def reduce(self, function, initializer, target = 'keys'):
# target = 'keys': reduce across keys
# target = 'values': reduce across values
intermediate_results = []
encoded_func = util.encode_function(function)
for num in range(self.hash_grain):
try:
assignment = self.worker_assignment[num]
except KeyError:
self.execute()
proxy = xmlrpclib.ServerProxy(self.worker_assignment[num].uri)
args = util.pds(self.uid, num, encoded_func, initializer, target)
intermediate_result = proxy.worker_reduce(args)
intermediate_results.append(intermediate_result)
return reduce(function, intermediate_results, initializer)
def serialize_action(self): return util.encode_function(self.function)
def serialize_action(self): return (self.filename, util.encode_function(self.function), util.encode_function(self.hash_function), self.multivalue)
def serialize_action(self): return (util.encode_function(self.function),self.initializer)
def run_task(self, pickled_args):
(rdd_id, hash_num, rdd_type, action, data_src, parents, hash_func,
peers) = util.pls(pickled_args)
rdd_type = pickle.loads(rdd_type)
action = rdd_type.unserialize_action(action)
hash_func = util.decode_function(hash_func)
filter_func = util.encode_function(lambda key: hash_func(key) == hash_num)
if rdd_type == rdd.JoinRDD:
working_data = [{}, {}]
for index in [0, 1]:
parent_uid = parents[index]
assignment = data_src[index]
key = (parent_uid, hash_num)
with self.lock:
data_is_local = self.data.has_key(key)
if not data_is_local:
# print "Join: Querying remote server"
proxy = xmlrpclib.ServerProxy(assignment,transport=self.transport)
try:
working_data[index] = self.query_remote(key,proxy)
except (socket.timeout,KeyError):
# print "timeout or key error"
return assignment
else:
with self.lock:
working_data[index] = self.data[key]
with self.lock:
self.data[(rdd_id, hash_num)] = action(working_data[0], working_data[1])
return "OK"
if rdd_type == rdd.PartitionByRDD:
working_data = collections.defaultdict(list)
for peer in peers:
if peer != self.uri:
proxy = xmlrpclib.ServerProxy(peer,transport=self.transport)
else:
proxy = self
for parent_uid in parents:
key = (parent_uid, hash_num)
try:
queried_data = self.query_remote(key,proxy,{})
except socket.timeout:
return peer
#print queried_data
try:
for k, v in queried_data.items():
if type(v) == list:
working_data[k].extend(v)
else:
working_data[k].append(v)
except ValueError as e:
print key,queried_data
raise e
elif len(parents) > 0:
## number of parents should be 1
parent_uid = parents[0]
assignment = data_src[0]
key = (parent_uid, hash_num)
with self.lock:
data_is_local = self.data.has_key(key)
if not data_is_local:
# print "Querying remote server"
proxy = xmlrpclib.ServerProxy(assignment,self.transport)
try:
working_data = self.query_remote(key,proxy)
except (socket.timeout , KeyError):
# print "fetch timeout or KeyError"
return assignment
else:
with self.lock:
working_data = self.data[key]
else:
working_data = {}
output = action(working_data, hash_num)
if (rdd_type == rdd.IntermediateFlatMapRDD or
rdd_type == rdd.IntermediateMapRDD):
## Split output into partial partitions
for k, v in output.items():
## v should be a list
key = (rdd_id, hash_func(k))
with self.lock:
if self.data[key].has_key(k):
self.data[key][k].extend(v)
else:
self.data[key][k] = v
else:
with self.lock:
self.data[(rdd_id, hash_num)] = output
return "OK"
