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test(profiler): simple tests for profiler

GitOrigin-RevId: 92073ce357
release-1.5
Megvii Engine Team huangxinda 4 years ago
parent
commit
c78a7848a1
4 changed files with 144 additions and 59 deletions
  1. +0
    -58
      imperative/python/test/integration/test_profiler.py
  2. +108
    -0
      imperative/python/test/unit/utils/test_profiler.py
  3. +1
    -1
      imperative/src/impl/interpreter/interpreter_impl.cpp
  4. +35
    -0
      imperative/src/test/profiler.cpp

+ 0
- 58
imperative/python/test/integration/test_profiler.py View File

@@ -1,58 +0,0 @@
# -*- coding: utf-8 -*-
# MegEngine is Licensed under the Apache License, Version 2.0 (the "License")
#
# Copyright (c) 2014-2020 Megvii Inc. All rights reserved.
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied
import json
import os
import tempfile

import pytest

from megengine import Parameter, tensor
from megengine.core import option
from megengine.module import Module
from megengine.utils.profiler import Profiler, scope


class Simple(Module):
def __init__(self):
super().__init__()
self.a = Parameter([1.23], dtype="float32")

def forward(self, x):
x = x * self.a
return x


def test_profiler():
tempdir = tempfile.NamedTemporaryFile()
profile_prefix = tempdir.name
profile_format = "chrome_timeline.json"
profile_path = os.path.join(
profile_prefix, "{}.{}".format(os.getpid(), profile_format)
)
with option("enable_host_compute", 0):
with Profiler(profile_prefix, format=profile_format):
with scope("my_scope"):
oup = Simple()(tensor([1.23], dtype="float32"))
with open(profile_path, "r") as f:
events = json.load(f)
prev_ts = {}
scope_count = 0
for event in events:
if "dur" in event:
assert event["dur"] >= 0
elif "ts" in event and "tid" in event:
ts = event["ts"]
tid = event["tid"]
if ts == 0:
continue
assert (tid not in prev_ts) or prev_ts[tid] <= ts
prev_ts[tid] = ts
if "name" in event and event["name"] == "my_scope":
scope_count += 1
assert scope_count > 0 and scope_count % 2 == 0

+ 108
- 0
imperative/python/test/unit/utils/test_profiler.py View File

@@ -0,0 +1,108 @@
# -*- coding: utf-8 -*-
# MegEngine is Licensed under the Apache License, Version 2.0 (the "License")
#
# Copyright (c) 2014-2020 Megvii Inc. All rights reserved.
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied
import json
import os
import tempfile

import pytest

from megengine import Parameter
from megengine import distributed as dist
from megengine import tensor
from megengine.core import option
from megengine.jit import trace
from megengine.module import Module
from megengine.utils.profiler import Profiler, scope


class Simple(Module):
def __init__(self):
super().__init__()
self.a = Parameter([1.23], dtype="float32")

def forward(self, x):
x = x * self.a
return x


@pytest.mark.parametrize("format", ["chrome_timeline.json", "memory_flow.svg"])
@pytest.mark.parametrize(
"trace_mode", [True, False, None], ids=["symbolic", "no-symbolic", "no-trace"]
)
@pytest.mark.require_ngpu(1)
def test_profiler(format, trace_mode):
tempdir = tempfile.TemporaryDirectory()
profile_prefix = tempdir.name
profile_path = os.path.join(profile_prefix, "{}.{}".format(os.getpid(), format))

def infer():
with scope("my_scope"):
oup = Simple()(tensor([1.23], dtype="float32"))
return oup

if trace_mode:
infer = trace(symbolic=trace_mode)(infer)

with Profiler(profile_prefix, format=format):
infer()

print(profile_path)
assert os.path.exists(profile_path), "profiling results not found"

if format == "chrome_timeline.json":
with open(profile_path, "r") as f:
events = json.load(f)
if isinstance(events, dict):
assert "traceEvents" in events
events = events["traceEvents"]
prev_ts = {}
scope_count = 0
for event in events:
if "dur" in event:
assert event["dur"] >= 0
elif "ts" in event and "tid" in event:
ts = event["ts"]
tid = event["tid"]
if ts != 0:
assert (tid not in prev_ts) or prev_ts[tid] <= ts
prev_ts[tid] = ts
if "name" in event and event["name"] == "my_scope":
scope_count += 1
assert scope_count > 0 and scope_count % 2 == 0


@pytest.mark.parametrize("format", ["chrome_timeline.json", "memory_flow.svg"])
@pytest.mark.parametrize(
"trace_mode", [True, False, None], ids=["symbolic", "no-symbolic", "no-trace"]
)
@pytest.mark.isolated_distributed
@pytest.mark.require_ngpu(2)
def test_profiler_dist(format, trace_mode):
n_gpus = 2
tempdir = tempfile.TemporaryDirectory()
profile_prefix = tempdir.name
profile_path = os.path.join(profile_prefix, "{}.{}".format(os.getpid(), format))

def infer():
with scope("my_scope"):
oup = Simple()(tensor([1.23], dtype="float32"))
return oup

if trace_mode:
infer = trace(symbolic=trace_mode)(infer)

@dist.launcher(n_gpus=2)
def worker():
infer()

with Profiler(profile_prefix, format=format):
worker()

assert os.path.exists(profile_path), "profiling results not found"
assert len(os.listdir(tempdir.name)) == n_gpus + 1

+ 1
- 1
imperative/src/impl/interpreter/interpreter_impl.cpp View File

@@ -60,7 +60,7 @@ namespace mgb {
* USAGE
*
* header:
* namespace mgb { bool imperative_log_profile(const char* message); }
* namespace mgb { void imperative_log_profile(const char* message); }
*
* code:
* mgb::imperative_log_profile("MY MESSAGE");


+ 35
- 0
imperative/src/test/profiler.cpp View File

@@ -0,0 +1,35 @@
/**
* \file imperative/src/test/profiler.cpp
* MegEngine is Licensed under the Apache License, Version 2.0 (the "License")
*
* Copyright (c) 2014-2021 Megvii Inc. All rights reserved.
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
*/

#include "./helper.h"

#include "megbrain/imperative/profiler.h"
#include "../impl/profiler/events.h"

using namespace mgb;
using namespace cg;
using namespace imperative;

namespace mgb { void imperative_log_profile(const char* message); }

TEST(TestProfiler, ImperativeLogProfile) {
imperative::Profiler::start_profile();
imperative_log_profile("XXX");
auto results = imperative::Profiler::collect();
imperative::Profiler::stop_profile();
mgb_assert(results.size() == 2);
auto* event_start = std::any_cast<profiler::CustomEvent>(&results[0].second.data);
auto* event_finish = std::any_cast<profiler::CustomFinishEvent>(&results[1].second.data);
mgb_assert(event_start && event_start->title == "XXX");
mgb_assert(event_finish && event_finish->title == "XXX");
mgb_assert(results[0].second.time < results[1].second.time);
mgb_assert(results[0].second.id < results[1].second.id);
}

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