.. MindSpore documentation master file, created by
   sphinx-quickstart on Thu Mar 24 10:00:00 2020.
   You can adapt this file completely to your liking, but it should at least
   contain the root `toctree` directive.

MindSpore Lite API
=======================

MindSpore Lite API 支持情况汇总
--------------------------------------

+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| 类名                | 接口说明                                                                                                | C++ 接口                                                                                                                                                                                                                 | Python 接口                                                                                                                                                                                                                                                                                                                                                                |
+=====================+=========================================================================================================+==========================================================================================================================================================================================================================+============================================================================================================================================================================================================================================================================================================================================================================+
| Context             | 设置运行时的线程数                                                                                      | void SetThreadNum(int32_t thread_num)                                                                                                                                                                                    | `Context.cpu.thread_num <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                       |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 获取当前线程数设置                                                                                      | int32_t GetThreadNum() const                                                                                                                                                                                             | `Context.cpu.thread_num <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                       |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 设置运行时的算子并行推理数目                                                                            | void SetInterOpParallelNum(int32_t parallel_num)                                                                                                                                                                         | `Context.cpu.inter_op_parallel_num <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 获取当前算子并行数设置                                                                                  | int32_t GetInterOpParallelNum() const                                                                                                                                                                                    | `Context.cpu.inter_op_parallel_num <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             |   设置运行时的CPU绑核策略                                                                               | void SetThreadAffinity(int mode)                                                                                                                                                                                         | `Context.cpu.thread_affinity_mode <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                             |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 获取当前CPU绑核策略                                                                                     | int GetThreadAffinityMode() const                                                                                                                                                                                        | `Context.cpu.thread_affinity_mode <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                             |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 设置运行时的CPU绑核列表                                                                                 | void SetThreadAffinity(const std::vector<int> &core_list)                                                                                                                                                                | `Context.cpu.thread_affinity_core_list <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 获取当前CPU绑核列表                                                                                     | std::vector<int32_t> GetThreadAffinityCoreList() const                                                                                                                                                                   | `Context.cpu.thread_affinity_core_list <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 设置运行时是否支持并行                                                                                  | void SetEnableParallel(bool is_parallel)                                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 获取当前是否支持并行                                                                                    | bool GetEnableParallel() const                                                                                                                                                                                           |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 设置内置Delegate模式,以使用第三方AI框架辅助推理                                                        | void SetBuiltInDelegate(DelegateMode mode)                                                                                                                                                                               |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 获取当前内置Delegate模式                                                                                | DelegateMode GetBuiltInDelegate() const                                                                                                                                                                                  |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 设置Delegate,Delegate定义了用于支持第三方AI框架接入的代理                                              | set_delegate(const std::shared_ptr<AbstractDelegate> &delegate)                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 获取当前Delegate                                                                                        | std::shared_ptr<AbstractDelegate> get_delegate() const                                                                                                                                                                   |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 在多设备中,配置量化模型是否以浮点模式运行                                                              | void SetMultiModalHW(bool float_mode)                                                                                                                                                                                    |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 获取当前配置中,量化模型的运行模式                                                                      | bool GetMultiModalHW() const                                                                                                                                                                                             |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Context             | 修改该context下的DeviceInfoContext数组                                                                  | std::vector<std::shared_ptr<DeviceInfoContext>> &MutableDeviceInfo()                                                                                                                                                     | 封装在 `Context.target <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| DeviceInfoContext   | 获取该DeviceInfoContext的类型                                                                           | enum DeviceType GetDeviceType() const                                                                                                                                                                                    |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| DeviceInfoContext   | 将DeviceInfoContext转换为T类型的指针                                                                    | std::shared_ptr<T> Cast()                                                                                                                                                                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| DeviceInfoContext   | 设置设备生产商名                                                                                        | void SetProvider(const std::string &provider)                                                                                                                                                                            |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| DeviceInfoContext   | 获取设备的生产商名                                                                                      | std::string GetProvider() const                                                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| DeviceInfoContext   | 设置生产商设备名                                                                                        | void SetProviderDevice(const std::string &device)                                                                                                                                                                        |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| DeviceInfoContext   | 获取生产商设备名                                                                                        | std::string GetProviderDevice() const                                                                                                                                                                                    |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| DeviceInfoContext   | 设置内存管理器                                                                                          | void SetAllocator(const std::shared_ptr<Allocator> &allocator)                                                                                                                                                           |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| DeviceInfoContext   | 获取内存管理器                                                                                          | std::shared_ptr<Allocator> GetAllocator() const                                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| CPUDeviceInfo       | 获取该DeviceInfoContext的类型                                                                           | enum DeviceType GetDeviceType() const                                                                                                                                                                                    | `context.cpu <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                                  |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| CPUDeviceInfo       | 设置是否以FP16精度进行推理                                                                              | void SetEnableFP16(bool is_fp16)                                                                                                                                                                                         | `Context.cpu.precision_mode <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                   |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| CPUDeviceInfo       | 获取当前是否以FP16精度进行推理                                                                          | bool GetEnableFP16() const                                                                                                                                                                                               | `Context.cpu.precision_mode <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                   |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取该DeviceInfoContext的类型                                                                           | enum DeviceType GetDeviceType() const                                                                                                                                                                                    | `Context.gpu <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                                  |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 设置设备ID                                                                                              | void SetDeviceID(uint32_t device_id)                                                                                                                                                                                     | `Context.gpu.device_id <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取设备ID                                                                                              | uint32_t GetDeviceID() const                                                                                                                                                                                             | `Context.gpu.device_id <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取当前运行的RANK ID                                                                                   | int GetRankID() const                                                                                                                                                                                                    | `Context.gpu.rank_id <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                          |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取当前运行的GROUP SIZE                                                                                | int GetGroupSize() const                                                                                                                                                                                                 | `Context.gpu.group_size <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                       |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 设置推理时算子精度                                                                                      | void SetPrecisionMode(const std::string &precision_mode)                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取推理时算子精度                                                                                      | std::string GetPrecisionMode() const                                                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 设置是否以FP16精度进行推理                                                                              | void SetEnableFP16(bool is_fp16)                                                                                                                                                                                         | `Context.gpu.precision_mode <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                   |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取是否以FP16精度进行推理                                                                              | bool GetEnableFP16() const                                                                                                                                                                                               | `Context.gpu.precision_mode <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                   |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 设置是否绑定OpenGL纹理数据                                                                              | void SetEnableGLTexture(bool is_enable_gl_texture)                                                                                                                                                                       |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取是否绑定OpenGL纹理数据                                                                              | bool GetEnableGLTexture() const                                                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 设置指定OpenGL EGLContext                                                                               | void SetGLContext(void \*gl_context)                                                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取当前OpenGL EGLContext                                                                               | void \*GetGLContext() const                                                                                                                                                                                              |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 设置指定OpenGL EGLDisplay                                                                               | void SetGLDisplay(void \*gl_display)                                                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| GPUDeviceInfo       | 获取当前OpenGL EGLDisplay                                                                               | void \*GetGLDisplay() const                                                                                                                                                                                              |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取该DeviceInfoContext的类型                                                                           | enum DeviceType GetDeviceType() const                                                                                                                                                                                    | `Context.ascend <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                               |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置设备ID                                                                                              | void SetDeviceID(uint32_t device_id)                                                                                                                                                                                     | `Context.ascend.device_id <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                     |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取设备ID                                                                                              | uint32_t GetDeviceID() const                                                                                                                                                                                             | `Context.ascend.device_id <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                     |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置AIPP配置文件路径                                                                                    | void SetInsertOpConfigPath(const std::string &cfg_path)                                                                                                                                                                  |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取AIPP配置文件路径                                                                                    | std::string GetInsertOpConfigPath() const                                                                                                                                                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置模型输入format                                                                                      | void SetInputFormat(const std::string &format)                                                                                                                                                                           |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取模型输入format                                                                                      | std::string GetInputFormat() const                                                                                                                                                                                       |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置模型输入shape                                                                                       | void SetInputShape(const std::string &shape)                                                                                                                                                                             |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取模型输入shape                                                                                       | std::string GetInputShape() const                                                                                                                                                                                        |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置模型输入shape                                                                                       | void SetInputShapeMap(const std::map<int, std::vector <int>> &shape)                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取模型输入shape                                                                                       | std::map<int, std::vector <int>> GetInputShapeMap() const                                                                                                                                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置模型动态batch的挡位,支持个数范围[2, 100]                                                           | void SetDynamicBatchSize(const std::vector<size_t> &dynamic_batch_size)                                                                                                                                                  |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取已配置模型的动态batch                                                                               | std::string GetDynamicBatchSize() const                                                                                                                                                                                  |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置模型动态分辨率档位                                                                                  | void SetDynamicImageSize(const std::string &dynamic_image_size)                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取已配置模型的动态分辨率                                                                              | std::string GetDynamicImageSize() const                                                                                                                                                                                  |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置模型输出type                                                                                        | void SetOutputType(enum DataType output_type)                                                                                                                                                                            |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取模型输出type                                                                                        | enum DataType GetOutputType() const                                                                                                                                                                                      |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置模型精度模式                                                                                        | void SetPrecisionMode(const std::string &precision_mode)                                                                                                                                                                 | `Context.ascend.precision_mode <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取模型精度模式                                                                                        | std::string GetPrecisionMode() const                                                                                                                                                                                     | `Context.ascend.precision_mode <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context.target>`__                                                                                                                                                                                                                |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置算子实现方式                                                                                        | void SetOpSelectImplMode(const std::string &op_select_impl_mode)                                                                                                                                                         |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取已配置的算子选择模式                                                                                | std::string GetOpSelectImplMode() const                                                                                                                                                                                  |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置融合开关配置文件,可指定关闭特定融合规则                                                            | void SetFusionSwitchConfigPath(const std::string &cfg_path)                                                                                                                                                              |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取已配置的融合开关文件路径                                                                            | std::string GetFusionSwitchConfigPath() const                                                                                                                                                                            |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 设置缓存优化模式                                                                                        | void SetBufferOptimizeMode(const std::string &buffer_optimize_mode)                                                                                                                                                      |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| AscendDeviceInfo    | 获取缓存优化模式                                                                                        | std::string GetBufferOptimizeMode() const                                                                                                                                                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| KirinNPUDeviceInfo  | 获取该DeviceInfoContext的类型                                                                           | enum DeviceType GetDeviceType() const                                                                                                                                                                                    |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| KirinNPUDeviceInfo  | 设置是否以FP16精度进行推理                                                                              | void SetEnableFP16(bool is_fp16)                                                                                                                                                                                         |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| KirinNPUDeviceInfo  | 获取是否以FP16精度进行推理                                                                              | bool GetEnableFP16() const                                                                                                                                                                                               |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| KirinNPUDeviceInfo  | 设置NPU频率                                                                                             | void SetFrequency(int frequency)                                                                                                                                                                                         |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| KirinNPUDeviceInfo  | 获取NPU频率                                                                                             | int GetFrequency() const                                                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 从内存缓冲区加载模型,并将模型编译至可在Device上运行的状态                                              | Status Build(const void \*model_data, size_t data_size, ModelType model_type, const std::shared_ptr <Context> &model_context = nullptr)                                                                                  |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 从内存缓冲区加载模型,并将模型编译至可在Device上运行的状态                                              | Status Build(const std::string &model_path, ModelType model_type, const std::shared_ptr <Context> &model_context = nullptr)                                                                                              | `Model.build_from_file <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Model.html#mindspore_lite.Model.build_from_file>`__                                                                                                                                                                                                                   |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 根据路径读取加载模型,并将模型编译至可在Device上运行的状态                                              | Status Build(const void \*model_data, size_t data_size, ModelType model_type, const std::shared_ptr <Context> &model_context, const Key &dec_key, const std::string &dec_mode, const std::string &cropto_lib_path)       |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 根据路径读取加载模型,并将模型编译至可在Device上运行的状态                                              | Status Build(const std::string &model_path, ModelType model_type, const std::shared_ptr <Context> &model_context, const Key &dec_key, const std::string &dec_mode, const std::string &cropto_lib_path)                   |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 将GraphCell存储的模型编译至可在Device上运行的状态                                                       | Status Build(GraphCell graph, const std::shared_ptr <Context> &model_context = nullptr, const std::shared_ptr <TrainCfg> &train_cfg = nullptr)                                                                           |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 将GraphCell存储的模型编译至可在Device上运行的状态                                                       | Status Build(GraphCell graph, Node \*optimizer, std::vector<Expr \*> inputs, const std::shared_ptr <Context> &model_context, const std::shared_ptr <TrainCfg> &train_cfg)                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 构建一个迁移学习模型,其中主干权重是固定的,头部权重是可训练的                                          | Status BuildTransferLearning(GraphCell backbone, GraphCell head, const std::shared_ptr <Context> &context, const std::shared_ptr <TrainCfg> &train_cfg = nullptr)                                                        |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 调整已编译模型的输入张量形状                                                                            | Status Resize(const std::vector <MSTensor> &inputs, const std::vector <std::vector<int64_t>> &dims)                                                                                                                      | `Model.resize <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Model.html#mindspore_lite.Model.resize>`__                                                                                                                                                                                                                                     |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 更新模型的权重Tensor的大小和内容                                                                        | Status UpdateWeights(const std::vector <MSTensor> &new_weights)                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 推理模型                                                                                                | Status Predict(const std::vector <MSTensor> &inputs, std::vector <MSTensor> \*outputs, const MSKernelCallBack &before = nullptr, const MSKernelCallBack &after = nullptr)                                                | `Model.predict <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Model.html#mindspore_lite.Model.predict) (not support callback>`__                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 仅带callback的推理模型                                                                                  | Status Predict(const MSKernelCallBack &before = nullptr, const MSKernelCallBack &after = nullptr)                                                                                                                        |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 单步训练模型                                                                                            | Status RunStep(const MSKernelCallBack &before = nullptr, const MSKernelCallBack &after = nullptr)                                                                                                                        |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 进行推理模型,并在推理前进行数据预处理                                                                  | Status PredictWithPreprocess(const std::vector <std::vector<MSTensor>> &inputs, std::vector <MSTensor> \*outputs, const MSKernelCallBack &before = nullptr, const MSKernelCallBack &after = nullptr)                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 若模型配置了数据预处理,对模型输入数据进行数据预处理                                                    | Status Preprocess(const std::vector <std::vector<MSTensor>> &inputs, std::vector <MSTensor> \*outputs)                                                                                                                   |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 检查模型是否配置了数据预处理                                                                            | bool HasPreprocess()                                                                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 根据路径读取配置文件                                                                                    | Status LoadConfig(const std::string &config_path)                                                                                                                                                                        | 封装在 `Model.build_from_file <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Model.html#mindspore_lite.Model.build_from_file>`__ 方法的 `config_path` 参数中                                                                                                                                                                                |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 刷新配置                                                                                                | Status UpdateConfig(const std::string &section, const std::pair<std::string, std::string> &config)                                                                                                                       |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取模型所有输入张量                                                                                    | std::vector <MSTensor> GetInputs()                                                                                                                                                                                       | `Model.get_inputs <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Model.html#mindspore_lite.Model.get_inputs>`__                                                                                                                                                                                                                             |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取模型指定名字的输入张量                                                                              | MSTensor GetInputByTensorName(const std::string &tensor_name)                                                                                                                                                            |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取所有Tensor的梯度                                                                                    | std::vector <MSTensor> GetGradients() const                                                                                                                                                                              |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 应用所有Tensor的梯度                                                                                    | Status ApplyGradients(const std::vector <MSTensor> &gradients)                                                                                                                                                           |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取模型的所有权重Tensors                                                                               | std::vector <MSTensor> GetFeatureMaps() const                                                                                                                                                                            |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取optimizer中所有参与权重更新的MSTensor                                                               | std::vector <MSTensor> GetTrainableParams() const                                                                                                                                                                        |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 更新模型的权重Tensor内容                                                                                | Status UpdateFeatureMaps(const std::vector <MSTensor> &new_weights)                                                                                                                                                      |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取optimizer参数MSTensor                                                                               | std::vector <MSTensor> GetOptimizerParams() const                                                                                                                                                                        |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 更新optimizer参数                                                                                       | Status SetOptimizerParams(const std::vector <MSTensor> &params)                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 设置虚拟batch用于训练                                                                                   | Status SetupVirtualBatch(int virtual_batch_multiplier, float lr = -1.0f, float momentum = -1.0f)                                                                                                                         |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 设置训练学习率                                                                                          | Status SetLearningRate(float learning_rate)                                                                                                                                                                              |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取优化器学习率                                                                                        | float GetLearningRate()                                                                                                                                                                                                  |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 训练指标参数初始化                                                                                      | Status InitMetrics(std::vector<Metrics \*> metrics)                                                                                                                                                                      |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取训练指标参数                                                                                        | std::vector<Metrics \*> GetMetrics()                                                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取模型所有输出张量                                                                                    | std::vector <MSTensor> GetOutputs()                                                                                                                                                                                      | 封装在 `Model.predict <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Model.html#mindspore_lite.Model.predict) (not support callback>`__ 的返回值                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取模型所有输出张量的名字                                                                              | std::vector <std::string> GetOutputTensorNames()                                                                                                                                                                         |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取模型指定名字的输出张量                                                                              | MSTensor GetOutputByTensorName(const std::string &tensor_name)                                                                                                                                                           |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 通过节点名获取模型的MSTensors输出张量                                                                   | std::vector <MSTensor> GetOutputsByNodeName(const std::string &node_name)                                                                                                                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 将OpenGL纹理数据与模型的输入和输出进行绑定                                                              | Status BindGLTexture2DMemory(const std::map<std::string, unsigned int> &inputGLTexture, std::map<std::string, unsigned int> \*outputGLTexture)                                                                           |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | session设置训练模式                                                                                     | Status SetTrainMode(bool train)                                                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 获取session是否是训练模式                                                                               | bool GetTrainMode() const                                                                                                                                                                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 模型训练                                                                                                | Status Train(int epochs, std::shared_ptr <dataset::Dataset>ds, std::vector<TrainCallBack \*> cbs)                                                                                                                        |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 模型验证                                                                                                | Status Evaluate(std::shared_ptr <dataset::Dataset> ds, std::vector<TrainCallBack \*> cbs)                                                                                                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| Model               | 