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server.py
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server.py
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################################################################################
#
# Permission is hereby granted, free of charge, to any person obtaining a
# copy of this software and associated documentation files (the "Software"),
# to deal in the Software without restriction, including without limitation
# the rights to use, copy, modify, merge, publish, distribute, sublicense,
# and/or sell copies of the Software, and to permit persons to whom the
# Software is furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
# DEALINGS IN THE SOFTWARE.
from itertools import izip
from random import normalvariate, random
from datetime import timedelta, datetime
import csv
import dateutil.parser
import os.path
import operator
import json
import re
import threading
from BaseHTTPServer import BaseHTTPRequestHandler,HTTPServer
from SocketServer import ThreadingMixIn
################################################################################
#
# Config
# Sim params
REALTIME = False
SIM_LENGTH = timedelta(days = 365 * 5)
MARKET_OPEN = datetime.today().replace(hour = 0, minute = 30, second = 0)
# Market parms
# min / max / std
SPD = (2.0, 6.0, 0.1)
PX = (60.0, 150.0, 0.2)
FREQ = (12, 36, 50)
# Trades
OVERLAP = 4
################################################################################
#
# Test Data
def bwalk(min, max, std):
""" Generates a bounded random walk. """
rng = max - min
while True:
max += normalvariate(0, std)
yield abs((max % (rng * 2)) - rng) + min
def market(t0 = MARKET_OPEN):
""" Generates a random series of market conditions,
(time, price, spread).
"""
for hours, px, spd in izip(bwalk(*FREQ), bwalk(*PX), bwalk(*SPD)):
yield t0, px, spd
t0 += timedelta(hours = abs(hours))
def orders(hist):
""" Generates a random set of limit orders (time, side, price, size) from
a series of market conditions.
"""
for t, px, spd in hist:
stock = 'ABC' if random() > 0.5 else 'DEF'
side, d = ('sell', 2) if random() > 0.5 else ('buy', -2)
order = round(normalvariate(px + (spd / d), spd / OVERLAP), 2)
size = int(abs(normalvariate(0, 100)))
yield t, stock, side, order, size
################################################################################
#
# Order Book
def add_book(book, order, size, _age = 10):
""" Add a new order and size to a book, and age the rest of the book. """
yield order, size, _age
for o, s, age in book:
if age > 0:
yield o, s, age - 1
def clear_order(order, size, book, op = operator.ge, _notional = 0):
""" Try to clear a sized order against a book, returning a tuple of
(notional, new_book) if successful, and None if not. _notional is a
recursive accumulator and should not be provided by the caller.
"""
(top_order, top_size, age), tail = book[0], book[1:]
if op(order, top_order):
_notional += min(size, top_size) * top_order
sdiff = top_size - size
if sdiff > 0:
return _notional, list(add_book(tail, top_order, sdiff, age))
elif len(tail) > 0:
return clear_order(order, -sdiff, tail, op, _notional)
def clear_book(buy = None, sell = None):
""" Clears all crossed orders from a buy and sell book, returning the new
books uncrossed.
"""
while buy and sell:
order, size, _ = buy[0]
new_book = clear_order(order, size, sell)
if new_book:
sell = new_book[1]
buy = buy[1:]
else:
break
return buy, sell
def order_book(orders, book, stock_name):
""" Generates a series of order books from a series of orders. Order books
are mutable lists, and mutating them during generation will affect the
next turn!
"""
for t, stock, side, order, size in orders:
if stock_name == stock:
new = add_book(book.get(side, []), order, size)
book[side] = sorted(new, reverse = side == 'buy', key = lambda x: x[0])
bids, asks = clear_book(**book)
yield t, bids, asks
################################################################################
#
# Test Data Persistence
def generate_csv():
""" Generate a CSV of order history. """
with open('test.csv', 'wb') as f:
writer = csv.writer(f)
for t, stock, side, order, size in orders(market()):
if t > MARKET_OPEN + SIM_LENGTH:
break
writer.writerow([t, stock, side, order, size])
def read_csv():
""" Read a CSV or order history into a list. """
with open('test.csv', 'rb') as f:
for time, stock, side, order, size in csv.reader(f):
yield dateutil.parser.parse(time), stock, side, float(order), int(size)
################################################################################
#
# Server
class ThreadedHTTPServer(ThreadingMixIn, HTTPServer):
""" Boilerplate class for a multithreaded HTTP Server, with working
shutdown.
