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"""
Worker that receives input from Piped RDD.
"""
import os
import sys
import time
import traceback
from base64 import standard_b64decode
# CloudPickler needs to be imported so that depicklers are registered using the
# copy_reg module.
from pyspark.accumulators import _accumulatorRegistry
from pyspark.broadcast import Broadcast, _broadcastRegistry
from pyspark.cloudpickle import CloudPickler
from pyspark.files import SparkFiles
from pyspark.serializers import write_with_length, read_with_length, write_int, \
read_long, write_long, read_int, dump_pickle, load_pickle, read_from_pickle_file
def load_obj(infile):
return load_pickle(standard_b64decode(infile.readline().strip()))
def report_times(outfile, boot, init, finish):
write_int(-3, outfile)
write_long(1000 * boot, outfile)
write_long(1000 * init, outfile)
write_long(1000 * finish, outfile)
def main(infile, outfile):
boot_time = time.time()
split_index = read_int(infile)
if split_index == -1: # for unit tests
return
spark_files_dir = load_pickle(read_with_length(infile))
SparkFiles._root_directory = spark_files_dir
SparkFiles._is_running_on_worker = True
sys.path.append(spark_files_dir)
num_broadcast_variables = read_int(infile)
for _ in range(num_broadcast_variables):
bid = read_long(infile)
value = read_with_length(infile)
_broadcastRegistry[bid] = Broadcast(bid, load_pickle(value))
func = load_obj(infile)
bypassSerializer = load_obj(infile)
if bypassSerializer:
dumps = lambda x: x
else:
dumps = dump_pickle
init_time = time.time()
iterator = read_from_pickle_file(infile)
try:
for obj in func(split_index, iterator):
write_with_length(dumps(obj), outfile)
except Exception as e:
write_int(-2, outfile)
write_with_length(traceback.format_exc(), outfile)
sys.exit(-1)
finish_time = time.time()
report_times(outfile, boot_time, init_time, finish_time)
# Mark the beginning of the accumulators section of the output
write_int(-1, outfile)
for aid, accum in _accumulatorRegistry.items():
write_with_length(dump_pickle((aid, accum._value)), outfile)
write_int(-1, outfile)
if __name__ == '__main__':
# Redirect stdout to stderr so that users must return values from functions.
old_stdout = os.fdopen(os.dup(1), 'w')
os.dup2(2, 1)
main(sys.stdin, old_stdout)
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