# # Licensed to the Apache Software Foundation (ASF) under one or more # contributor license agreements. See the NOTICE file distributed with # this work for additional information regarding copyright ownership. # The ASF licenses this file to You under the Apache License, Version 2.0 # (the "License"); you may not use this file except in compliance with # the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # """ Worker that receives input from Piped RDD. """ from __future__ import print_function import os import sys import time import socket import traceback from pyspark.accumulators import _accumulatorRegistry from pyspark.broadcast import Broadcast, _broadcastRegistry from pyspark.files import SparkFiles from pyspark.serializers import write_with_length, write_int, read_long, \ write_long, read_int, SpecialLengths, UTF8Deserializer, PickleSerializer from pyspark import shuffle pickleSer = PickleSerializer() utf8_deserializer = UTF8Deserializer() def report_times(outfile, boot, init, finish): write_int(SpecialLengths.TIMING_DATA, outfile) write_long(int(1000 * boot), outfile) write_long(int(1000 * init), outfile) write_long(int(1000 * finish), outfile) def add_path(path): # worker can be used, so donot add path multiple times if path not in sys.path: # overwrite system packages sys.path.insert(1, path) def main(infile, outfile): try: boot_time = time.time() split_index = read_int(infile) if split_index == -1: # for unit tests exit(-1) version = utf8_deserializer.loads(infile) if version != "%d.%d" % sys.version_info[:2]: raise Exception(("Python in worker has different version %s than that in " + "driver %s, PySpark cannot run with different minor versions") % ("%d.%d" % sys.version_info[:2], version)) # initialize global state shuffle.MemoryBytesSpilled = 0 shuffle.DiskBytesSpilled = 0 _accumulatorRegistry.clear() # fetch name of workdir spark_files_dir = utf8_deserializer.loads(infile) SparkFiles._root_directory = spark_files_dir SparkFiles._is_running_on_worker = True # fetch names of includes (*.zip and *.egg files) and construct PYTHONPATH add_path(spark_files_dir) # *.py files that were added will be copied here num_python_includes = read_int(infile) for _ in range(num_python_includes): filename = utf8_deserializer.loads(infile) add_path(os.path.join(spark_files_dir, filename)) if sys.version > '3': import importlib importlib.invalidate_caches() # fetch names and values of broadcast variables num_broadcast_variables = read_int(infile) for _ in range(num_broadcast_variables): bid = read_long(infile) if bid >= 0: path = utf8_deserializer.loads(infile) _broadcastRegistry[bid] = Broadcast(path=path) else: bid = - bid - 1 _broadcastRegistry.pop(bid) _accumulatorRegistry.clear() command = pickleSer._read_with_length(infile) if isinstance(command, Broadcast): command = pickleSer.loads(command.value) func, profiler, deserializer, serializer = command init_time = time.time() def process(): iterator = deserializer.load_stream(infile) serializer.dump_stream(func(split_index, iterator), outfile) if profiler: profiler.profile(process) else: process() except Exception: try: write_int(SpecialLengths.PYTHON_EXCEPTION_THROWN, outfile) write_with_length(traceback.format_exc().encode("utf-8"), outfile) except IOError: # JVM close the socket pass except Exception: # Write the error to stderr if it happened while serializing print("PySpark worker failed with exception:", file=sys.stderr) print(traceback.format_exc(), file=sys.stderr) exit(-1) finish_time = time.time() report_times(outfile, boot_time, init_time, finish_time) write_long(shuffle.MemoryBytesSpilled, outfile) write_long(shuffle.DiskBytesSpilled, outfile) # Mark the beginning of the accumulators section of the output write_int(SpecialLengths.END_OF_DATA_SECTION, outfile) write_int(len(_accumulatorRegistry), outfile) for (aid, accum) in _accumulatorRegistry.items(): pickleSer._write_with_length((aid, accum._value), outfile) # check end of stream if read_int(infile) == SpecialLengths.END_OF_STREAM: write_int(SpecialLengths.END_OF_STREAM, outfile) else: # write a different value to tell JVM to not reuse this worker write_int(SpecialLengths.END_OF_DATA_SECTION, outfile) exit(-1) if __name__ == '__main__': # Read a local port to connect to from stdin java_port = int(sys.stdin.readline()) sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) sock.connect(("127.0.0.1", java_port)) sock_file = sock.makefile("a+", 65536) main(sock_file, sock_file)