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kernel_runtime.h 7.5 kB

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  1. /**
  2. * Copyright 2019-2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #ifndef MINDSPORE_CCSRC_RUNTIME_DEVICE_KERNEL_RUNTIME_H_
  17. #define MINDSPORE_CCSRC_RUNTIME_DEVICE_KERNEL_RUNTIME_H_
  18. #include <vector>
  19. #include <memory>
  20. #include <string>
  21. #include <map>
  22. #include <unordered_set>
  23. #include "runtime/device/device_address.h"
  24. #include "ir/tensor.h"
  25. #include "utils/convert_utils.h"
  26. #ifdef ENABLE_DEBUGGER
  27. #include "debug/debugger/debugger.h"
  28. #endif
  29. #include "backend/session/kernel_graph.h"
  30. #include "backend/session/anf_runtime_algorithm.h"
  31. #include "backend/kernel_compiler/kernel.h"
  32. #include "utils/ms_context.h"
  33. #include "runtime/device/memory_manager.h"
  34. #include "runtime/device/executor/dynamic_kernel.h"
  35. using mindspore::tensor::Tensor;
  36. using std::vector;
  37. using TensorPtr = std::shared_ptr<Tensor>;
  38. using mindspore::kernel::AddressPtr;
  39. using AddressPtrList = std::vector<mindspore::kernel::AddressPtr>;
  40. namespace mindspore {
  41. #ifndef ENABLE_DEBUGGER
  42. class Debugger;
  43. #endif
  44. namespace device {
  45. class KernelRuntime {
  46. public:
  47. KernelRuntime() = default;
  48. virtual ~KernelRuntime();
  49. virtual bool Init() = 0;
  50. virtual void AssignMemory(session::KernelGraph *graph);
  51. void RunOpAssignMemory(const std::vector<tensor::TensorPtr> &input_tensors, session::KernelGraph *graph);
  52. void RunOpClearMemory(const session::KernelGraph *graph);
  53. static bool DumpDataEnabled();
  54. static bool DumpDataEnabledIteration();
  55. virtual bool LoadData(session::KernelGraph *graph);
  56. virtual bool Load(session::KernelGraph *graph, bool is_task_sink);
  57. virtual bool Run(session::KernelGraph *graph, bool is_task_sink) = 0;
  58. virtual bool GenDynamicKernel(const session::KernelGraph *graph) = 0;
  59. virtual bool RunDynamicKernelAsync(const session::KernelGraph *graph) = 0;
  60. bool LaunchKernel(const session::KernelGraph *graph);
  61. bool LaunchTaskBasedOnSingleKernel(kernel::KernelModPtr kernel_mod_ptr, const AddressPtrList &kernel_inputs,
  62. const AddressPtrList &kernel_outputs,
  63. const AddressPtrList &kernel_workspaces) const;
  64. virtual void AssignStaticMemoryInput(const session::KernelGraph *graph);
  65. virtual void AssignStaticMemoryValueNode(session::KernelGraph *graph);
  66. virtual void SyncValueNodeDeviceAddr(session::KernelGraph *graph);
  67. virtual void CleanValueNodeDeviceAddr(session::KernelGraph *graph);
  68. virtual void ClearGraphRuntimeResource(uint32_t graph_id, const std::vector<AnfNodePtr> &inputs,
  69. const std::unordered_set<ValueNodePtr> &value_nodes,
  70. const std::vector<CNodePtr> &execution_order);
  71. virtual void ClearOutputAddress(const std::vector<AnfNodePtr> &inputs,
  72. const std::unordered_set<ValueNodePtr> &value_nodes,
  73. const std::vector<CNodePtr> &execution_order);
  74. virtual bool SyncStream() = 0;
  75. virtual bool MemcpyAsync(void *dst, const void *src, uint64_t size, int32_t kind) = 0;
  76. virtual void ClearGlobalIdleMem() {}
  77. virtual void CreateContext() {}
  78. virtual void SetContext() {}
  79. virtual void *context() const { return nullptr; }
  80. uint8_t *MallocMem(MemType type, size_t size, const DeviceAddressPtr &address) {
  81. return mem_manager_->MallocMem(type, size, address);
  82. }
  83. static void GenLaunchArgs(const mindspore::kernel::KernelMod &kernel_mod, const AnfNodePtr &kernel,
  84. AddressPtrList *kernel_inputs, AddressPtrList *kernel_workspaces,
