提交 0cafe390 编写于 作者: Y Yancey1989

run prefetch prog on server

上级 dd75fbde
......@@ -5,5 +5,5 @@ if(WITH_DISTRIBUTE)
set_source_files_properties(serde_test.cc grpc_server_test.cc PROPERTIES COMPILE_FLAGS ${DISTRIBUTE_COMPILE_FLAGS})
cc_test(serde_test SRCS serde_test.cc variable_response.cc DEPS grpc++_unsecure grpc_unsecure gpr
cares zlib protobuf sendrecvop_grpc)
cc_test(grpc_server_test SRCS grpc_server_test.cc DEPS sendrecvop_grpc grpc++_unsecure grpc_unsecure gpr cares zlib protobuf)
cc_test(grpc_server_test SRCS grpc_server_test.cc DEPS sendrecvop_grpc grpc++_unsecure grpc_unsecure gpr cares zlib protobuf executor proto_desc lookup_table_op)
endif()
......@@ -136,7 +136,7 @@ bool RPCClient::AsyncPrefetchVariable(const std::string& ep,
auto* var = p_scope->FindVar(in_var_name_val);
::grpc::ByteBuffer req;
SerializeToByteBuffer(in_var_name_val, var, *p_ctx, &req);
SerializeToByteBuffer(in_var_name_val, var, *p_ctx, &req, out_var_name_val);
// var handle
VarHandle var_h;
......
......@@ -157,9 +157,12 @@ class RequestPrefetch final : public RequestBase {
virtual void Process() {
// prefetch process...
::grpc::ByteBuffer reply;
// TODO(Yancey1989): execute the Block which containers prefetch ops
VLOG(3) << "RequestPrefetch Process in";
executor_->Run(*program_, scope_, blkid_, false, false);
std::string var_name = request_.out_varname();
auto* var = scope_->FindVar(var_name);
SerializeToByteBuffer(var_name, var, *dev_ctx_, &reply);
responder_.Finish(reply, ::grpc::Status::OK, this);
status_ = FINISH;
......
......@@ -20,43 +20,106 @@ limitations under the License. */
#include "paddle/fluid/operators/detail/grpc_client.h"
#include "paddle/fluid/operators/detail/grpc_server.h"
#include "paddle/fluid/framework/op_registry.h"
#include "paddle/fluid/framework/operator.h"
namespace framework = paddle::framework;
namespace platform = paddle::platform;
namespace detail = paddle::operators::detail;
USE_OP(lookup_table);
std::unique_ptr<detail::AsyncGRPCServer> rpc_service_;
framework::BlockDesc* AppendPrefetchBlcok(framework::ProgramDesc& program) {
const auto &root_block = program.Block(0);
auto *block= program.AppendBlock(root_block);
framework::VariableNameMap input({{"W", {"w"}}, {"Ids", {"ids"}}});
framework::VariableNameMap output({{"Output", {"out"}}});
auto op = block->AppendOp();
op->SetType("lookup_table");
op->SetInput("W", {"w"});
op->SetInput("Ids", {"ids"});
op->SetOutput("Out", {"out"});
return block;
}
void InitTensorsInScope(framework::Scope &scope, platform::CPUPlace &place) {
auto w_var = scope.Var("w");
auto w = w_var->GetMutable<framework::LoDTensor>();
w->Resize({10, 10});
float *ptr = w->mutable_data<float>(place);
for (int64_t i = 0; i < w->numel(); ++i) {
ptr[i] = static_cast<float>(i/10);
}
auto out_var = scope.Var("out");
auto out = out_var->GetMutable<framework::LoDTensor>();
out->Resize({5, 10});
out->mutable_data<float>(place);
auto ids_var = scope.Var("ids");
auto ids = ids_var->GetMutable<framework::LoDTensor>();
ids->Resize({5, 1});
auto ids_ptr = ids->mutable_data<int64_t>(place);
for (int64_t i = 0; i < ids->numel(); ++i) {
ids_ptr[i] = i * 2;
}
}
void StartServer(const std::string& endpoint) {
rpc_service_.reset(new detail::AsyncGRPCServer(endpoint));
framework::ProgramDesc program;
framework::Scope scope;
platform::CPUPlace place;
framework::Executor exe(place);
platform::CPUDeviceContext ctx(place);
auto* block = AppendPrefetchBlcok(program);
InitTensorsInScope(scope, place);
rpc_service_->SetProgram(&program);
rpc_service_->SetPrefetchBlkdId(block->ID());
rpc_service_->SetDevCtx(&ctx);
rpc_service_->SetScope(&scope);
rpc_service_->SetExecutor(&exe);
rpc_service_->RunSyncUpdate();
}
TEST(PREFETCH, CPU) {
// start up a server instance backend
// TODO(Yancey1989): Need to start a server with optimize blocks and
// prefetch blocks.
