forked from apertium/apertium-apy
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gateway.py
executable file
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gateway.py
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#!/usr/bin/env python3
import argparse, logging, sys, json, itertools, functools, random, socket, servlet, pprint
from collections import OrderedDict, defaultdict
import tornado, tornado.httpserver, tornado.web, tornado.httpclient
from tornado.web import RequestHandler
try: #3.1
from tornado.log import enable_pretty_logging
except ImportError: #2.1
from tornado.options import enable_pretty_logging
global verifySSLCert
def genServerName(server, port):
if len(server.split('/')) > 3: #true if there's a separate "path" element
server = server.rsplit('/', 1)
server_port = '%s:%s/%s' %(server[0],port, server[1])
else:
server_port = '%s:%s' % (server, port)
return server_port
class requestHandler(RequestHandler):
'''Handler for non-list requests -- all requests that must be redirected.'''
def initialize(self, balancer):
self.balancer = balancer
@tornado.web.asynchronous
def get(self):
path = self.request.path
mode, langPair, perWordModes = [None] * 3
pathToMode = defaultdict(lambda: None,
{'/translate': 'pairs', '/analyze': 'analyzers',
'/analyse': 'analyzers', '/generate': 'generators',
'/perWord': 'perWord', '/coverage': 'coverage',
'/listLanguageNames': 'languageNames', '/identifyLang': 'identifyLang',
'/getLocale': 'getLocale'
})
mode = pathToMode[path]
if path == '/translate':
langPair = self.get_argument('langpair')
langPair = langPair.replace('|', '-') #langpair=lang|pair only in /translate
elif path == '/analyze' or path == '/analyse':
langPair = self.get_argument('mode')
elif path == '/generate':
langPair = self.get_argument('mode')
elif path == '/perWord':
langPair = self.get_argument('lang')
perWordModes = self.get_argument('modes').split()
elif path == '/coverage':
langPair = self.get_argument('mode')
if not mode:
return self.send_error(400)
query = self.request.query
headers = self.request.headers
serverTuple = self.balancer.get_server(langPair, mode, perWordModes=perWordModes)
if serverTuple:
server, port = serverTuple
else:
logging.warning('No server available for request: %s' % self.request.uri)
return self.send_error(400)
server_port = genServerName(server, port)
logging.info('Redirecting %s?%s to %s%s?%s' % (path, query, server_port, path, query))
http = tornado.httpclient.AsyncHTTPClient()
http.fetch(server_port + path + "?" + query, functools.partial(self._on_download, (server, port), langPair), validate_cert=verifySSLCert, headers=headers)
self.balancer.inform('start', (server, port), url=path)
def _on_download(self, server, langPair, response):
responseBody = response.body
if response.error is not None and response.error.code == 599:
self.balancer.inform('drop', server, response=response, lang=langPair)
logging.info('Request failed with code %d, trying next server after %s' % (response.error.code, str(server)))
return self.get()
if response.error is None:
self.balancer.inform('complete', server, response=response, lang=langPair)
self.write(responseBody)
else:
self.set_status(response.code)
for (hname, hvalue) in response.headers.get_all():
self.set_header(hname, hvalue)
self.finish()
@tornado.web.asynchronous
def post(self):
self.get()
class listRequestHandler(servlet.BaseHandler):
'''Handler for list requests. Takes a language-pair-server map and aggregates the language-pairs of all of the servers.'''