  85. AddressPtrList *kernel_outputs);
  86. // for GPU and D to impl
  87. virtual void ReleaseDeviceRes() {}
  88. void set_device_id(uint32_t device_id) { device_id_ = device_id; }
  89. uint32_t device_id() { return device_id_; }
  90. DeviceAddressPtr AssignSingleOpLaunchMemory(size_t size, const std::string &format, TypeId type);
  91. // set debugger
  92. void SetDebugger() {
  93. #if !defined(_WIN32) && !defined(_WIN64)
  94. debugger_ = Debugger::GetInstance();
  95. #endif
  96. }
  97. virtual void PreInit() {}
  98. virtual uint64_t GetAvailableMemMaxSize() const { return 0; }
  99. void AddBufferPtr(std::shared_ptr<char[]> ptr) { buffer_ptrs_.push_back(ptr); }
  100. void FreeAndClearBufferPtrs() { buffer_ptrs_.clear(); }
  101. protected:
  102. virtual DeviceAddressPtr CreateDeviceAddress(void *device_ptr, size_t device_size, const string &format,
  103. TypeId type_id) = 0;
  104. virtual bool NodeOutputDeviceAddressExist(const AnfNodePtr &node, size_t index);
  105. virtual bool KernelMemNotReuse(const AnfNodePtr &node);
  106. void AssignStaticMemory(session::KernelGraph *graph);
  107. void AssignDynamicMemory(session::KernelGraph *graph);
  108. void ReuseAssignDynamicMemory(session::KernelGraph *graph);
  109. void AssignNodeOutputMem(MemType type, const AnfNodePtr &node, int index);
  110. void AssignWorkSpaceMem(MemType type, const AnfNodePtr &node);
  111. void AssignReuseWorkSpaceMem(const AnfNodePtr &node);
  112. void UpdateRefNodeOutputMem(const session::KernelGraph *graph);
  113. void AssignCommunicationNodeOutputMem(MemType type, const AnfNodePtr &node);
  114. void AssignCommunicationNodeInputMem(MemType type, const AnfNodePtr &node);
  115. void AssignCommunicationNodeMem(MemType type, const AnfNodePtr &node);
  116. virtual void KernelLaunchProfiling(const std::string &kernel_name) {}
  117. private:
  118. void AssignStaticMemoryOutput(const session::KernelGraph *graph);
  119. bool LaunchKernelMod(const session::KernelGraph &graph);
  120. static void GenAddrCleanLaunchArgs(const CNodePtr &cnode, AddressPtrList *kernel_inputs);
  121. size_t CountNodeDeviceMemorySize(const AnfNodePtr &node, size_t output_index);
  122. void RunOpAssignInputMemory(const std::vector<tensor::TensorPtr> &input_tensors, const session::KernelGraph *graph);
  123. void RunOpAssignOutputMemory(const AnfNodePtr &kernel);
  124. void RunOpAssignWorkSpaceMemory(const AnfNodePtr &kernel);
  125. void RunOpAssignOutputNodeMemory(const ValuePtr &pre_output_value, session::KernelGraph *graph);
  126. void AssignValueNodeTensor(const ValueNodePtr &value_node, const ValuePtr &node_value, size_t output_idx);
  127. DeviceAddressPtr PreAssignCNodeMemory(const AnfNodePtr &anf_node, size_t index);
  128. #if (ENABLE_CPU && (ENABLE_D || ENABLE_GPU))
  129. void GetFirstPSEmbeddingCache(const session::KernelGraph *graph, AnfNodePtr *first_cache_input_index,
  130. size_t *first_cache_size);
  131. void CheckIfSupportPSEmbeddingCache(const session::KernelGraph *graph);
  132. void CheckSparsePSEmbeddingCache(const CNodePtr &node);
  133. #endif
  134. protected:
  135. uint32_t device_id_{0};
  136. #if !defined(_WIN32) && !defined(_WIN64)
  137. std::shared_ptr<Debugger> debugger_;
  138. #endif
  139. void *stream_ = nullptr;
  140. std::shared_ptr<MemoryManager> mem_manager_{nullptr};
  141. std::map<uint32_t, std::vector<DynamicKernelPtr>> graph_dynamic_kernel_map_;
  142. std::vector<std::shared_ptr<char[]>> buffer_ptrs_ = {};
  143. };
  144. using KernelRuntimePtr = std::shared_ptr<KernelRuntime>;
  145. } // namespace device
  146. } // namespace mindspore
  147. #endif // MINDSPORE_CCSRC_RUNTIME_DEVICE_KERNEL_RUNTIME_H_