the trading activity during 1 minute.
* **Frequency.HOUR**: The bar summarizes the trading activity during 1 hour.
* **Frequency.DAY**: The bar summarizes the trading activity during 1 day.
* **Frequency.WEEK**: The bar summarizes the trading activity during 1 week.
* **Frequency.MONTH**: The bar summarizes the trading activity during 1 month.
"""
# It is important for frequency values to get bigger for bigger windows.
TRADE = -1
SECOND = 1
MINUTE = 60
HOUR = 60*60
DAY = 24*60*60
WEEK = 24*60*60*7
MONTH = 24*60*60*31
class Bar(object):
"""A Bar is a summary of the trading activity for a security in a given period.
.. note::
This is a base class and should not be used directly.
"""
__metaclass__ = abc.ABCMeta
@abc.abstractmethod
def setUseAdjustedValue(self, useAdjusted):
raise NotImplementedError()
@abc.abstractmethod
def getUseAdjValue(self):
raise NotImplementedError()
@abc.abstractmethod
def getDateTime(self):
"""Returns the :class:`datetime.datetime`."""
raise NotImplementedError()
@abc.abstractmethod
def getOpen(self, adjusted=False):
"""Returns the opening price."""
raise NotImplementedError()
@abc.abstractmethod
def getHigh(self, adjusted=False):
"""Returns the highest price."""
raise NotImplementedError()
@abc.abstractmethod
def getLow(self, adjusted=False):
"""Returns the lowest price."""
raise NotImplementedError()
@abc.abstractmethod
def getClose(self, adjusted=False):
"""Returns the closing price."""
raise NotImplementedError()
@abc.abstractmethod
def getVolume(self):
"""Returns the volume."""
raise NotImplementedError()
@abc.abstractmethod
def getAdjClose(self):
"""Returns the adjusted closing price."""
raise NotImplementedError()
@abc.abstractmethod
def getFrequency(self):
"""The bar's period."""
raise NotImplementedError()
def getTypicalPrice(self):
"""Returns the typical price."""
return (self.getHigh() + self.getLow() + self.getClose()) / 3.0
@abc.abstractmethod
def getPrice(self):
"""Returns the closing or adjusted closing price."""
raise NotImplementedError()
def getExtraColumns(self):
return {}
class BasicBar(Bar):
# Optimization to reduce memory footprint.
__slots__ = (
'__dateTime',
'__open',
'__close',
'__high',
'__low',
'__volume',
'__adjClose',
'__frequency',
'__useAdjustedValue',
'__extra',
)
def __init__(self, dateTime, open_, high, low, close, volume, adjClose, frequency, extra={}):
if high < low:
raise Exception("high < low on %s" % (dateTime))
elif high < open_:
raise Exception("high < open on %s" % (dateTime))
elif high < close:
raise Exception("high < close on %s" % (dateTime))
elif low > open_:
raise Exception("low > open on %s" % (dateTime))
elif low > close:
raise Exception("low > close on %s" % (dateTime))
self.__dateTime = dateTime
self.__open = open_
self.__close = close
self.__high = high
self.__low = low
self.__volume = volume
self.__adjClose = adjClose
self.__frequency = frequency
self.__useAdjustedValue = False
self.__extra = extra
def __setstate__(self, state):
(self.__dateTime,
self.__open,
self.__close,
self.__high,
self.__low,
self.__volume,
self.__adjClose,
self.__frequency,
self.__useAdjustedValue,
self.__extra) = state
def __getstate__(self):
return (
self.__dateTime,
self.__open,
self.__close,
self.__high,
self.__low,
self.__volume,
self.__adjClose,
self.__frequency,
self.__useAdjustedValue,
self.__extra
)
def setUseAdjustedValue(self, useAdjusted):
if useAdjusted and self.__adjClose is None:
raise Exception("Adjusted close is not available")
self.__useAdjustedValue = useAdjusted
def getUseAdjValue(self):
return self.__useAdjustedValue
def getDateTime(self):
return self.__dateTime
def getOpen(self, adjusted=False):
if adjusted:
if self.__adjClose is None:
raise Exception("Adjusted close is missing")
return self.__adjClose * self.__open / float(self.__close)
else:
return self.__open
def getHigh(self, adjusted=False):
if adjusted:
if self.__adjClose is None:
raise Exception("Adjusted close is missing")
return self.__adjClose * self.__high / float(self.__close)
else:
return self.__high
def getLow(self, adjusted=False):
if adjusted:
if self.__adjClose is None:
raise Exception("Adjusted close is missing")
return self.__adjClose * self.__low / float(self.__close)
else:
return self.__low
def getClose(self, adjusted=False):
if adjusted:
if self.__adjClose is None:
raise Exception("Adjusted close is missing")
return self.__adjClose
else:
return self.__close
def getVolume(self):
return self.__volume
def getAdjClose(self):
return self.__adjClose
def getFrequency(self):
return self.__frequency
def getPrice(self):
if self.__useAdjustedValue:
return self.__adjClose
else:
return self.__close
def getExtraColumns(self):
return self.__extra
class Bars(object):
"""A group of :class:`Bar` objects.
:param barDict: A map of instrument to :class:`Bar` objects.
:type barDict: map.
.. note::
All bars must have the same datetime.
"""
def __init__(self, barDict):
if len(barDict) == 0:
raise Exception("No bars supplied")
# Check that bar datetimes are in sync
firstDateTime = None
firstInstrument = None
for instrument, currentBar in barDict.items():
if firstDateTime is None:
firstDateTime = currentBar.getDateTime()
firstInstrument = instrument
elif currentBar.getDateTime() != firstDateTime:
raise Exception("Bar data times are not in sync. %s %s != %s %s" % (
instrument,
currentBar.getDateTime(),
firstInstrument,
firstDateTime
))
self.__barDict = barDict
self.__dateTime = firstDateTime
def __getitem__(self, instrument):
"""Returns the :class:`pyalgotrade.bar.Bar` for the given instrument.
If the instrument is not found an exception is raised."""
return self.__barDict[instrument]
def __contains__(self, instrument):
"""Returns True if a :class:`pyalgotrade.bar.Bar` for the given instrument is available."""
return instrument in self.__barDict
def items(self):
return self.__barDict.items()
def keys(self):
return self.__barDict.keys()
def getInstruments(self):
"""Returns the instrument symbols."""
return self.__barDict.keys()
def getDateTime(self):
"""Returns the :class:`datetime.datetime` for this set of bars."""
return self.__dateTime
def getBar(self, instrument):
"""Returns the :class:`pyalgotrade.bar.Bar` for the given instrument or None if the instrument is not found."""
return self.__barDict.get(instrument, None)