# MindRadar

**Repository Path**: nudt-674/mind-radar

## Basic Information

- **Project Name**: MindRadar
- **Description**: MindSpore雷达领域处理套件
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 4
- **Created**: 2024-08-16
- **Last Updated**: 2025-09-15

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

 **安装**

`sudo python3.8 setup.py install`

**本地测试脚本**

`bash scripts/code_style_check.sh`


### MindRadar 支持算子列表
| 算子 | 功能 | 算子 | 功能 |
|----|----|----|----|
| FFT | 计算1维FFT |  IFFT | 计算1维IFFT   |
| Amzipp   |  计算方位脉压系数  |  AzimuthFFTFFTShift  |  在方位维进行FFT和FFTshift  |
| AzimuthIFFT   | 方位维IFFT   | ComplexAbs   | 复数的模   |
| Cvmulcv   | 点乘运算   | CvmulcvIFFT   | 点乘和IFFT   |
| FFTShift   | 计算1维FFTShift   | FourPointInterpolatory   | 4点插值   |
| PhaseMul_op   | 相位乘   | RangFFT   |  距离维FFT  |
| Tdpp   | 计算时域脉压系数   |  FFT2  |    |
| IFFT2  |    | Interp1D2D   |    |
| Bitrev  | 码位反序   | EightPointInterpolatory   | 8点插值   |
| Conj  | 复数的共轭   | Cfar   | 206的cfar算子  |


