Bitstamp book

pyalgotrade/bitstamp/livefeed.py

@@ -259,8 +259,8 @@ def getOrderBookUpdateEvent(self):
         """
         Returns the event that will be emitted when the orderbook gets updated.
 
-        Eventh handlers should receive one parameter:
-         1. A :class:`pyalgotrade.bitstamp.wsclient.OrderBookUpdate` instance.
+        Event handlers should receive one parameter:
+         1. A :class:`pyalgotrade.orderbook.MarketSnapshot` instance.
 
         :rtype: :class:`pyalgotrade.observer.Event`.
         """

pyalgotrade/bitstamp/wsclient.py

@@ -18,14 +18,20 @@
 .. moduleauthor:: Gabriel Martin Becedillas Ruiz <gabriel.becedillas@gmail.com>
 """
 
+import json
 import datetime
 
 from six.moves import queue
+from decimal import Decimal
 
 from pyalgotrade.websocket import pusher
 from pyalgotrade.websocket import client
 from pyalgotrade.bitstamp import common
 
+from pyalgotrade.orderbook import Bid, Ask, MarketSnapshot, Assign
+
+VENUE = 'bitstamp'
+
 
 def get_current_datetime():
     return datetime.datetime.now()
@@ -65,32 +71,24 @@ def isSell(self):
         return self.getData()["type"] == 1
 
 
-class OrderBookUpdate(pusher.Event):
-    """An order book update event."""
-
-    def __init__(self, dateTime, eventDict):
-        super(OrderBookUpdate, self).__init__(eventDict, True)
-        self.__dateTime = dateTime
-
-    def getDateTime(self):
-        """Returns the :class:`datetime.datetime` when this event was received."""
-        return self.__dateTime
-
-    def getBidPrices(self):
-        """Returns a list with the top 20 bid prices."""
-        return [float(bid[0]) for bid in self.getData()["bids"]]
-
-    def getBidVolumes(self):
-        """Returns a list with the top 20 bid volumes."""
-        return [float(bid[1]) for bid in self.getData()["bids"]]
+def toBookMessages(bitstamp_json, symbol):
+    """convert a bitstamp json message into a list of book messages"""
+    msg = bitstamp_json
+    if type(msg) != type({}):
+        msg = json.loads(msg)
+    rts = msg.get('timestamp', get_current_datetime())
+    result = []
+    for side, skey in ((Bid, "bids"), (Ask, "asks")):
+        for price, size in msg[skey]:
+            result.append(Assign(rts, VENUE, symbol, Decimal(price), Decimal(size), side))
+    return result
 
-    def getAskPrices(self):
-        """Returns a list with the top 20 ask prices."""
-        return [float(ask[0]) for ask in self.getData()["asks"]]
 
-    def getAskVolumes(self):
-        """Returns a list with the top 20 ask volumes."""
-        return [float(ask[1]) for ask in self.getData()["asks"]]
+def bookToSnapshot(bitstamp_json, symbol):
+    """convert a bitstamp json book into a MarketSnapshot"""
+    ts = get_current_datetime()
+    data = toBookMessages(bitstamp_json, symbol)
+    return MarketSnapshot(ts, VENUE, symbol, data)
 
 
 class WebSocketClient(pusher.WebSocketClient):
@@ -117,7 +115,7 @@ def onMessage(self, msg):
         if event == "trade":
             self.onTrade(Trade(get_current_datetime(), msg))
         elif event == "data" and msg.get("channel") == "order_book":
-            self.onOrderBookUpdate(OrderBookUpdate(get_current_datetime(), msg))
+            self.onOrderBookUpdate(bookToSnapshot(msg['data'], 'BTCUSD'))
         else:
             super(WebSocketClient, self).onMessage(msg)
 

