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#!/usr/bin/env python3
#
# Copyright 2018, The Android Open Source Project
#
# Licensed 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.
#
#
# Measure application start-up time by launching applications under various combinations.
# See --help for more details.
#
#
# Sample usage:
# $> ./app_startup_runner.py -p com.google.android.calculator -r warm -r cold -lc 10 -o out.csv
# $> ./analyze_metrics.py out.csv
#
#
import argparse
import csv
import itertools
import os
import subprocess
import sys
import tempfile
from typing import Any, Callable, Dict, Generic, Iterable, List, NamedTuple, TextIO, Tuple, TypeVar, Optional, Union
# The following command line options participate in the combinatorial generation.
# All other arguments have a global effect.
_COMBINATORIAL_OPTIONS=['packages', 'readaheads', 'compiler_filters']
_TRACING_READAHEADS=['mlock', 'fadvise']
_FORWARD_OPTIONS={'loop_count': '--count'}
_RUN_SCRIPT=os.path.join(os.path.dirname(os.path.realpath(__file__)), 'run_app_with_prefetch')
RunCommandArgs = NamedTuple('RunCommandArgs', [('package', str), ('readahead', str), ('compiler_filter', Optional[str])])
CollectorPackageInfo = NamedTuple('CollectorPackageInfo', [('package', str), ('compiler_filter', str)])
_COLLECTOR_SCRIPT=os.path.join(os.path.dirname(os.path.realpath(__file__)), 'collector')
_COLLECTOR_TIMEOUT_MULTIPLIER = 2 # take the regular --timeout and multiply by 2; systrace starts up slowly.
_UNLOCK_SCREEN_SCRIPT=os.path.join(os.path.dirname(os.path.realpath(__file__)), 'unlock_screen')
# This must be the only mutable global variable. All other global variables are constants to avoid magic literals.
_debug = False # See -d/--debug flag.
_DEBUG_FORCE = None # Ignore -d/--debug if this is not none.
# Type hinting names.
T = TypeVar('T')
NamedTupleMeta = Callable[..., T] # approximation of a (S : NamedTuple<T> where S() == T) metatype.
def parse_options(argv: List[str] = None):
"""Parse command line arguments and return an argparse Namespace object."""
parser = argparse.ArgumentParser(description="Run one or more Android applications under various settings in order to measure startup time.")
# argparse considers args starting with - and -- optional in --help, even though required=True.
# by using a named argument group --help will clearly say that it's required instead of optional.
required_named = parser.add_argument_group('required named arguments')
required_named.add_argument('-p', '--package', action='append', dest='packages', help='package of the application', required=True)
required_named.add_argument('-r', '--readahead', action='append', dest='readaheads', help='which readahead mode to use', choices=('warm', 'cold', 'mlock', 'fadvise'), required=True)
# optional arguments
# use a group here to get the required arguments to appear 'above' the optional arguments in help.
optional_named = parser.add_argument_group('optional named arguments')
optional_named.add_argument('-c', '--compiler-filter', action='append', dest='compiler_filters', help='which compiler filter to use. if omitted it does not enforce the app\'s compiler filter', choices=('speed', 'speed-profile', 'quicken'))
optional_named.add_argument('-s', '--simulate', dest='simulate', action='store_true', help='Print which commands will run, but don\'t run the apps')
optional_named.add_argument('-d', '--debug', dest='debug', action='store_true', help='Add extra debugging output')
optional_named.add_argument('-o', '--output', dest='output', action='store', help='Write CSV output to file.')
optional_named.add_argument('-t', '--timeout', dest='timeout', action='store', type=int, help='Timeout after this many seconds when executing a single run.')
optional_named.add_argument('-lc', '--loop-count', dest='loop_count', default=1, type=int, action='store', help='How many times to loop a single run.')
optional_named.add_argument('-in', '--inodes', dest='inodes', type=str, action='store', help='Path to inodes file (system/extras/pagecache/pagecache.py -d inodes)')
return parser.parse_args(argv)
# TODO: refactor this with a common library file with analyze_metrics.py
def _debug_print(*args, **kwargs):
"""Print the args to sys.stderr if the --debug/-d flag was passed in."""
if _debug:
print(*args, **kwargs, file=sys.stderr)
def _expand_gen_repr(args):
"""Like repr but any generator-like object has its iterator consumed
and then called repr on."""
