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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_DEBUG_TENSOR_LOAD_H_
- #define MINDSPORE_CCSRC_DEBUG_TENSOR_LOAD_H_
-
- #include <memory>
- #include <vector>
- #include <map>
- #include <mutex>
- #include <tuple>
- #include <string>
- #include <utility>
- #include "debug/tensor_data.h"
- #include "debug/data_dump/dump_json_parser.h"
- #include "ir/dtype.h"
- namespace mindspore {
- class TensorLoader {
- public:
- TensorLoader() : iter_num(-1) {}
-
- ~TensorLoader() { EmptyTensor(); }
-
- void MoveTensorCurrentToPrev(std::string tensor_name) {
- auto handle = tensor_list_map.extract(tensor_name);
- if (!handle.empty()) {
- MS_LOG(INFO) << "Moving " << tensor_name << " from current map to previous map";
- prev_tensor_list_map.insert(std::move(handle));
- }
- }
-
- void SwapCurrentPrev() { tensor_list_map.swap(prev_tensor_list_map); }
-
- bool TensorExistsInCurrent(std::string tensor_name) {
- return tensor_list_map.find(tensor_name) != tensor_list_map.end();
- }
-
- // only parameters will return true
- bool PrevTensorExistsInCurrent(std::string tensor_name) { return TensorExistsInCurrent(tensor_name + ":prev"); }
-
- void MoveParametersCurrentToPrev() {
- MS_LOG(INFO) << "Moving parameters from current map to previous map";
- auto iter = tensor_list_map.begin();
- while (iter != tensor_list_map.end()) {
- auto key = iter->first;
- if (PrevTensorExistsInCurrent(key)) {
- // :prev tensor only exists for parameter. Move it to prev
- ++iter;
- MoveTensorCurrentToPrev(key);
- } else {
- ++iter;
- }
- }
- }
-
- bool IsPrevTensor(std::string tensor_name) {
- const std::string suffix = ":prev";
- if (tensor_name.length() <= suffix.length()) return false;
- return std::equal(suffix.rbegin(), suffix.rend(), tensor_name.rbegin());
- }
-
- bool LoadNewTensor(std::shared_ptr<TensorData> tensor, bool keep_prev) {
- std::lock_guard<std::mutex> lg(lock_);
- if (keep_prev) {
- // add prev step tensor into current step map with ":prev" suffix
- auto handle = prev_tensor_list_map.extract(tensor->GetName());
- if (!handle.empty()) {
- handle.key() = tensor->GetName() + ":prev";
- tensor_list_map.insert(std::move(handle));
- }
- }
- tensor_list_map[tensor->GetName()] = tensor; // use [] instead of insert to ensure latest value
- auto node_name = tensor->GetName();
- node_name = node_name.substr(0, node_name.find_first_of(":"));
- node_tensor_map.insert({node_name, tensor});
- return true;
- }
-
- std::vector<std::shared_ptr<TensorData>> GetTensor() {
- std::vector<std::shared_ptr<TensorData>> tensor_list;
- for (auto &it : tensor_list_map) {
- if (!IsPrevTensor(it.first)) tensor_list.push_back(it.second);
- }
- return tensor_list;
- }
-
- std::shared_ptr<TensorData> GetTensor(const std::string &tensor_name) {
- auto iter = tensor_list_map.find(tensor_name);
- if (iter != tensor_list_map.end()) return iter->second;
- return nullptr;
- }
-
- uint32_t GetIterNum() { return iter_num; }
-
- std::map<std::string, std::shared_ptr<TensorData>> GetTensorMap() { return tensor_list_map; }
-
- std::shared_ptr<TensorData> GetPrevTensor(const std::string &tensor_name) {
- if (tensor_list_map.find(tensor_name + ":prev") != tensor_list_map.end()) {
- return tensor_list_map[tensor_name + ":prev"];
- }
- return nullptr;
- }
-
- std::vector<std::shared_ptr<TensorData>> GetNodeTensorMap(std::string node_name) {
- std::vector<std::shared_ptr<TensorData>> tensors;
- for (auto itr = node_tensor_map.begin(); itr != node_tensor_map.end(); itr++) {
- if (itr->first == node_name) {
- tensors.push_back(itr->second);
- }
- }
- return tensors;
- }
-
- void SearchTensors(const std::vector<std::string> &search_list,
- std::vector<std::tuple<std::string, std::shared_ptr<TensorData>>> *result_list) {
- for (auto i : search_list) {
- std::map<std::string, std::shared_ptr<TensorData>>::iterator iter;
- iter = tensor_list_map.find(i);
- if (iter != tensor_list_map.end()) {
- result_list->push_back(std::make_tuple(i, iter->second));
- } else {
- result_list->push_back(std::make_tuple(i, nullptr));
- }
- }
- }
-
- void EmptyTensor() {
- std::lock_guard<std::mutex> lg(lock_);
- prev_tensor_list_map.clear();
- node_tensor_map.clear();
- tensor_list_map.swap(prev_tensor_list_map);
- }
-
- void EmptyPrevTensor() { prev_tensor_list_map.clear(); }
-
- void EmptyCurrentTensor() {
- tensor_list_map.clear();
- node_tensor_map.clear();
- }
-
- void set_iter_num(uint32_t iter_num) { this->iter_num = iter_num; }
-
- bool DumpTensorToFile(const std::string &tensor_name, bool trans_flag, const std::string &filepath,
- const std::string &host_fmt, const std::vector<int64_t> &host_shape, TypeId host_type,
- TypeId addr_type_id, const std::string &addr_format, size_t slot) const {
- if (filepath.empty()) {
- MS_LOG(ERROR) << "Dump file path is null!";
- return false;
- }
- std::string shape = "shape";
- if (host_shape.size()) {
- for (auto &value : host_shape) {
- shape = shape + '_' + std::to_string(value);
- }
- } else {
- shape = shape + "_0";
- }
- std::string file_extension = ".bin";
- std::string path = "";
- if (trans_flag) {
- path = filepath + '_' + shape + '_' + TypeIdLabel(host_type) + '_' + host_fmt + file_extension;
- } else {
- path = filepath + '_' + shape + '_' + TypeIdToType(addr_type_id)->ToString() + '_' + addr_format + file_extension;
- }
-
- MS_LOG(INFO) << "Dump path is " << path;
-
- std::string tensor_loader_name = tensor_name + ":" + std::to_string(slot);
- auto iter = tensor_list_map.find(tensor_loader_name);
- if (iter != tensor_list_map.end()) {
- std::shared_ptr<TensorData> node = iter->second;
- mindspore::tensor::TensorPtr out_tensor = node->GetTensor();
- size_t host_size = out_tensor->data().nbytes();
-
- return DumpJsonParser::DumpToFile(path, out_tensor->data_c(), host_size);
- }
- MS_LOG(INFO) << "Tensor name:" << tensor_name << " not found in tensor_list_map";
- return true;
- }
-
- private:
- std::map<std::string, std::shared_ptr<TensorData>> tensor_list_map;
- std::multimap<std::string, std::shared_ptr<TensorData>> node_tensor_map;
- std::map<std::string, std::shared_ptr<TensorData>> prev_tensor_list_map;
- uint32_t iter_num;
- std::mutex lock_;
- };
- } // namespace mindspore
- #endif // MINDSPORE_CCSRC_DEBUG_TENSOR_LOAD_H_
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