检查设备是否支持该模型                                                                                  | static bool CheckModelSupport(enum DeviceType device_type, ModelType model_type)                                                                                                                                         |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| RunnerConfig        | 设置RunnerConfig的worker的个数                                                                          | void SetWorkersNum(int32_t workers_num)                                                                                                                                                                                  | `Context.parallel.workers_num <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| RunnerConfig        | 获取RunnerConfig的worker的个数                                                                          | int32_t GetWorkersNum() const                                                                                                                                                                                            | `Context.parallel.workers_num <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| RunnerConfig        | 设置RunnerConfig的context参数                                                                           | void SetContext(const std::shared_ptr <Context> &context)                                                                                                                                                                | 封装在 `Context.parallel <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context>`__                                                                                                                                                                                                                             |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| RunnerConfig        | 获取RunnerConfig配置的上下文参数                                                                        | std::shared_ptr <Context> GetContext() const                                                                                                                                                                             | 封装在 `Context.parallel <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context>`__                                                                                                                                                                                                                             |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| RunnerConfig        | 设置RunnerConfig的配置参数                                                                              | void SetConfigInfo(const std::string &section, const std::map<std::string, std::string> &config)                                                                                                                         | `Context.parallel.config_info <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| RunnerConfig        | 获取RunnerConfig配置参数信息                                                                            | std::map<std::string, std::map<std::string, std::string>> GetConfigInfo() const                                                                                                                                          | `Context.parallel.config_info <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| RunnerConfig        | 设置RunnerConfig中的配置文件路径                                                                        | void SetConfigPath(const std::string &config_path)                                                                                                                                                                       | `Context.parallel.config_path <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| RunnerConfig        | 获取RunnerConfig中的配置文件的路径                                                                      | std::string GetConfigPath() const                                                                                                                                                                                        | `Context.parallel.config_path <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Context.html#mindspore_lite.Context>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelParallelRunner | 根据路径读取加载模型,生成一个或者多个模型,并将所有模型编译至可在Device上运行的状态                    | Status Init(const std::string &model_path, const std::shared_ptr <RunnerConfig> &runner_config = nullptr)                                                                                                                | `Model.parallel_runner.build_from_file <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.ModelParallelRunner.html#mindspore_lite.ModelParallelRunner.build_from_file>`__                                                                                                                                                                       |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelParallelRunner | 根据模文件数据,生成一个或者多个模型,并将所有模型编译至可在Device上运行的状态                          | Status Init(const void \*model_data, const size_t data_size, const std::shared_ptr <RunnerConfig> &runner_config = nullptr)                                                                                              |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelParallelRunner | 获取模型所有输入张量                                                                                    | std::vector <MSTensor> GetInputs()                                                                                                                                                                                       | `Model.parallel_runner.get_inputs <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.ModelParallelRunner.html#mindspore_lite.ModelParallelRunner.get_inputs>`__                                                                                                                                                                                 |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelParallelRunner | 获取模型所有输出张量                                                                                    | std::vector <MSTensor> GetOutputs()                                                                                                                                                                                      | 封装在 `Model.parallel_runner.predict <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.ModelParallelRunner.html#mindspore_lite.ModelParallelRunner.predict>`__ 的返回值                                                                                                                                                                       |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelParallelRunner | 并发推理模型                                                                                            | Status Predict(const std::vector <MSTensor> &inputs, std::vector <MSTensor> \*outputs,const MSKernelCallBack &before = nullptr, const MSKernelCallBack &after = nullptr)                                                 | `Model.parallel_runner.predict <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.ModelParallelRunner.html#mindspore_lite.ModelParallelRunner.predict>`__                                                                                                                                                                                       |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 创建一个MSTensor对象,其数据需复制后才能由Model访问                                                     | static inline MSTensor \*CreateTensor(const std::string &name, DataType type, const std::vector<int64_t> &shape, const void \*data, size_t data_len) noexcept                                                            | `Tensor <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor>`__                                                                                                                                                                                                                                                |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 创建一个MSTensor对象,其数据可以直接由Model访问                                                         | static inline MSTensor \*CreateRefTensor(const std::string &name, DataType type, const std::vector<int64_t> &shape, const void \*data, size_t data_len, bool own_data = true) noexcept                                   |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 创建一个MSTensor对象,其device数据可以直接由Model访问                                                   | static inline MSTensor CreateDeviceTensor(const std::string &name, DataType type, const std::vector<int64_t> &shape, void \*data, size_t data_len) noexcept                                                              |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 