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- /**
- * Copyright 2019 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.
- */
- #ifndef MINDSPORE_CCSRC_MINDDATA_DATASET_UTIL_DATA_HELPER_H_
- #define MINDSPORE_CCSRC_MINDDATA_DATASET_UTIL_DATA_HELPER_H_
-
- #include <fstream>
- #include <iostream>
- #include <map>
- #include <memory>
- #include <sstream>
- #include <string>
- #include <unordered_map>
- #include <vector>
- #include <nlohmann/json.hpp>
-
- #include "minddata/dataset/core/constants.h"
- #include "minddata/dataset/core/data_type.h"
- #include "minddata/dataset/core/tensor.h"
- #include "minddata/dataset/core/tensor_shape.h"
- #include "utils/log_adapter.h"
- #include "minddata/dataset/util/path.h"
- #include "minddata/dataset/util/status.h"
-
- namespace mindspore {
- namespace dataset {
-
- /// \brief Simple class to do data manipulation, contains helper function to update json files in dataset
- class DataHelper {
- public:
- /// \brief constructor
- DataHelper() {}
-
- /// \brief Destructor
- ~DataHelper() = default;
-
- /// \brief Create an Album dataset while taking in a path to a image folder
- /// Creates the output directory if doesn't exist
- /// \param[in] in_dir Image folder directory that takes in images
- /// \param[in] out_dir Directory containing output json files
- Status CreateAlbum(const std::string &in_dir, const std::string &out_dir);
-
- /// \brief Update a json file field with a vector of integers
- /// \param in_file The input file name to read in
- /// \param key Key of field to write to
- /// \param value Value array to write to file
- /// \param out_file Optional input for output file path, will write to input file if not specified
- /// \return Status The error code return
- Status UpdateArray(const std::string &in_file, const std::string &key, const std::vector<std::string> &value,
- const std::string &out_file = "");
-
- /// \brief Update a json file field with a vector of type T values
- /// \param in_file The input file name to read in
- /// \param key Key of field to write to
- /// \param value Value array to write to file
- /// \param out_file Optional parameter for output file path, will write to input file if not specified
- /// \return Status The error code return
- template <typename T>
- Status UpdateArray(const std::string &in_file, const std::string &key, const std::vector<T> &value,
- const std::string &out_file = "") {
- try {
- Path in = Path(in_file);
- nlohmann::json js;
- if (in.Exists()) {
- std::ifstream in(in_file);
- MS_LOG(INFO) << "Filename: " << in_file << ".";
- in >> js;
- in.close();
- }
- js[key] = value;
- MS_LOG(INFO) << "Write outfile is: " << js << ".";
- if (out_file == "") {
- std::ofstream o(in_file, std::ofstream::trunc);
- o << js;
- o.close();
- } else {
- std::ofstream o(out_file, std::ofstream::trunc);
- o << js;
- o.close();
- }
- }
- // Catch any exception and convert to Status return code
- catch (const std::exception &err) {
- RETURN_STATUS_UNEXPECTED("Update json failed ");
- }
- return Status::OK();
- }
-
- /// \brief Update a json file field with a single value of of type T
- /// \param in_file The input file name to read in
- /// \param key Key of field to write to
- /// \param value Value to write to file
- /// \param out_file Optional parameter for output file path, will write to input file if not specified
- /// \return Status The error code return
- template <typename T>
- Status UpdateValue(const std::string &in_file, const std::string &key, const T &value,
- const std::string &out_file = "") {
- try {
- Path in = Path(in_file);
- nlohmann::json js;
- if (in.Exists()) {
- std::ifstream in(in_file);
- MS_LOG(INFO) << "Filename: " << in_file << ".";
- in >> js;
- in.close();
- }
- js[key] = value;
- MS_LOG(INFO) << "Write outfile is: " << js << ".";
- if (out_file == "") {
- std::ofstream o(in_file, std::ofstream::trunc);
- o << js;
- o.close();
- } else {
- std::ofstream o(out_file, std::ofstream::trunc);
- o << js;
- o.close();
- }
- }
- // Catch any exception and convert to Status return code
- catch (const std::exception &err) {
- RETURN_STATUS_UNEXPECTED("Update json failed ");
- }
- return Status::OK();
- }
-
- /// \brief Template function to write tensor to file
- /// \param[in] in_file File to write to
- /// \param[in] data Array of type T values
- /// \return Status The error code return
- template <typename T>
- Status WriteBinFile(const std::string &in_file, const std::vector<T> &data) {
- try {
- std::ofstream o(in_file, std::ios::binary | std::ios::out);
- if (!o.is_open()) {
- RETURN_STATUS_UNEXPECTED("Error opening Bin file to write");
- }
- size_t length = data.size();
- o.write(reinterpret_cast<const char *>(&data[0]), std::streamsize(length * sizeof(T)));
- o.close();
- }
- // Catch any exception and convert to Status return code
- catch (const std::exception &err) {
- RETURN_STATUS_UNEXPECTED("Write bin file failed ");
- }
- return Status::OK();
- }
-
- /// \brief Write pointer to bin, use pointer to avoid memcpy
- /// \param[in] in_file File name to write to
- /// \param[in] data Pointer to data
- /// \param[in] length Length of values to write from pointer
- /// \return Status The error code return
- template <typename T>
- Status WriteBinFile(const std::string &in_file, T *data, size_t length) {
- try {
- std::ofstream o(in_file, std::ios::binary | std::ios::out);
- if (!o.is_open()) {
- RETURN_STATUS_UNEXPECTED("Error opening Bin file to write");
- }
- o.write(reinterpret_cast<const char *>(data), std::streamsize(length * sizeof(T)));
- o.close();
- }
- // Catch any exception and convert to Status return code
- catch (const std::exception &err) {
- RETURN_STATUS_UNEXPECTED("Write bin file failed ");
- }
- return Status::OK();
- }
-
- /// \brief Helper function to copy content of a tensor to buffer
- /// \note This function iterates over the tensor in bytes, since
- /// \param[in] input The tensor to copy value from
- /// \param[out] addr The address to copy tensor data to
- /// \param[in] buffer_size The buffer size of addr
- /// \return The size of the tensor (bytes copied
- size_t DumpTensor(const std::shared_ptr<Tensor> &input, void *addr, const size_t &buffer_size);
-
- /// \brief Helper function to delete key in json file
- /// note This function will return okay even if key not found
- /// \param[in] in_file Json file to remove key from
- /// \param[in] key The key to remove
- /// \return Status The error code return
- Status RemoveKey(const std::string &in_file, const std::string &key, const std::string &out_file = "");
-
- /// \brief A print method typically used for debugging
- /// \param out - The output stream to write output to
- void Print(std::ostream &out) const;
-
- /// \brief << Stream output operator overload
- /// \notes This allows you to write the debug print info using stream operators
- /// \param out Reference to the output stream being overloaded
- /// \param ds Reference to the DataSchema to display
- /// \return The output stream must be returned
- friend std::ostream &operator<<(std::ostream &out, const DataHelper &dh) {
- dh.Print(out);
- return out;
- }
- };
- } // namespace dataset
- } // namespace mindspore
-
- #endif // MINDSPORE_CCSRC_MINDDATA_DATASET_UTIL_DATA_HELPER_H_
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