pyalgotrade/orderbook.py

@@ -0,0 +1,194 @@
+"""
+An intentionally simplistic order book implementation
+"""
+
+import time
+
+from enum import Enum
+from collections import namedtuple
+from sortedcontainers import SortedDict
+
+
+class Side(Enum):
+    Bid = 1
+    bid = 1
+    Ask = 2
+    ask = 2
+
+Bid, Ask = Side.Bid, Side.Ask
+
+# These classes are used to update the OrderBook
+
+AbstractMarketDataWrapper = namedtuple('AbstractMarketDataWrapper', 'ts venue symbol data')
+AbstractMarketDataWrapper.__new__.__defaults__ = (0, '', '', [])
+
+class MarketUpdate(AbstractMarketDataWrapper):
+    """An incremental change to the order book"""
+    pass
+class MarketSnapshot(AbstractMarketDataWrapper):
+    """A new full order book definition"""
+    # unenforced, but data should only contain Assigns
+    pass
+
+# Market{Update,Snapshot} are really just wrappers for these (within .data)
+AbstractMarketDataDelta = namedtuple('AbstractMarketDataDelta', 'rts venue symbol price size side')
+AbstractMarketDataDelta.__new__.__defaults__ = (0, '', '', 0, 0, Ask)
+
+class Assign(AbstractMarketDataDelta):
+    """Set a price/size/side"""
+    pass
+class Increase(AbstractMarketDataDelta):
+    """Increase the price/side/size by size"""
+    pass
+class Decrease(AbstractMarketDataDelta):
+    """Decrease the price/side/size by size"""
+    pass
+
+PriceLevel = Assign
+
+# helper object to add some structure
+
+Inside = namedtuple('Inside', 'bid ask')
+
+# The actual OrderBook object
+
+class OrderBook():
+    """
+    Generic book; understands only common messages (for updating the book)
+    Note: prices and sizes are Decimals (already decoded). Implements L1/L2.
+    """
+    def __init__(self, venue=None, symbol=None):
+        self.venue   = venue
+        self.symbol  = symbol
+        self.reset()
+
+    def reset(self):
+        """Reset the OrderBook to an empty state"""
+        self.bids   = SortedDict(lambda k:-k, {})   # maps price: PriceLevel(size, tick)
+        self.asks   = SortedDict({})   # maps price: PriceLevel(size, tick)
+        self.last   = None # the last MarketUpdate or MarketSnapshot
+
+    def is_empty(self):
+        """returns True iff the OrderBook is empty"""
+        return self.last is None
+        #return not (self.bids and self.asks)
+
+    def update(self, update):
+        """Update the OrderBook with the given update
+        (either a MarketSnapshot or a MarketUpdate)
+        """
+
+        def set_pricelevel(side, assign):
+            ap = assign.price
+            if assign.size > 0: side[ap] = assign
+            elif ap in side: del side[ap]
+        s_pl = set_pricelevel
+
+        def make_assign(update, **kwargs):
+            assign = update._asdict()
+            assign.update(kwargs)
+            return PriceLevel(**assign)
+        mk_a = make_assign
+
+        g_sz = lambda s, p: s.get(p, PriceLevel()).size
+
+        # check type(update) == MarketUpdate ?
+        if type(update) == MarketSnapshot: self.reset()
+        for t in update.data:
+            tt = type(t)
+            s = { Ask: self.asks, Bid: self.bids }.get(t.side, None)
+            if s is None: raise ValueError("Unknown side: %r" % t.side)
+            tp, ts = t.price, t.size
+            if   tt == Assign:   s_pl(s, t)
+            elif tt == Increase: s_pl(s, mk_a(t, size=g_sz(s, tp) + ts))
+            elif tt == Decrease: s_pl(s, mk_a(t, size=g_sz(s, tp) - ts))
+            else: raise ValueError("Unknown type %r of %r" % (type(t), t))
+
+        self.last = update
+        return self
+
+    def get_marketsnapshot(self):
+        """Return the OrderBook as a MarketSnapshot"""
+        data = self.bids.values() + self.asks.values()
+        return MarketSnapshot(time.time(), self.venue, self.symbol, data)
+
+    @classmethod
+    def from_snapshot(cls, snapshot):
+        """Create the OrderBook from a MarketSnapshot"""
+        return cls(snapshot.venue, snapshot.symbol).update(snapshot)
+
+    @property
+    def inside(self):
+        """Return the closest bid and ask PriceLevels"""
+        return Inside(self.inside_bid(), self.inside_ask())
+
+    @property
+    def inside_bid(self):
+        """Return the highest bid PriceLevel"""
+        try:
+            return self.bids[self.bids.iloc[0]]
+        except IndexError:
+            print("!!! Book for venue %s:%s bids are empty!!"%(self.venue, self.symbol))
+            raise
+
+    @property
+    def inside_ask(self):
+        """Return the lowest ask PriceLevel"""
+        try:
+            return self.asks[self.asks.iloc[0]]
+        except IndexError:
+            print("!!! Book for venue %s:%s asks are empty!!"%(self.venue, self.symbol))
+            raise
+
+    def nvolume(self, nlevels=None):
+        """ return the inside <nlevels> levels on each side of the book
+              nlevels = None (the default) means 'all'
+        """
+        bids = self.bids.values()[:nlevels]
+        asks = self.asks.values()[:nlevels]
+        return { 'bids': list(bids), 'asks': list(asks) }
+
+    def price_for_size(self, side, size):
+        """
+        The cost of the specifed size on the specified side.
+        Note that this is not 'to fill an order on the specified side',
+        because Asks fill Bid orders and vice versa.
+        """
+        pside = { Bid: self.bids, Ask: self.asks }[side]
+        sizeleft = size
+        value = 0
+        for price in pside:
+            pl = pside[price]
+            s = min(sizeleft, pl.size)
+            value += s * price
+            sizeleft -= s
+            if not sizeleft: break
+        return value
+
+    def npfs(self, size):
+        """
+        Normalized Price For Size
+        """
+        return self.price_for_size(Bid, size)/self.price_for_size(Ask, size)
+
+    def size_for_price(self, side, price):
+        """
+        How much size the specified price is worth on the specified side.
+        """
+        pside = { Bid: self.bids, Ask: self.asks }[side]
+        priceleft = price
+        size = 0
+        for price in pside:
+            pl = pside[price]
+            p = price * pl.size
+            if p > priceleft:
+                priceleft -= p
+                size += pl.size
+            else:
+                size += priceleft / price
+                break
+        return size
+
+    def nsfp(self, price):
+        """Normalized Size For Price"""
+        return self.size_for_price(Bid, price)/self.size_for_price(Ask, price)

