mindspore/serving/cpp_example/ms_client.cc

324 lines
9.0 KiB
C++

/**
* Copyright 2020 Huawei Technologies Co., Ltd
*
* 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.
*/
#include <grpcpp/grpcpp.h>
#include <iostream>
#include <vector>
#include <string>
#include <fstream>
#include "./ms_service.grpc.pb.h"
using grpc::Channel;
using grpc::ClientContext;
using grpc::Status;
using ms_serving::MSService;
using ms_serving::PredictReply;
using ms_serving::PredictRequest;
using ms_serving::Tensor;
using ms_serving::TensorShape;
enum TypeId : int {
kTypeUnknown = 0,
kMetaTypeBegin = kTypeUnknown,
kMetaTypeType, // Type
kMetaTypeAnything,
kMetaTypeObject,
kMetaTypeTypeType, // TypeType
kMetaTypeProblem,
kMetaTypeExternal,
kMetaTypeNone,
kMetaTypeNull,
kMetaTypeEllipsis,
kMetaTypeEnd,
//
// Object types
//
kObjectTypeBegin = kMetaTypeEnd,
kObjectTypeNumber,
kObjectTypeString,
kObjectTypeList,
kObjectTypeTuple,
kObjectTypeSlice,
kObjectTypeKeyword,
kObjectTypeTensorType,
kObjectTypeClass,
kObjectTypeDictionary,
kObjectTypeFunction,
kObjectTypeJTagged,
kObjectTypeSymbolicKeyType,
kObjectTypeEnvType,
kObjectTypeRefKey,
kObjectTypeRef,
kObjectTypeEnd,
//
// Number Types
//
kNumberTypeBegin = kObjectTypeEnd,
kNumberTypeBool,
kNumberTypeInt,
kNumberTypeInt8,
kNumberTypeInt16,
kNumberTypeInt32,
kNumberTypeInt64,
kNumberTypeUInt,
kNumberTypeUInt8,
kNumberTypeUInt16,
kNumberTypeUInt32,
kNumberTypeUInt64,
kNumberTypeFloat,
kNumberTypeFloat16,
kNumberTypeFloat32,
kNumberTypeFloat64,
kNumberTypeEnd
};
std::string RealPath(const char *path) {
if (path == nullptr) {
std::cout << "path is nullptr";
return "";
}
if ((strlen(path)) >= PATH_MAX) {
std::cout << "path is too long";
return "";
}
std::shared_ptr<char> resolvedPath(new (std::nothrow) char[PATH_MAX]{0});
if (resolvedPath == nullptr) {
std::cout << "new resolvedPath failed";
return "";
}
auto ret = realpath(path, resolvedPath.get());
if (ret == nullptr) {
std::cout << "realpath failed";
return "";
}
return resolvedPath.get();
}
char *ReadFile(const char *file, size_t *size) {
if (file == nullptr) {
std::cout << "file is nullptr" << std::endl;
return nullptr;
}
if (size == nullptr) {
std::cout << "size should not be nullptr" << std::endl;
return nullptr;
}
std::ifstream ifs(RealPath(file));
if (!ifs.good()) {
std::cout << "file: " << file << "is not exist";
return nullptr;
}
if (!ifs.is_open()) {
std::cout << "file: " << file << "open failed";
return nullptr;
}
ifs.seekg(0, std::ios::end);
*size = ifs.tellg();
std::unique_ptr<char> buf(new (std::nothrow) char[*size]);
if (buf == nullptr) {
std::cout << "malloc buf failed, file: " << file;
ifs.close();
return nullptr;
}
ifs.seekg(0, std::ios::beg);
ifs.read(buf.get(), *size);
ifs.close();
return buf.release();
}
const std::map<TypeId, ms_serving::DataType> id2type_map{
{TypeId::kNumberTypeBegin, ms_serving::MS_UNKNOWN}, {TypeId::kNumberTypeBool, ms_serving::MS_BOOL},
{TypeId::kNumberTypeInt8, ms_serving::MS_INT8}, {TypeId::kNumberTypeUInt8, ms_serving::MS_UINT8},
{TypeId::kNumberTypeInt16, ms_serving::MS_INT16}, {TypeId::kNumberTypeUInt16, ms_serving::MS_UINT16},
{TypeId::kNumberTypeInt32, ms_serving::MS_INT32}, {TypeId::kNumberTypeUInt32, ms_serving::MS_UINT32},
{TypeId::kNumberTypeInt64, ms_serving::MS_INT64}, {TypeId::kNumberTypeUInt64, ms_serving::MS_UINT64},
{TypeId::kNumberTypeFloat16, ms_serving::MS_FLOAT16}, {TypeId::kNumberTypeFloat32, ms_serving::MS_FLOAT32},
{TypeId::kNumberTypeFloat64, ms_serving::MS_FLOAT64},
};
int WriteFile(const void *buf, size_t size) {
auto fd = fopen("output.json", "a+");
if (fd == NULL) {
std::cout << "fd is null and open file fail" << std::endl;
return 0;
}
fwrite(buf, size, 1, fd);
fclose(fd);
return 0;
}
PredictRequest ReadBertInput() {
size_t size;
auto buf = ReadFile("input206.json", &size);
if (buf == nullptr) {
std::cout << "read file failed" << std::endl;
return PredictRequest();
}
PredictRequest request;
auto cur = buf;
