1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183
|
#include <gtest/gtest.h>
#include "c10/util/Registry.h"
#include "caffe2/core/common.h"
#include "caffe2/core/net.h"
#include "caffe2/core/net_simple.h"
#include "caffe2/core/observer.h"
#include "caffe2/core/operator.h"
#include "caffe2/core/scope_guard.h"
namespace caffe2 {
namespace {
static std::atomic<int> counter;
template <class T>
class DummyObserver final : public ObserverBase<T> {
public:
explicit DummyObserver<T>(T* subject_) : ObserverBase<T>(subject_) {}
void Start() override;
void Stop() override;
// NOLINTNEXTLINE(modernize-use-equals-default)
~DummyObserver() override {}
};
template <>
void DummyObserver<NetBase>::Start() {
vector<OperatorBase*> operators = subject_->GetOperators();
for (auto& op : operators) {
op->AttachObserver(std::make_unique<DummyObserver<OperatorBase>>(op));
}
counter.fetch_add(1000);
}
template <>
void DummyObserver<OperatorBase>::Start() {
counter.fetch_add(100);
}
template <>
void DummyObserver<NetBase>::Stop() {
counter.fetch_add(10);
}
template <>
void DummyObserver<OperatorBase>::Stop() {
counter.fetch_add(1);
}
class ObsTestDummyOp final : public OperatorBase {
public:
using OperatorBase::OperatorBase;
bool Run(int /* unused */) override {
StartAllObservers();
StopAllObservers();
return true;
}
};
REGISTER_CPU_OPERATOR(ObsTestDummy, ObsTestDummyOp);
REGISTER_CUDA_OPERATOR(ObsTestDummy, ObsTestDummyOp);
OPERATOR_SCHEMA(ObsTestDummy)
.NumInputs(0, INT_MAX)
.NumOutputs(0, INT_MAX)
.AllowInplace({{0, 0}, {1, 1}});
unique_ptr<NetBase> CreateNetTestHelper(Workspace* ws, bool isDAG = false) {
NetDef net_def;
if (isDAG) {
net_def.set_type("dag");
}
{
auto& op = *(net_def.add_op());
op.set_type("ObsTestDummy");
op.add_input("in");
op.add_output("hidden");
}
{
auto& op = *(net_def.add_op());
op.set_type("ObsTestDummy");
op.add_input("hidden");
op.add_output("out");
}
net_def.add_external_input("in");
net_def.add_external_output("out");
return CreateNet(net_def, ws);
}
}
TEST(ObserverTest, TestNotify) {
auto count_before = counter.load();
Workspace ws;
ws.CreateBlob("in");
NetDef net_def;
unique_ptr<NetBase> net(CreateNetTestHelper(&ws));
EXPECT_EQ(caffe2::dynamic_cast_if_rtti<SimpleNet*>(net.get()), net.get());
unique_ptr<DummyObserver<NetBase>> net_ob =
make_unique<DummyObserver<NetBase>>(net.get());
net.get()->AttachObserver(std::move(net_ob));
net.get()->Run();
auto count_after = counter.load();
EXPECT_EQ(1212, count_after - count_before);
}
TEST(ObserverTest, TestUniqueMap) {
auto count_before = counter.load();
Workspace ws;
ws.CreateBlob("in");
NetDef net_def;
unique_ptr<NetBase> net(CreateNetTestHelper(&ws));
EXPECT_EQ(caffe2::dynamic_cast_if_rtti<SimpleNet*>(net.get()), net.get());
unique_ptr<DummyObserver<NetBase>> net_ob =
make_unique<DummyObserver<NetBase>>(net.get());
auto* ref = net.get()->AttachObserver(std::move(net_ob));
net.get()->Run();
unique_ptr<Observable<NetBase>::Observer> test =
net.get()->DetachObserver(ref);
auto count_after = counter.load();
EXPECT_EQ(1212, count_after - count_before);
}
TEST(ObserverTest, TestNotifyAfterDetach) {
auto count_before = counter.load();
Workspace ws;
ws.CreateBlob("in");
NetDef net_def;
unique_ptr<NetBase> net(CreateNetTestHelper(&ws));
unique_ptr<DummyObserver<NetBase>> net_ob =
make_unique<DummyObserver<NetBase>>(net.get());
auto* ob = net.get()->AttachObserver(std::move(net_ob));
net.get()->DetachObserver(ob);
net.get()->Run();
auto count_after = counter.load();
EXPECT_EQ(0, count_after - count_before);
}
TEST(ObserverTest, TestDAGNetBase) {
auto count_before = counter.load();
Workspace ws;
ws.CreateBlob("in");
NetDef net_def;
unique_ptr<NetBase> net(CreateNetTestHelper(&ws, true));
unique_ptr<DummyObserver<NetBase>> net_ob =
make_unique<DummyObserver<NetBase>>(net.get());
net.get()->AttachObserver(std::move(net_ob));
net.get()->Run();
auto count_after = counter.load();
EXPECT_EQ(1212, count_after - count_before);
}
#if 0
// This test intermittently segfaults,
// see https://github.com/pytorch/pytorch/issues/9137
TEST(ObserverTest, TestMultipleNetBase) {
Workspace ws;
ws.CreateBlob("in");
NetDef net_def;
unique_ptr<NetBase> net(CreateNetTestHelper(&ws, true));
EXPECT_EQ(caffe2::dynamic_cast_if_rtti<NetBase*>(net.get()), net.get());
// There may be some default observers
const size_t prev_num = net.get()->NumObservers();
const int num_tests = 100;
vector<const Observable<NetBase>::Observer*> observers;
for (int i = 0; i < num_tests; ++i) {
unique_ptr<DummyObserver<NetBase>> net_ob =
make_unique<DummyObserver<NetBase>>(net.get());
observers.emplace_back(net.get()->AttachObserver(std::move(net_ob)));
}
net.get()->Run();
for (const auto& observer : observers) {
net.get()->DetachObserver(observer);
}
EXPECT_EQ(net.get()->NumObservers(), prev_num);
}
#endif
} // namespace caffe2
|