创建一个MSTensor对象,其数据由文件路径file所指定                                                        | static inline MSTensor \*CreateTensorFromFile(const std::string &file, DataType type = DataType::kNumberTypeUInt8, const std::vector<int64_t> &shape = {}) noexcept                                                      |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 创建一个字符串类型的MSTensor对象,其数据需复制后才能由Model访问                                         | static inline MSTensor \*StringsToTensor(const std::string &name, const std::vectorstd::string &str)                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 将字符串类型的MSTensor对象解析为字符串                                                                  | static inline std::vectorstd::string TensorToStrings(const MSTensor &tensor)                                                                                                                                             |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 销毁一个由 `Clone` 、 `StringsToTensor` 、 `CreateRefTensor` 或 `CreateTensor` 所创建的对象             | static void DestroyTensorPtr(MSTensor \*tensor) noexcept                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor的名字                                                                                      | std::string Name() const                                                                                                                                                                                                 | `Tensor.name <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.name>`__                                                                                                                                                                                                                                      |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor的数据类型                                                                                  | enum DataType DataType() const                                                                                                                                                                                           | `Tensor.dtype <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.dtype>`__                                                                                                                                                                                                                                    |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor的Shape                                                                                     | const std::vector<int64_t> &Shape() const                                                                                                                                                                                | `Tensor.shape <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.shape>`__                                                                                                                                                                                                                                    |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor的元素个数                                                                                  | int64_t ElementNum() const                                                                                                                                                                                               | `Tensor.element_num <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.element_num>`__                                                                                                                                                                                                                        |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取指向MSTensor中的数据拷贝的智能指针                                                                  | std::shared_ptr <const void> Data() const                                                                                                                                                                                |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor中的数据的指针                                                                              | void \*MutableData()                                                                                                                                                                                                     | 封装在 `Tensor.get_data_to_numpy <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.get_data_to_numpy>`__ 和 `Tensor.set_data_from_numpy <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.set_data_from_numpy>`__                              |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor中的数据的以字节为单位的内存长度                                                            | size_t DataSize() const                                                                                                                                                                                                  | `Tensor.data_size <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.data_size>`__                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 判断MSTensor中的数据是否是常量数据                                                                      | bool IsConst() const                                                                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 判断MSTensor中是否在设备上                                                                              | bool IsDevice() const                                                                                                                                                                                                    |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取指向深拷贝副本的指针                                                                                | MSTensor \*Clone() const                                                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 判断MSTensor是否合法                                                                                    | bool operator==(std::nullptr_t) const                                                                                                                                                                                    |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 判断MSTensor是否非法                                                                                    | bool operator!=(std::nullptr_t) const                                                                                                                                                                                    |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 判断MSTensor是否与另一个MSTensor相等                                                                    | bool operator==(const MSTensor &tensor) const                                                                                                                                                                            |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 判断MSTensor是否与另一个MSTensor不相等                                                                  | bool operator!=(const MSTensor &tensor) const                                                                                                                                                                            |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 设置MSTensor的Shape                                                                                     | void SetShape(const std::vector<int64_t> &shape)                                                                                                                                                                         | `Tensor.shape <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.shape>`__                                                                                                                                                                                                                                    |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 设置MSTensor的DataType                                                                                  | void SetDataType(enum DataType data_type)                                                                                                                                                                                | `Tensor.dtype <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.dtype>`__                                                                                                                                                                                                                                    |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 设置MSTensor的名字                                                                                      | void SetTensorName(const std::string &name)                                                                                                                                                                              | `Tensor.name <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.name>`__                                                                                                                                                                                                                                      |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 设置MSTensor数据所属的内存池                                                                            | void SetAllocator(std::shared_ptr <Allocator> allocator)                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor数据所属的内存池                                                                            | std::shared_ptr <Allocator> allocator() const                                                                                                                                                                            |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 设置MSTensor数据的format                                                                                | void SetFormat(mindspore::Format format)                                                                                                                                                                                 | `Tensor.format <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.format>`__                                                                                                                                                                                                                                  |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor数据的format                                                                                | mindspore::Format format() const                                                                                                                                                                                         | `Tensor.format <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.Tensor.html#mindspore_lite.Tensor.format>`__                                                                                                                                                                                                                                  |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 设置指向MSTensor数据的指针                                                                              | void SetData(void \*data, bool own_data = true)                                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 设置MSTensor数据的设备地址                                                                              | void SetDeviceData(void \*data)                                                                                                                                                                                          |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取由SetDeviceData接口设置的MSTensor数据的设备地址                                                     | void \*GetDeviceData()                                                                                                                                                                                                   |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 获取MSTensor的量化参数                                                                                  | std::vector <QuantParam> QuantParams() const                                                                                                                                                                             |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| MSTensor            | 设置MSTensor的量化参数                                                                                  | void SetQuantParams(std::vector <QuantParam> quant_params)                                                                                                                                                               |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelGroup          | 构造ModelGroup对象,指示共享工作空间内存或共享权重内存,默认共享工作空间内存                            | ModelGroup(ModelGroupFlag flags = ModelGroupFlag::kShareWorkspace)                                                                                                                                                       | `ModelGroup <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.ModelGroup.html#mindspore_lite.ModelGroup>`__                                                                                                                                                                                                                                    |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelGroup          | 共享权重内存时,添加需要共享权重内存的模型对象                                                          | Status AddModel(const std::vector<Model> &model_list)                                                                                                                                                                    | `ModelGroup.add_model <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.ModelGroup.html#mindspore_lite.ModelGroup.add_model>`__                                                                                                                                                                                                                |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelGroup          | 共享工作空间内存时,添加需要共享工作空间内存的模型路径                                                  | Status AddModel(const std::vector<std::string> &model_path_list)                                                                                                                                                         | `ModelGroup.add_model <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.ModelGroup.html#mindspore_lite.ModelGroup.add_model>`__                                                                                                                                                                                                                |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelGroup          | 共享工作空间内存时,添加需要共享工作空间内存的模型缓存                                                  | Status AddModel(const std::vector<std::pair<const void \*, size_t>> &model_buff_list)                                                                                                                                    |                                                                                                                                                                                                                                                                                                                                                                            |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
| ModelGroup          | 共享工作空间内存时,计算最大的工作空间内存大小                                                          | Status CalMaxSizeOfWorkspace(ModelType model_type, const std::shared_ptr<Context> &ms_context)                                                                                                                           | `ModelGroup.cal_max_size_of_workspace <https://www.mindspore.cn/lite/api/zh-CN/master/mindspore_lite/mindspore_lite.ModelGroup.html#mindspore_lite.ModelGroup.cal_max_size_of_workspace>`__                                                                                                                                                                                |
+---------------------+---------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+


MindSpore Lite API
=======================

.. toctree::
   :maxdepth: 1
   :caption: C++ API
        
   api_cpp/mindspore
   api_cpp/mindspore_api
   api_cpp/mindspore_api_utils
   api_cpp/mindspore_converter
   api_cpp/mindspore_dataset
   api_cpp/mindspore_dataset_config
   api_cpp/mindspore_dataset_text
   api_cpp/mindspore_dataset_transforms
   api_cpp/mindspore_dataset_vision
   api_cpp/mindspore_kernel
   api_cpp/mindspore_ops
   api_cpp/mindspore_registry
   api_cpp/mindspore_registry_opencl
   api_cpp/lite_cpp_example

.. toctree::
   :maxdepth: 1
   :caption: JAVA API

   api_java/class_list
   api_java/model
   api_java/model_parallel_runner
   api_java/mscontext
   api_java/mstensor
   api_java/runner_config
   api_java/graph
   api_java/lite_java_example


.. toctree::
   :maxdepth: 1
   :caption: Python API

   mindspore_lite



.. toctree::
   :maxdepth: 1
   :caption: C API

   api_c/context_c
   api_c/data_type_c
   api_c/format_c
   api_c/model_c
   api_c/tensor_c
   api_c/types_c
   api_c/lite_c_example