while (size > 0) {
if (request.data_size() == 4) {
break;
}
Tensor data;
TensorShape shape;
// set type
int type = *(reinterpret_cast<int *>(cur));
cur = cur + sizeof(int);
size = size - sizeof(int);
ms_serving::DataType dataType = id2type_map.at(TypeId(type));
data.set_tensor_type(dataType);
// set shape
size_t dims = *(reinterpret_cast<size_t *>(cur));
cur = cur + sizeof(size_t);
size = size - sizeof(size_t);
for (size_t i = 0; i < dims; i++) {
int dim = *(reinterpret_cast<int *>(cur));
shape.add_dims(dim);
cur = cur + sizeof(int);
size = size - sizeof(int);
}
*data.mutable_tensor_shape() = shape;
// set data
size_t data_len = *(reinterpret_cast<size_t *>(cur));
cur = cur + sizeof(size_t);
size = size - sizeof(size_t);
data.set_data(cur, data_len);
cur = cur + data_len;
size = size - data_len;
*request.add_data() = data;
}
return request;
}
class MSClient {
public:
explicit MSClient(std::shared_ptr<Channel> channel) : stub_(MSService::NewStub(channel)) {}
~MSClient() = default;
std::string Predict(const std::string &type) {
// Data we are sending to the server.
PredictRequest request;
if (type == "add") {
Tensor data;
TensorShape shape;
shape.add_dims(1);
shape.add_dims(1);
shape.add_dims(2);
shape.add_dims(2);
*data.mutable_tensor_shape() = shape;
data.set_tensor_type(ms_serving::MS_FLOAT32);
std::vector<float> input_data{1.1, 2.1, 3.1, 4.1};
data.set_data(input_data.data(), input_data.size());
*request.add_data() = data;
*request.add_data() = data;
} else if (type == "bert") {
request = ReadBertInput();
} else {
std::cout << "type only support bert or add, but input is " << type << std::endl;
}
std::cout << "intput tensor size is " << request.data_size() << std::endl;
// Container for the data we expect from the server.
PredictReply reply;
// Context for the client. It could be used to convey extra information to
// the server and/or tweak certain RPC behaviors.
ClientContext context;
// The actual RPC.
Status status = stub_->Predict(&context, request, &reply);
for (int i = 0; i < reply.result_size(); i++) {
WriteFile(reply.result(i).data().data(), reply.result(i).data().size());
}
std::cout << "the return result size is " << reply.result_size() << std::endl;
// Act upon its status.
if (status.ok()) {
return "RPC OK";
} else {
std::cout << status.error_code() << ": " << status.error_message() << std::endl;
return "RPC failed";
}
}
private:
std::unique_ptr<MSService::Stub> stub_;
};
int main(int argc, char **argv) {
// Instantiate the client. It requires a channel, out of which the actual RPCs
// are created. This channel models a connection to an endpoint specified by
// the argument "--target=" which is the only expected argument.
// We indicate that the channel isn't authenticated (use of
// InsecureChannelCredentials()).
std::string target_str;
std::string arg_target_str("--target");
std::string type;
std::string arg_type_str("--type");
if (argc > 2) {
{
// parse target
std::string arg_val = argv[1];
size_t start_pos = arg_val.find(arg_target_str);
if (start_pos != std::string::npos) {
start_pos += arg_target_str.size();
if (arg_val[start_pos] == '=') {
target_str = arg_val.substr(start_pos + 1);
} else {
std::cout << "The only correct argument syntax is --target=" << std::endl;
return 0;
}
} else {
target_str = "localhost:5500";
}
}
{
// parse type
std::string arg_val2 = argv[2];
size_t start_pos = arg_val2.find(arg_type_str);
if (start_pos != std::string::npos) {
start_pos += arg_type_str.size();
if (arg_val2[start_pos] == '=') {
type = arg_val2.substr(start_pos + 1);
} else {
std::cout << "The only correct argument syntax is --target=" << std::endl;
return 0;
}
} else {
type = "add";
}
}
} else {
target_str = "localhost:5500";
type = "add";
}
MSClient client(grpc::CreateChannel(target_str, grpc::InsecureChannelCredentials()));
std::string reply = client.Predict(type);
std::cout << "client received: " << reply << std::endl;
return 0;
}