def initialize(self, serverLangPairMap):
self.serverLangPairMap = serverLangPairMap
callbacks = self.get_arguments('callback')
if callbacks:
self.callback = callbacks[0]
@tornado.web.asynchronous
def get(self):
logging.info("Overriding list call: %s %s" %(self.request.path, self.get_arguments('q')))
if self.request.path != '/listPairs' and self.request.path != '/list':
self.send_error(400)
else:
query = self.get_arguments('q')
if query:
query = query[0]
if self.request.path == '/listPairs' or query == 'pairs':
logging.info("Responding to request for pairs")
responseData = []
for pair in self.serverLangPairMap['pairs']:
(l1, l2) = pair
responseData.append({'sourceLanguage': l1, 'targetLanguage': l2})
self.sendResponse({'responseData': responseData, 'responseDetails': None, 'responseStatus': 200})
elif query == 'analyzers' or query == 'analysers':
self.sendResponse({pair: self.serverLangPairMap['analyzers'][pair][0] for pair in self.serverLangPairMap['analyzers']})
elif query == 'generators':
self.sendResponse({pair: self.serverLangPairMap['generators'][pair][0] for pair in self.serverLangPairMap['generators']})
elif query == 'taggers' or query == 'disambiguators':
self.sendResponse({pair: self.serverLangPairMap['taggers'][pair][0] for pair in self.serverLangPairMap['taggers']})
else:
self.send_error(400)
class Balancer(object):
def __init__(self, servers):
self.serverlist = servers
def get_server(self):
raise NotImplementedError
def inform(self, action, server, *args, **kwargs):
pass
class Random(Balancer):
def get_server(self):
return random.choice(self.serverlist)
class RoundRobin(Balancer):
'''Contains the list of the server / ports / their capabilities
and cycles between the available/possible ones.'''
def __init__(self, servers, langpairmap):
super(RoundRobin, self).__init__(servers)
self.langpairmap = langpairmap
self.generator = itertools.cycle(self.serverlist)
def get_server(self, langPair, mode = "pairs", *args, **kwargs):
#when we get a /perWord request, we have multiple modes, all of which have to be on the server
#the modes will not be "pairs"
if 'perWordModes' in kwargs and kwargs['perWordModes'] is not None:
perWordModes = {'morph': 'analyzers', 'biltrans': 'analyzers', 'tagger': 'taggers', 'translate': 'taggers'}
modes = set(map(lambda _: perWordModes[_], kwargs['perWordModes']))
logging.info("Handling a /perWord request with modes %s for langpair %s" %(modes, langPair))
def isIn(modes, server):
for mode in modes:
if langPair not in self.langpairmap[mode] or server not in self.langpairmap[mode][langPair][1]:
return False
else:
return True
if not any(isIn(modes, server) for server in self.serverlist):
logging.error("Language pair %s not found for modes %s" %(langPair, modes))
return next(self.generator)
else:
server = next(self.generator)
while not isIn(modes, server):
server = next(self.generator)
return server
#for everything that isn't a /perWord call
if langPair is not None and mode == "pairs": #for mode "pairs", the key is ('lang', 'pair') rather than 'lang-pair'
langPair = tuple(langPair.split('-'))
if langPair is None or not langPair in self.langpairmap[mode]:
logging.error("Language pair %s for mode %s not found" %(langPair, mode))
return next(self.generator)
server = next(self.generator)
if mode == "pairs":
serverlist = self.langpairmap[mode][langPair]
else:
serverlist = self.langpairmap[mode][langPair][1]
while server not in serverlist:
server = next(self.generator)
return server
def inform(self, action, server, *args, **kwargs):
if action == 'drop':
serverlist = [x for x in self.serverlist if x != server]
if not len(self.serverlist):
logging.critical('Empty serverlist')
sys.exit(-1)
self.generator = itertools.cycle(self.serverlist)
class LeastConnections(Balancer):
def __init__(self, servers):
self.serverlist = OrderedDict([(server, 0) for server in servers])
