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- from __future__ import print_function
- import sys
- import os
- import timeit
- import math
- import argparse
- import fnmatch
- import json
- parser = argparse.ArgumentParser(description="Python protobuf benchmark")
- parser.add_argument("data_files", metavar="dataFile", nargs="+",
- help="testing data files.")
- parser.add_argument("--json", action="store_const", dest="json",
- const="yes", default="no",
- help="Whether to output json results")
- parser.add_argument("--behavior_prefix", dest="behavior_prefix",
- help="The output json format's behavior's name's prefix",
- default="")
- # BEGIN CPP GENERATED MESSAGE
- parser.add_argument("--cpp_generated", action="store_const",
- dest="cpp_generated", const="yes", default="no",
- help="Whether to link generated code library")
- # END CPP GENERATED MESSAGE
- args = parser.parse_args()
- # BEGIN CPP GENERATED MESSAGE
- # CPP generated code must be linked before importing the generated Python code
- # for the descriptor can be found in the pool
- if args.cpp_generated != "no":
- sys.path.append( os.path.dirname( os.path.dirname( os.path.abspath(__file__) ) ) + "/.libs" )
- import libbenchmark_messages
- sys.path.append( os.path.dirname( os.path.dirname( os.path.abspath(__file__) ) ) + "/tmp" )
- # END CPP GENERATED MESSAGE
- import datasets.google_message1.proto2.benchmark_message1_proto2_pb2 as benchmark_message1_proto2_pb2
- import datasets.google_message1.proto3.benchmark_message1_proto3_pb2 as benchmark_message1_proto3_pb2
- import datasets.google_message2.benchmark_message2_pb2 as benchmark_message2_pb2
- import datasets.google_message3.benchmark_message3_pb2 as benchmark_message3_pb2
- import datasets.google_message4.benchmark_message4_pb2 as benchmark_message4_pb2
- import benchmarks_pb2 as benchmarks_pb2
- def run_one_test(filename):
- data = open(filename, "rb").read()
- benchmark_dataset = benchmarks_pb2.BenchmarkDataset()
- benchmark_dataset.ParseFromString(data)
- total_bytes = 0
- for payload in benchmark_dataset.payload:
- total_bytes += len(payload)
- benchmark_util = Benchmark(full_iteration=len(benchmark_dataset.payload),
- module="py_benchmark",
- setup_method="init",
- total_bytes=total_bytes)
- result={}
- result["filename"] = filename
- result["message_name"] = benchmark_dataset.message_name
- result["benchmarks"] = {}
- benchmark_util.set_test_method("parse_from_benchmark")
- result["benchmarks"][args.behavior_prefix + "_parse_from_benchmark"] = \
- benchmark_util.run_benchmark(setup_method_args='"%s"' % (filename))
- benchmark_util.set_test_method("serialize_to_benchmark")
- result["benchmarks"][args.behavior_prefix + "_serialize_to_benchmark"] = \
- benchmark_util.run_benchmark(setup_method_args='"%s"' % (filename))
- return result
- def init(filename):
- global benchmark_dataset, message_class, message_list, counter, total_bytes
- message_list=[]
- counter = 0
- total_bytes = 0
- data = open(filename, "rb").read()
- benchmark_dataset = benchmarks_pb2.BenchmarkDataset()
- benchmark_dataset.ParseFromString(data)
- if benchmark_dataset.message_name == "benchmarks.proto3.GoogleMessage1":
- message_class = benchmark_message1_proto3_pb2.GoogleMessage1
- elif benchmark_dataset.message_name == "benchmarks.proto2.GoogleMessage1":
- message_class = benchmark_message1_proto2_pb2.GoogleMessage1
- elif benchmark_dataset.message_name == "benchmarks.proto2.GoogleMessage2":
- message_class = benchmark_message2_pb2.GoogleMessage2
- elif benchmark_dataset.message_name == "benchmarks.google_message3.GoogleMessage3":
- message_class = benchmark_message3_pb2.GoogleMessage3
- elif benchmark_dataset.message_name == "benchmarks.google_message4.GoogleMessage4":
- message_class = benchmark_message4_pb2.GoogleMessage4
- else:
- raise IOError("Message %s not found!" % (benchmark_dataset.message_name))
- for one_payload in benchmark_dataset.payload:
- temp = message_class()
- temp.ParseFromString(one_payload)
- message_list.append(temp)
- total_bytes += len(one_payload)
- def parse_from_benchmark():
- global counter, message_class, benchmark_dataset
- m = message_class().ParseFromString(benchmark_dataset.payload[counter % len(benchmark_dataset.payload)])
- counter = counter + 1
- def serialize_to_benchmark():
- global counter, message_list, message_class
- s = message_list[counter % len(benchmark_dataset.payload)].SerializeToString()
- counter = counter + 1
- class Benchmark:
- def __init__(self, module=None, test_method=None,
- setup_method=None, total_bytes=None, full_iteration = 1):
- self.full_iteration = full_iteration
- self.module = module
- self.test_method = test_method
- self.setup_method = setup_method
- self.total_bytes = total_bytes
- def set_test_method(self, test_method):
- self.test_method = test_method
- def full_setup_code(self, setup_method_args=''):
- setup_code = ""
- setup_code += "from %s import %s\n" % (self.module, self.test_method)
- setup_code += "from %s import %s\n" % (self.module, self.setup_method)
- setup_code += "%s(%s)\n" % (self.setup_method, setup_method_args)
- return setup_code
- def dry_run(self, test_method_args='', setup_method_args=''):
- return timeit.timeit(stmt="%s(%s)" % (self.test_method, test_method_args),
- setup=self.full_setup_code(setup_method_args),
- number=self.full_iteration);
- def run_benchmark(self, test_method_args='', setup_method_args=''):
- reps = self.full_iteration;
- t = self.dry_run(test_method_args, setup_method_args);
- if t < 3 :
- reps = int(math.ceil(3 / t)) * self.full_iteration
- if reps != self.full_iteration:
- t = timeit.timeit(stmt="%s(%s)" % (self.test_method, test_method_args),
- setup=self.full_setup_code(setup_method_args),
- number=reps);
- return self.total_bytes * 1.0 / 2 ** 20 / (1.0 * t / reps * self.full_iteration)
- if __name__ == "__main__":
- results = []
- for file in args.data_files:
- results.append(run_one_test(file))
- if args.json != "no":
- print(json.dumps(results))
- else:
- for result in results:
- print("Message %s of dataset file %s" % \
- (result["message_name"], result["filename"]))
- print("Average throughput for parse_from_benchmark: %.2f MB/s" % \
- (result["benchmarks"][ \
- args.behavior_prefix + "_parse_from_benchmark"]))
- print("Average throughput for serialize_to_benchmark: %.2f MB/s" % \
- (result["benchmarks"][ \
- args.behavior_prefix + "_serialize_to_benchmark"]))
- print("")
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