new_args_list = []
for i in args:
# detect iterable objects that do not have their own override of __str__
if hasattr(i, '__iter__'):
to_str = getattr(i, '__str__')
if to_str.__objclass__ == object:
# the repr for a generator is just type+address, expand it out instead.
new_args_list.append([_expand_gen_repr([j])[0] for j in i])
continue
# normal case: uses the built-in to-string
new_args_list.append(i)
return new_args_list
def _debug_print_gen(*args, **kwargs):
"""Like _debug_print but will turn any iterable args into a list."""
if not _debug:
return
new_args_list = _expand_gen_repr(args)
_debug_print(*new_args_list, **kwargs)
def _debug_print_nd(*args, **kwargs):
"""Like _debug_print but will turn any NamedTuple-type args into a string."""
if not _debug:
return
new_args_list = []
for i in args:
if hasattr(i, '_field_types'):
new_args_list.append("%s: %s" %(i.__name__, i._field_types))
else:
new_args_list.append(i)
_debug_print(*new_args_list, **kwargs)
def dict_lookup_any_key(dictionary: dict, *keys: List[Any]):
for k in keys:
if k in dictionary:
return dictionary[k]
raise KeyError("None of the keys %s were in the dictionary" %(keys))
def generate_run_combinations(named_tuple: NamedTupleMeta[T], opts_dict: Dict[str, List[Optional[str]]])\
-> Iterable[T]:
"""
Create all possible combinations given the values in opts_dict[named_tuple._fields].
:type T: type annotation for the named_tuple type.
:param named_tuple: named tuple type, whose fields are used to make combinations for
:param opts_dict: dictionary of keys to value list. keys correspond to the named_tuple fields.
:return: an iterable over named_tuple instances.
"""
combinations_list = []
for k in named_tuple._fields:
# the key can be either singular or plural , e.g. 'package' or 'packages'
val = dict_lookup_any_key(opts_dict, k, k + "s")
# treat {'x': None} key value pairs as if it was [None]
# otherwise itertools.product throws an exception about not being able to iterate None.
combinations_list.append(val or [None])
_debug_print("opts_dict: ", opts_dict)
_debug_print_nd("named_tuple: ", named_tuple)
_debug_print("combinations_list: ", combinations_list)
for combo in itertools.product(*combinations_list):
yield named_tuple(*combo)
def key_to_cmdline_flag(key: str) -> str:
"""Convert key into a command line flag, e.g. 'foo-bars' -> '--foo-bar' """
if key.endswith("s"):
key = key[:-1]
return "--" + key.replace("_", "-")
def as_run_command(tpl: NamedTuple) -> List[Union[str, Any]]:
"""
Convert a named tuple into a command-line compatible arguments list.
Example: ABC(1, 2, 3) -> ['--a', 1, '--b', 2, '--c', 3]
"""
args = []
for key, value in tpl._asdict().items():
if value is None:
continue
args.append(key_to_cmdline_flag(key))
args.append(value)
return args
def generate_group_run_combinations(run_combinations: Iterable[NamedTuple], dst_nt: NamedTupleMeta[T])\
-> Iterable[Tuple[T, Iterable[NamedTuple]]]:
def group_by_keys(src_nt):
src_d = src_nt._asdict()
# now remove the keys that aren't legal in dst.
for illegal_key in set(src_d.keys()) - set(dst_nt._fields):
if illegal_key in src_d:
del src_d[illegal_key]
return dst_nt(**src_d)
for args_list_it in itertools.groupby(run_combinations, group_by_keys):
(group_key_value, args_it) = args_list_it
yield (group_key_value, args_it)
def parse_run_script_csv_file(csv_file: TextIO) -> List[int]:
"""Parse a CSV file full of integers into a flat int list."""
csv_reader = csv.reader(csv_file)
arr = []
for row in csv_reader:
for i in row:
if i:
arr.append(int(i))
return arr
def make_script_command_with_temp_output(script: str, args: List[str], **kwargs)\
-> Tuple[str, TextIO]:
"""
Create a command to run a script given the args.
Appends --count <loop_count> --output <tmp-file-name>.