std::thread server_thread(StartServer, "127.0.0.1:8889");
sleep(3);
framework::Scope scope;
platform::CPUPlace place;
platform::CPUDeviceContext ctx(place);
// create var on local scope
std::string in_var_name("in");
InitTensorsInScope(scope, place);
std::string in_var_name("ids");
std::string out_var_name("out");
auto* in_var = scope.Var(in_var_name);
auto* in_tensor = in_var->GetMutable<framework::LoDTensor>();
in_tensor->Resize({10, 10});
VLOG(3) << "before mutable_data";
in_tensor->mutable_data<int>(place);
scope.Var(out_var_name);
VLOG(3) << "before fetch";
detail::RPCClient client;
client.AsyncPrefetchVariable("127.0.0.1:8889", ctx, scope, in_var_name,
out_var_name);
client.Wait();
auto out_var = scope.Var(out_var_name);
auto out = out_var->Get<framework::LoDTensor>();
auto out_ptr = out.data<float>();
rpc_service_->ShutDown();
server_thread.join();
rpc_service_.reset(nullptr);
EXPECT_EQ(out.dims().size(), 2);
EXPECT_EQ(out_ptr[0], static_cast<float>(0));
EXPECT_EQ(out_ptr[0 + 1 * out.dims()[1]], static_cast<float>(2));
EXPECT_EQ(out_ptr[0 + 2 * out.dims()[1]], static_cast<float>(4));
EXPECT_EQ(out_ptr[0 + 3 * out.dims()[1]], static_cast<float>(6));
EXPECT_EQ(out_ptr[0 + 4 * out.dims()[1]], static_cast<float>(8));
}
......@@ -67,6 +67,8 @@ message VariableMessage {
bytes serialized = 8;
// selected_rows data
bytes rows = 9;
// prefetch var name
string out_varname = 10;
}
message VoidMessage {}
......@@ -28,7 +28,8 @@ namespace detail {
void SerializeToByteBuffer(const std::string& name, framework::Variable* var,
const platform::DeviceContext& ctx,
::grpc::ByteBuffer* msg) {
::grpc::ByteBuffer* msg,
const std::string& out_name) {
using VarMsg = sendrecv::VariableMessage;
sendrecv::VariableMessage request;
std::string header;
......@@ -50,6 +51,9 @@ void SerializeToByteBuffer(const std::string& name, framework::Variable* var,
e.WriteUint64(VarMsg::kTypeFieldNumber, 1);
}
if (!out_name.empty()) {
e.WriteString(VarMsg::kOutVarnameFieldNumber, out_name);
}
switch (framework::ToVarType(var->Type())) {
case framework::proto::VarType_Type_LOD_TENSOR: {
auto tensor = var->Get<framework::LoDTensor>();
......
......@@ -46,7 +46,8 @@ typedef void (*DestroyCallback)(void*);
void SerializeToByteBuffer(const std::string& name, framework::Variable* var,
const platform::DeviceContext& ctx,
::grpc::ByteBuffer* msg);
::grpc::ByteBuffer* msg,
const std::string& out_varname = std::string());
void DeserializeFromByteBuffer(const ::grpc::ByteBuffer& msg,
const platform::DeviceContext& ctx,
......
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