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Add grpc benchmark #6176

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4 changes: 4 additions & 0 deletions paddle/operators/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -227,6 +227,10 @@ set_source_files_properties(
COMPILE_FLAGS "-Wno-non-virtual-dtor -Wno-error=non-virtual-dtor -Wno-error=delete-non-virtual-dtor")

cc_test(test_send_recv SRCS send_recv_op_test.cc DEPS send_op recv_op sum_op executor)
# FIXME(typhoonzero): use gtest to get benchmark result
if(WITH_PROFILER)
cc_test(test_send_recv_benchmark SRCS send_recv_op_benchmark.cc DEPS send_op recv_op sum_op executor)
endif()
endif()

op_library(cond_op SRCS cond_op.cc DEPS framework_proto tensor operator net_op)
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2 changes: 1 addition & 1 deletion paddle/operators/recv_op.cc
Original file line number Diff line number Diff line change
Expand Up @@ -39,7 +39,7 @@ void RunServer(Server **rpc_server,
builder.RegisterService(service.get());
std::unique_ptr<Server> server(builder.BuildAndStart());
*rpc_server = server.get();
LOG(INFO) << "Server listening on " << server_address << std::endl;
LOG(INFO) << "Server listening on " << server_address;
server->Wait();
}

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1 change: 1 addition & 0 deletions paddle/operators/send_op.cc
Original file line number Diff line number Diff line change
Expand Up @@ -41,6 +41,7 @@ class SendOp : public framework::OperatorBase {
grpc::CreateChannel(ep, grpc::InsecureChannelCredentials())));
}
}

void Run(const framework::Scope &scope,
const platform::DeviceContext &dev_ctx) const override {
auto ins = Inputs("X");
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120 changes: 120 additions & 0 deletions paddle/operators/send_recv_op_benchmark.cc
Original file line number Diff line number Diff line change
@@ -0,0 +1,120 @@
/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.

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. */

// TODO(typhoonzero): add python bindings for this test as
// a RemoteOptimizer.

#include <unistd.h>
#include <iostream>
#include <thread>

#include "gtest/gtest.h"
#include "paddle/framework/op_registry.h"
#include "paddle/framework/operator.h"
#include "paddle/framework/program_desc.h"

USE_NO_KERNEL_OP(send);
USE_NO_KERNEL_OP(recv);
USE_OP(sum);

// global for simplicity.
std::unique_ptr<paddle::framework::OperatorBase> recv_op;
int benchmark_count = 1000;
// FIXME(typhoonzero): protobuf message size limits the maximum tensor size
int mat_size = 512;
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As a benchmark, we can run multi times with different tensor size.


void InitTensorsInScope(paddle::framework::Scope &scope,
paddle::platform::CPUPlace &place) {
paddle::platform::CPUDeviceContext ctx(place);
auto var = scope.Var("X");
auto tensor = var->GetMutable<paddle::framework::LoDTensor>();
tensor->Resize({mat_size, mat_size});
float *expect = tensor->mutable_data<float>(place);
for (int64_t i = 0; i < tensor->numel(); ++i) {
expect[i] = static_cast<float>(i) / 1000.0f;
}

auto out_var = scope.Var("Out");
auto out_tensor = out_var->GetMutable<paddle::framework::LoDTensor>();
out_tensor->Resize({mat_size, mat_size});
out_tensor->mutable_data<float>(place); // allocate
}

void AddOp(const std::string &type,
const paddle::framework::VariableNameMap &inputs,
const paddle::framework::VariableNameMap &outputs,
paddle::framework::AttributeMap attrs,
paddle::framework::BlockDescBind *block) {
// insert output
for (auto kv : outputs) {
for (auto v : kv.second) {
auto var = block->Var(v);
var->SetDataType(paddle::framework::DataType::FP32);
}
}

// insert op
auto op = block->AppendOp();
op->SetType(type);
for (auto &kv : inputs) {
op->SetInput(kv.first, kv.second);
}
for (auto &kv : outputs) {
op->SetOutput(kv.first, kv.second);
}
op->SetAttrMap(attrs);
}

void StartServerNet() {
paddle::framework::Scope scope;
paddle::platform::CPUPlace place;
InitTensorsInScope(scope, place);

// sub program run in recv_op, for simple test we use sum
paddle::framework::ProgramDescBind program;
paddle::framework::BlockDescBind *block = program.MutableBlock(0);
// X for server side tensors, RX for received tensers, must be of same shape.
AddOp("sum", {{"X", {"X", "RX"}}}, {{"Out", {"Out"}}}, {}, block);

paddle::framework::AttributeMap attrs;
attrs.insert({"endpoint", std::string("127.0.0.1:6174")});
attrs.insert({"OptimizeBlock", block});
recv_op = paddle::framework::OpRegistry::CreateOp("recv", {{"RX", {"RX"}}},
{{"Out", {"Out"}}}, attrs);
paddle::platform::CPUDeviceContext ctx(place);
recv_op->Run(scope, ctx);
}

TEST(SendRecvBenchmark, CPU) {
std::thread server_thread(StartServerNet);
sleep(5); // wait server to start
// local net
paddle::framework::Scope scope;
paddle::platform::CPUPlace place;
InitTensorsInScope(scope, place);

paddle::framework::AttributeMap attrs;
attrs.insert({"endpoint", std::string("127.0.0.1:6174")});

auto send_op = paddle::framework::OpRegistry::CreateOp(
"send", {{"X", {"X"}}}, {{"Out", {"Out"}}}, attrs);
paddle::platform::CPUDeviceContext ctx(place);

for (int i = 0; i < benchmark_count; ++i) {
send_op->Run(scope, ctx);
}

recv_op.reset(); // dtor can shutdown and join server thread.
server_thread.join();
}
9 changes: 5 additions & 4 deletions paddle/operators/send_recv_op_test.cc
Original file line number Diff line number Diff line change
Expand Up @@ -12,9 +12,6 @@
See the License for the specific language governing permissions and
limitations under the License. */

// TODO(typhoonzero): add python bindings for this test as
// a RemoteOptimizer.

#include <unistd.h>
#include <string>
#include <thread>
Expand Down Expand Up @@ -97,7 +94,11 @@ void StartServerNet() {
recv_op = paddle::framework::OpRegistry::CreateOp(
"recv", {{"RX", {"x0", "x1"}}}, {{"Out", {"Out"}}}, attrs);
paddle::platform::CPUDeviceContext ctx(place);
recv_op->Run(scope, ctx);
while (1) {
recv_op->Run(scope, ctx);
// run once
break;
}
}

TEST(SendRecvOp, CPU) {
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