Returns a tuple (cmd, tmp_file)
"""
tmp_output_file = tempfile.NamedTemporaryFile(mode='r')
cmd = [script] + args
for key, value in kwargs.items():
cmd += ['--%s' %(key), "%s" %(value)]
if _debug:
cmd += ['--verbose']
cmd = cmd + ["--output", tmp_output_file.name]
return cmd, tmp_output_file
def execute_arbitrary_command(cmd: List[str], simulate: bool, timeout: int) -> Tuple[bool, str]:
if simulate:
print(" ".join(cmd))
return (True, "")
else:
_debug_print("[EXECUTE]", cmd)
proc = subprocess.Popen(cmd,
stderr=subprocess.STDOUT,
stdout=subprocess.PIPE,
universal_newlines=True)
try:
script_output = proc.communicate(timeout=timeout)[0]
except subprocess.TimeoutExpired:
print("[TIMEDOUT]")
proc.kill()
script_output = proc.communicate()[0]
_debug_print("[STDOUT]", script_output)
return_code = proc.wait()
passed = (return_code == 0)
_debug_print("[$?]", return_code)
if not passed:
print("[FAILED, code:%s]" %(return_code), script_output, file=sys.stderr)
return (passed, script_output)
def execute_run_combos(grouped_run_combos: Iterable[Tuple[CollectorPackageInfo, Iterable[RunCommandArgs]]], simulate: bool, inodes_path: str, timeout: int, loop_count: int, need_trace: bool):
# nothing will work if the screen isn't unlocked first.
execute_arbitrary_command([_UNLOCK_SCREEN_SCRIPT], simulate, timeout)
for collector_info, run_combos in grouped_run_combos:
#collector_args = ["--package", package_name]
collector_args = as_run_command(collector_info)
# TODO: forward --wait_time for how long systrace runs?
# TODO: forward --trace_buffer_size for size of systrace buffer size?
collector_cmd, collector_tmp_output_file = make_script_command_with_temp_output(_COLLECTOR_SCRIPT, collector_args, inodes=inodes_path)
with collector_tmp_output_file:
collector_passed = True
if need_trace:
collector_timeout = timeout and _COLLECTOR_TIMEOUT_MULTIPLIER * timeout
(collector_passed, collector_script_output) = execute_arbitrary_command(collector_cmd, simulate, collector_timeout)
# TODO: consider to print a ; collector wrote file to <...> into the CSV file so we know it was ran.
for combos in run_combos:
args = as_run_command(combos)
cmd, tmp_output_file = make_script_command_with_temp_output(_RUN_SCRIPT, args, count=loop_count, input=collector_tmp_output_file.name)
with tmp_output_file:
(passed, script_output) = execute_arbitrary_command(cmd, simulate, timeout)
parsed_output = simulate and [1,2,3] or parse_run_script_csv_file(tmp_output_file)
yield (passed, script_output, parsed_output)
def gather_results(commands: Iterable[Tuple[bool, str, List[int]]], key_list: List[str], value_list: List[Tuple[str, ...]]):
_debug_print("gather_results: key_list = ", key_list)
yield key_list + ["time(ms)"]
stringify_none = lambda s: s is None and "<none>" or s
for ((passed, script_output, run_result_list), values) in itertools.zip_longest(commands, value_list):
if not passed:
continue
for result in run_result_list:
yield [stringify_none(i) for i in values] + [result]
yield ["; avg(%s), min(%s), max(%s), count(%s)" %(sum(run_result_list, 0.0) / len(run_result_list), min(run_result_list), max(run_result_list), len(run_result_list)) ]
def eval_and_save_to_csv(output, annotated_result_values):
csv_writer = csv.writer(output)
for row in annotated_result_values:
csv_writer.writerow(row)
output.flush() # see the output live.
def main():
global _debug
opts = parse_options()
_debug = opts.debug
if _DEBUG_FORCE is not None:
_debug = _DEBUG_FORCE
_debug_print("parsed options: ", opts)
need_trace = not not set(opts.readaheads).intersection(set(_TRACING_READAHEADS))
if need_trace and not opts.inodes:
print("Error: Missing -in/--inodes, required when using a readahead of %s" %(_TRACING_READAHEADS), file=sys.stderr)
return 1
output_file = opts.output and open(opts.output, 'w') or sys.stdout
combos = lambda: generate_run_combinations(RunCommandArgs, vars(opts))
_debug_print_gen("run combinations: ", combos())
grouped_combos = lambda: generate_group_run_combinations(combos(), CollectorPackageInfo)
_debug_print_gen("grouped run combinations: ", grouped_combos())
exec = execute_run_combos(grouped_combos(), opts.simulate, opts.inodes, opts.timeout, opts.loop_count, need_trace)
results = gather_results(exec, _COMBINATORIAL_OPTIONS, combos())
eval_and_save_to_csv(output_file, results)
return 0
if __name__ == '__main__':
sys.exit(main())
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