def get_server(self, *args, **kwargs):
return list(self.serverlist.items())[0][0]
def inform(self, action, server, *args, **kwargs):
actions = {'start': 1, 'complete': -1}
if not action in actions:
raise ValueError('invalid argument action: %s' % action)
else:
self.serverlist[server] += actions[action]
self.serverlist = OrderedDict(sorted(self.serverlist.items(), key = lambda x: x[1]))
class WeightedRandom(Balancer):
def __init__(self, servers):
self.serverlist = OrderedDict([(server, 0) for server in servers])
allTestResults = [testServerPool([server[0] for server in self.serverlist.items()]) for _ in range(0, 5)]
for testResults in allTestResults:
for testResult in testResults.items():
server = testResult[0]
results = testResult[1]
testScore = sum([result[1] for testPath, result in results.items()])
self.serverlist[server] += testScore / 5
self.serverlist = OrderedDict(sorted(self.serverlist.items(), key = lambda x: x[1]))
def get_server(self, *args, **kwargs):
servers = list(filter(lambda x: not x[1] == float('inf'), list(self.serverlist.items())))
total = sum(weight for (server, weight) in servers)
r = random.uniform(0, total)
currentPos = 0
for (server, weight) in servers:
if currentPos + weight >= r:
return server
currentPos += weight
assert False, 'failed to get server'
def inform(self, action, server, *args, **kwargs):
raise NotImplementedError
def updateWeights(self):
raise NotImplementedError
class Fastest(Balancer):
def __init__(self, servers, serverCapabilities, numResponses):
self.servers = servers
self.originalServers = servers
self.serverCycle = itertools.cycle(self.servers)
self.numResponses = numResponses
self.initServerList(serverCapabilities=serverCapabilities)
def get_server(self, langPair, mode, *args, **kwargs):
if len(self.serverlist):
modeToURL = {'pairs': 'translate', 'generators': 'generate', 'analyzers': 'analyze', 'taggers': 'tag', 'coverage': 'analyze'}
if mode in modeToURL:
if (modeToURL[mode], langPair) in self.serverlist:
possibleServers = list(self.serverlist[(modeToURL[mode], langPair)])
if len(possibleServers):
return possibleServers[0]
elif mode == 'languageNames' or mode == 'identifyLang' or mode == 'getLocale':
return next(self.serverCycle)
elif mode == 'perWord':
modes = kwargs['perWordModes']
possibleServers = set()
if ('morph' in modes or 'biltrans' in modes) and ('analyze', langPair) in self.serverlist:
possibleServers.update(self.serverlist[('analyze', langPair)])
elif ('tagger' in modes or 'disambig' in modes or 'translate' in modes) and ('tag', langPair) in self.serverlist:
if possibleServers:
possibleServers &= self.serverlist[('tag', langPair)]
else:
possibleServers.update(self.serverlist[('tag', langPair)])
if len(possibleServers):
return list(possibleServers)[0]
else:
logging.critical('Empty serverlist')
sys.exit(-1)
def inform(self, action, server, *args, **kwargs):
actions = {'start', 'complete', 'drop'}
if not action in actions:
raise ValueError('invalid argument action: %s' % action)
elif action == 'start':
return
elif action == 'complete' or action == 'drop':
response = kwargs['response']
url = response.request.url
requestTime = response.request_time
if response.body:
responseLen = len(response.body)
path = url.rsplit('/', 1)[1] if not '?' in url else url.rsplit('/', 1)[1].split('?')[0]
mode = (path, kwargs['lang'])
if mode in self.serverlist:
if action == 'complete':
if self.serverlist[mode][server]:
self.serverlist[mode][server] = (self.serverlist[mode][server] * (self.numResponses - 1) + requestTime/responseLen) / self.numResponses
else:
self.serverlist[mode][server] = requestTime/responseLen / self.numResponses
elif action == 'drop':
logging.error('Dropping server: %s', repr(server))
self.servers.remove(server)
self.serverCycle = itertools.cycle(self.servers)
del self.serverlist[mode][server]
pprint.pprint(self.serverlist[mode])
