""" 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) raise 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)