|
123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323 |
- /**
- * 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;
- }
|