self.serverlist[mode] = OrderedDict(sorted(self.serverlist[mode].items(), key=lambda x: x[1]))
def initServerList(self, serverCapabilities=None):
if serverCapabilities == None:
serverCapabilities = determineServerCapabilities(self.originalServers)
self.serverlist = {}
modeToURL = {'pairs': 'translate', 'generators': 'generate', 'analyzers': 'analyze', 'taggers': 'tag'}
for lang, servers in serverCapabilities['pairs'].items():
self.serverlist[(modeToURL['pairs'], '%s-%s' % lang)] = OrderedDict([(server, 0) for server in servers])
for mode, capabiltities in serverCapabilities.items():
if mode != 'pairs':
for lang, servers in serverCapabilities[mode].items():
self.serverlist[(modeToURL[mode], lang)] = OrderedDict([(server, 0) for server in servers[1]])
pprint.pprint(self.serverlist)
def initWeights(self):
self.serverlist = OrderedDict([(server, [0, {}]) for server in self.servers])
allTestResults = [testServerPool([server[0] for server in self.serverlist.items()]) for _ in range(0, self.numResponses)]
for testResults in allTestResults:
for testResult in testResults.items():
server = testResult[0]
results = testResult[1]
testSum = sum([result[1] for testPath, result in results.items()])
if not '/list' in self.serverlist[server][1]:
self.serverlist[server][1]['list'] = 0
self.serverlist[server][1]['list'] += testSum / (self.numResponses * len(results.items()))
self.calcAggregateScores()
self.serverlist = OrderedDict(filter(lambda x: x[1][0] != float('inf'), self.serverlist.items()))
self.sortServerList()
def testServerPool(serverList):
tests = {
'/list?q=pairs': lambda x: isinstance(x, dict)
and set(x.keys()) == {'responseStatus', 'responseData', 'responseDetails'}
and isinstance(x['responseStatus'], int)
and isinstance(x['responseData'], list)
and all([isinstance(langPair, dict) for langPair in x['responseData']])
and all([set(langPair.keys()) == {'sourceLanguage', 'targetLanguage'} for langPair in x['responseData']])
and all([all(map(lambda y: isinstance(y, str), langPair.values())) for langPair in x['responseData']]),
'/list?q=analyzers': lambda x: isinstance(x, dict) and all(map(lambda y: isinstance(y, str), list(x.keys()) + list(x.values()))),
'/list?q=taggers': lambda x: isinstance(x, dict) and all(map(lambda y: isinstance(y, str), list(x.keys()) + list(x.values()))),
'/list?q=generators': lambda x: isinstance(x, dict) and all(map(lambda y: isinstance(y, str), list(x.keys()) + list(x.values())))
}
testResults = {server: {} for server in serverList}
http = tornado.httpclient.HTTPClient()
def handleResult(result, test, server):
testPath, testFn = test
if not result:
testResults[server][testPath] = (False, float('inf'))
elif not result.code == 200:
testResults[server][testPath] = (result.code, float('inf'))
else:
try:
if testFn(json.loads(result.body.decode('utf-8'))):
testResults[server][testPath] = (True, result.request_time)
else:
testResults[server][testPath] = (False, float('inf'))
except ValueError: #Not valid JSON
testResults[server][testPath] = (False, float('inf'))
for (domain, port) in serverList:
for (testPath, testFn) in tests.items():
requestURL = '%s%s' % (genServerName(domain, port), testPath)
try:
result = http.fetch(requestURL, request_timeout = 15, validate_cert = verifySSLCert)
handleResult(result, (testPath, testFn), (domain, port))
except:
handleResult(None, (testPath, testFn), (domain, port))
return testResults
def determineServerCapabilities(serverlist):
'''Find which APYs can do what.
The return data from this function is a little complex, better illustrated than described:
capabilities = {
"pairs": { #note that pairs is a special mode compared to taggers/generators/analyzers
("lang", "pair"): [(server1, port1), (server2, port2)]
}
"taggers|generators|analyzers": {
"lang-pair": ("lang-pair-moreinfo", [(server1, port1), (server2, port2)])
#"moreinfo" tends to be "anmor" or "generador" or "tagger"
}
}
'''