samples/tutorial_bitstamp_1.py

@@ -3,7 +3,7 @@
 from pyalgotrade import strategy
 from pyalgotrade.technical import ma
 from pyalgotrade.technical import cross
-
+from pyalgotrade.orderbook import OrderBook
 
 class Strategy(strategy.BaseStrategy):
     def __init__(self, feed, brk):
@@ -16,13 +16,15 @@ def __init__(self, feed, brk):
         self.__ask = None
         self.__position = None
         self.__posSize = 0.05
+        self.__book = OrderBook()
 
         # Subscribe to order book update events to get bid/ask prices to trade.
         feed.getOrderBookUpdateEvent().subscribe(self.__onOrderBookUpdate)
 
     def __onOrderBookUpdate(self, orderBookUpdate):
-        bid = orderBookUpdate.getBidPrices()[0]
-        ask = orderBookUpdate.getAskPrices()[0]
+        self.__book.update(orderBookUpdate)
+        bid = self.__book.inside_bid()
+        ask = self.__book.inside_ask()
 
         if bid != self.__bid or ask != self.__ask:
             self.__bid = bid

setup.py

@@ -57,6 +57,7 @@
     ],
     install_requires=[
         "matplotlib",
+        "enum34",
         "numpy",
         "python-dateutil",
         "pytz",

testcases/bitstamp_test.py

@@ -38,7 +38,7 @@
 from pyalgotrade.bitcoincharts import barfeed as btcbarfeed
 from pyalgotrade import strategy
 from pyalgotrade import dispatcher
-
+from pyalgotrade.orderbook import OrderBook
 
 class WebSocketClientThreadMock(threading.Thread):
     def __init__(self, events):
@@ -208,8 +208,9 @@ def __init__(self, feed, brk):
         feed.getOrderBookUpdateEvent().subscribe(self.__onOrderBookUpdate)
 
     def __onOrderBookUpdate(self, orderBookUpdate):
-        bid = orderBookUpdate.getBidPrices()[0]
-        ask = orderBookUpdate.getAskPrices()[0]
+        book = OrderBook.from_snapshot(orderBookUpdate)
+        bid = book.inside_bid().price
+        ask = book.inside_ask().price
 
         if bid != self.bid or ask != self.ask:
             self.bid = bid