"""
allow_reuse_address = True
def shutdown(self):
""" Override MRO to shutdown properly. """
self.socket.close()
HTTPServer.shutdown(self)
def route(path):
""" Decorator for a simple bottle-like web framework. Routes path to the
decorated method, with the rest of the path as an argument.
"""
def _route(f):
setattr(f, '__route__', path)
return f
return _route
def read_params(path):
""" Read query parameters into a dictionary if they are parseable,
otherwise returns None.
"""
query = path.split('?')
if len(query) > 1:
query = query[1].split('&')
return dict(map(lambda x: x.split('='), query))
def get(req_handler, routes):
""" Map a request to the appropriate route of a routes instance. """
for name, handler in routes.__class__.__dict__.iteritems():
if hasattr(handler, "__route__"):
if None != re.search(handler.__route__, req_handler.path):
req_handler.send_response(200)
req_handler.send_header('Content-Type', 'application/json')
req_handler.send_header('Access-Control-Allow-Origin', '*')
req_handler.end_headers()
params = read_params(req_handler.path)
data = json.dumps(handler(routes, params)) + '\n'
req_handler.wfile.write(data)
return
def run(routes, host = '0.0.0.0', port = 8080):
""" Runs a class as a server whose methods have been decorated with
@route.
"""
class RequestHandler(BaseHTTPRequestHandler):
def log_message(self, *args, **kwargs):
pass
def do_GET(self):
get(self, routes)
server = ThreadedHTTPServer((host, port), RequestHandler)
thread = threading.Thread(target = server.serve_forever)
thread.daemon = True
thread.start()
print 'HTTP server started on port 8080'
while True:
from time import sleep
sleep(1)
server.shutdown()
server.start()
server.waitForThread()
################################################################################
#
# App
ops = {
'buy': operator.le,
'sell': operator.ge,
}
class App(object):
""" The trading game server application. """
def __init__(self):
self._book_1 = dict()
self._book_2 = dict()
self._data_1 = order_book(read_csv(), self._book_1, 'ABC')
self._data_2 = order_book(read_csv(), self._book_2, 'DEF')
self._rt_start = datetime.now()
self._sim_start, _, _ = self._data_1.next()
self.read_10_first_lines()
@property
def _current_book_1(self):
for t, bids, asks in self._data_1:
if REALTIME:
while t > self._sim_start + (datetime.now() - self._rt_start):
yield t, bids, asks
else:
yield t, bids, asks
@property
def _current_book_2(self):
for t, bids, asks in self._data_2:
if REALTIME:
while t > self._sim_start + (datetime.now() - self._rt_start):
yield t, bids, asks
else:
yield t, bids, asks
def read_10_first_lines(self):
for _ in xrange(10):
self._data_1.next()
self._data_2.next()
@route('/query')
def handle_query(self, x):
""" Takes no arguments, and yields the current top of the book; the
best bid and ask and their sizes.
"""
t1, bids1, asks1 = self._current_book_1.next()
t2, bids2, asks2 = self._current_book_2.next()
t = t1 if t1 > t2 else t2
print 'Query received @ t%s' % t
return [{
'id': x and x.get('id', None),
'stock': 'ABC',
'timestamp': str(t),
'top_bid': bids1 and {
'price': bids1[0][0],
'size': bids1[0][1]
},
'top_ask': asks1 and {
'price': asks1[0][0],
'size': asks1[0][1]
}
},
{
'id': x and x.get('id', None),
'stock': 'DEF',
'timestamp': str(t),
'top_bid': bids2 and {
'price': bids2[0][0],
'size': bids2[0][1]
},
'top_ask': asks2 and {
'price': asks2[0][0],
'size': asks2[0][1]
}
}]
################################################################################
#
# Main
if __name__ == '__main__':
if not os.path.isfile('test.csv'):
print "No data found, generating..."
generate_csv()
run(App())