# TODO: scaleMT doesn't support /list?q=mode calls. Find a way to figure out which language-pairs each mode supports
# on scaleMT survers.
# You will probably need to batch-translate or batch-analyze with the language pairs from /listPairs and
# look at the return codes in order to do this.
http = tornado.httpclient.HTTPClient()
modes = ("pairs", "taggers", "generators", "analyzers")
capabilities = {}
for (domain, port) in serverlist:
server = (domain, port)
for mode in modes:
if mode not in capabilities:
capabilities[mode] = {}
if mode == "pairs": # for compatibility with scaleMT, we request /listPairs
requestURL = "%s/listPairs" %genServerName(domain, port)
else:
requestURL = "%s/list?q=%s" % (genServerName(domain, port), mode)
logging.info("Getting information from %s" %requestURL)
# make the request
try:
result = http.fetch(requestURL, request_timeout = 15, validate_cert = verifySSLCert)
except:
logging.error("Fetch for data from %s for %s failed, dropping server" %(genServerName(domain, port), mode))
continue
#parse the return
try:
response = json.loads(result.body.decode('utf-8'))
except ValueError: #Not valid JSON, we stop using the server
logging.error("Received invalid JSON from %s on query for %s, dropping server" %(genServerName(domain, port), mode))
continue
if mode == "pairs": #pairs has a slightly different response format
if "responseStatus" not in response or response["responseStatus"] != 200 or "responseData" not in response:
logging.error("JSON return format unexpected from %s:%s on query for %s, dropping server"%(domain, port, mode))
continue
for lang_pair in response['responseData']:
lang_pair_tuple = (lang_pair["sourceLanguage"], lang_pair["targetLanguage"])
if lang_pair_tuple in capabilities[mode]:
capabilities[mode][lang_pair_tuple].append(server)
else:
capabilities[mode][lang_pair_tuple] = [server]
else:
for lang_pair in response:
if lang_pair in capabilities[mode]:
capabilities[mode][lang_pair][1].append(server)
else:
capabilities[mode][lang_pair] = (response[lang_pair], [server])
return capabilities
if __name__ == '__main__':
parser = argparse.ArgumentParser(description="Start Apertium APY Gateway")
parser.add_argument('serverlist', help="path to file with list of servers and ports available")
parser.add_argument('-t', '--tests', help="perform tests on server pool", action='store_true', default=False)
parser.add_argument('-p', '--port', help="port to run gateway on (default = 2738)", type=int, default=2738)
parser.add_argument('-c', '--ssl-cert', help='path to SSL Certificate', default=None)
parser.add_argument('-k', '--ssl-key', help='path to SSL Key File', default=None)
parser.add_argument('-d', '--debug', help='debug mode (do not verify SSL certs)', action='store_false', default=True)
parser.add_argument('-j', '--num-processes', help='number of processes to run (default = number of cores)', type=int, default=0)
parser.add_argument('-i', '--test-interval', help="interval to perform tests in ms (default = 3600000)", type=int, default=3600000)
args = parser.parse_args()
global verifySSLCert
verifySSLCert = args.debug
logging.getLogger().setLevel(logging.INFO)
enable_pretty_logging()
# read the serverlist file
try:
with open(args.serverlist) as serverlist:
server_port_list = []
for serverPortPair in serverlist:
if serverPortPair[0] != '#': #filter out the commented lines
srv, port = serverPortPair.rsplit(':', 1)
server_port_list.append((srv, int(port)))
except IOError:
logging.critical("Could not open serverlist: %s" % args.serverlist)
sys.exit(-1)
if len(server_port_list) == 0:
logging.critical('Serverlist must not be empty')
sys.exit(-1)
#find an open socket
result = 0
while result == 0:
sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
result = sock.connect_ex(('localhost', args.port))
if result == 0:
logging.info('Port %d already in use, trying next' % args.port)
args.port += 1
sock.close()
logging.info("Server/port list used: " + str(server_port_list))
server_lang_pair_map = determineServerCapabilities(server_port_list)
logging.info("Using server language-pair mapping: %s" % str(server_lang_pair_map))
#balancer = RoundRobin(server_port_list, server_lang_pair_map)
#balancer = LeastConnections(server_port_list)
#balancer = WeightedRandom(server_port_list)
balancer = Fastest(server_port_list, server_lang_pair_map, 5)
application = tornado.web.Application([
(r'/list', listRequestHandler, {"serverLangPairMap": server_lang_pair_map}),
(r'/listPairs', listRequestHandler, {"serverLangPairMap": server_lang_pair_map}),
(r'/.*', requestHandler, {"balancer": balancer}),
])
if args.ssl_cert and args.ssl_key:
http_server = tornado.httpserver.HTTPServer(application, ssl_options = {
'certfile': args.ssl_cert,
'keyfile': args.ssl_key,
})
logging.info('Gateway-ing at https://localhost:%s' % args.port)
else:
http_server = tornado.httpserver.HTTPServer(application)
logging.info('Gateway-ing at http://localhost:%s' % args.port)
http_server.bind(args.port)
http_server.start(args.num_processes)
main_loop = tornado.ioloop.IOLoop.instance()
if isinstance(balancer, Fastest):
tornado.ioloop.PeriodicCallback(lambda: balancer.initServerList(), args.test_interval, io_loop = main_loop).start()
main_loop.start()