### MindSpore Lite支持不同硬件后端的算子列表：

| 操作名 <br/>&nbsp;                   | CPU<br/>FP16 | CPU<br/>FP32 | CPU<br/>Int32 | CPU<br/>Int8 | CPU<br/>UInt8 | CPU<br/>Bool | 7004 DSP<br/>FP16 | 7004 DSP<br/>FP32 | 7004 DSP<br/>Int16 | 7004 DSP<br/>Cplx64 | 7004 DSP<br/>Int32 | 6678e DSP<br/>FP32 | 6678e DSP<br/>FP64 | 6678e DSP<br/>Cplx64 | 6678e DSP<br/>Cplx128 | 6678e DSP<br/>Int8 | 6678e DSP<br/>Int16 | 6678e DSP<br/>Int32 |
| ----------------------------------- | :----------: | :----------: | ------------- | :----------: | :-----------: | ------------ | :---------------: | :---------------: | :---------------: | :---------------: | :------------------: | :----------------: | :----------------: | :------------------: | :------------------: | :----------------: | :----------------: | :------------------: |
| Abs                                 |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |         ✅       |                   |                        |                    |                    |                    |                      |                    |                    |                    |                      |
| AbsGrad                             |              |      ✅      |               |              |               |              |                   |                   |                   |                        |                    |                    |                    |                      |                    |                    |                    |                      |
| Activation                          |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                        |                    |                    |                    |                      |                    |                    |                    |                      |
| ActivationGrad                      |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                        |                    |                    |                    |                      |                    |                    |                    |                      |
| Adam                                |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| AddFusion                           |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| AdderFusion                         |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| AddGrad                             |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| AddN                                |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Affine                              |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| All                                 |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| AllGather                           |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ApplyMomentum                       |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Assert                              |      ✅      |      ✅      |               |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Assign                              |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ArgmaxFusion                        |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ArgminFusion                        |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| AvgPoolFusion                       |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| AvgPoolGrad                         |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BatchNorm                           |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BatchNormGrad                       |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BatchToSpace                        |              |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BatchToSpaceND                      |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BiasAdd                             |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BiasAddGrad                         |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BinaryCrossEntropy                  |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BinaryCrossEntropyGrad              |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| BroadcastTo                         |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Call                                |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Cast                                |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Ceil                                |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Clip                                |              |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Concat                              |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ConstantOfShape                     |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Conv2DFusion                        |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Conv2DBackpropFilterFusion          |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Conv2DBackpropInputFusion           |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Conv2dTransposeFusion               |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Cos                                 |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |         ✅        |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Crop                                |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| CropAndResize                       |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| CumSum                              |              |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| CustomExtractFeatures               |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| CustomNormalize                     |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| CustomPredict                       |              |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| DEConv2DGradFilter                  |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| DepthToSpace                        |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| DetectionPostProcess                |              |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| DivFusion                           |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| DivGrad                             |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Dropout                             |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| DropoutGrad                         |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| DynamicQuant                        |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Eltwise                             |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Elu                                 |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Equal                               |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| EmbeddingLookupFusion               |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Erf                                 |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ExpFusion                           |      ✅      |      ✅      |               |              |               |              |                   |         ✅        |                   |✅                  |                    |✅                  |                    |                      |                    |                    |                    |                      |
| ExpandDims                          |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Fill                                |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Flatten                             |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| FlattenGrad                         |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Floor                               |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| FloorDiv                            |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| FloorMod                            |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| FullConnection                      |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| FusedBatchNorm                      |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| GatherNd                            |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Gather                              |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| GatherD                             |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| GLU                                 |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Greater                             |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| GreaterEqual                        |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| GroupNormFusion                     |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| GRU                                 |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| HashtableLookup                     |              |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| InstanceNorm                        |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| InvertPermutation                   |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| IsFinite                            |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| L2NormalizeFusion                   |              |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LayerNormFusion                     |      ✅      |      ✅      |               |      ✅      |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LayerNormGrad                       |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LeakyReLU                           |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Less                                |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LessEqual                           |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LRN                                 |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Log                                 |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Log1p                               |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LogGrad                             |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LogicalAnd                          |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LogicalNot                          |      ✅      |      ✅      |               |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LogicalOr                           |      ✅      |      ✅      |               |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LogSoftmax                          |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LshProjection                       |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LSTM                                |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LSTMGrad                            |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LSTMGradData                        |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| LSTMGradWeight                      |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| MatMulFusion                        |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |✅                 |                   |                    |                    |✅                  |                    |                      |                    |                    |                    |                      |
| Maximum                             |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| MaximumGrad                         |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| MaxPoolFusion                       |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| MaxPoolGrad                         |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Merge                               |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Minimum                             |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| MinimumGrad                         |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Mod                                 |              |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| MulFusion                           |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |✅                  |                    |                    |                    |                      |                    |                    |                    |                      |
| MulGrad                             |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Neg                                 |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| NegGrad                             |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| NLLLoss                             |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| NLLLossGrad                         |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| NotEqual                            |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| NonMaxSupppression                  |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| NonZero                             |              |              |               |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| OneHot                              |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| OnesLike                            |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| PadFusion                           |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| PartialFusion                       |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| PowFusion                           |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |✅                  |                    |                      |                    |                    |                    |                      |
| PowerGrad                           |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| PriorBox                            |              |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| PReLUFusion                         |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| QuantDTypeCast                      |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| RaggedRange                         |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| RandomNormal                        |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| RandomStandardNormal                |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Range                               |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Rank                                |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| RealDiv                             |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Reciprocal                          |      ✅      |      ✅      |               |      ✅      |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ReduceFusion                        |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ReduceScatter                       |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Reshape                             |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |       ✅         |        ✅         |         ✅        |         ✅         |      ✅            |                    |                    |                      |                    |                    |                    |                      |
| Resize                              |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ResizeGrad                          |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ReverseV2                           |              |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ReverseSequence                     |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ROIPooling                          |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Round                               |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |        ✅         |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Rsqrt                               |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| RsqrtGrad                           |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Select                              |              |      ✅      |               |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Selu                                |              |              |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ScaleFusion                         |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ScatterNd                           |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ScatterNdUpdate                     |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SGD                                 |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Shape                               |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SigmoidCroosEntropyWithLogits       |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SigmoidCroosEntropyWithLogitsGrad   |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Sin                                 |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |         ✅        |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Size                                |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SliceFusion                         |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SkipGram                            |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SmoothL1Loss                        |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SmoothL1LossGrad                    |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Softmax                             |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SoftmaxGrad                         |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Softplus                            |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SpaceToBatch                        |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SpaceToBatchND                      |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SpaceToDepth                        |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SparseToDense                       |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SparseSoftmaxCrossEntropyWithLogits |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Splice                              |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Split                               |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SplitWithOverlap                    |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Sqrt                                |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |         ✅        |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SqrtGrad                            |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Square                              |      ✅      |      ✅      |               |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SquaredDifference                   |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Squeeze                             |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| StridedSlice                        |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| StridedSliceGrad                    |      ✅      |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Stack                               |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SubFusion                           |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SubGrad                             |              |      ✅      |               |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Switch                              |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| SwitchLayer                         |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| TensorListFromTensor                |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| TensorListGetItem                   |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| TensorListReserve                   |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| TensorListSetItem                   |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| TensorListStack                     |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| TensorScatterAdd                    |              |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| TileFusion                          |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| TopKFusion                          |      ✅      |      ✅      | ✅            |      ✅      |       ✅      |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Transpose                           |      ✅      |      ✅      | ✅            |      ✅      |               | ✅           |                   |                   |                   |✅                  |                    |                    |                    |                      |                    |                    |                    |                      |
| UniformReal                         |              |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Unique                              |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| UnsortedSegmentSum                  |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Unsqueeze                           |      ✅      |      ✅      | ✅            |      ✅      |       ✅      | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Unstack                             |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| Where                               |      ✅      |      ✅      | ✅            |              |               | ✅           |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |
| ZerosLike                           |      ✅      |      ✅      | ✅            |              |               |              |                   |                   |                   |                    |                    |                    |                    |                      |                    |                    |                    |                      |


### 支持不同硬件后端的自定义算子列表：

| 操作名 <br/>&nbsp;                   |  7004 DSP<br/>FP16 | 7004 DSP<br/>FP32 | 7004 DSP<br/>Int8 | 7004 DSP<br/>Cplx64 | 6678e DSP<br/>FP16 | 6678e DSP<br/>FP32 | 6678e DSP<br/>Int8 | 6678e DSP<br/>Cplx64 |
| ----------------------------------- |  :---------------: | :---------------: | :---------------: | :-----------------: | :----------------: | :----------------: | :----------------: | :------------------: |
| Amzipp                              |                    |                   |                   |✅                   |                    |                    |                    |                      |
| ArcSin                              |                    |✅                 |                   |                     |                    |                    |                    |                      |
| AzimuthFFTFFTShift                  |                    |                   |                   |✅                   |                    |                    |                    |                      |
| AzimuthIFFT                         |                    |                   |                   |✅                   |                    |                    |                    |                      |
| Bitrev                              |                    |                   |                   |✅                   |                    |                    |                    |                      |
| ComplexAbs                          |                    |                   |                   |✅                   |                    |                    |                    |✅                    |
| Cvmulcv                             |                    |                   |                   |✅                   |                    |                    |                    |                      |
| CvmulcvIFFT                         |                    |                   |                   |✅                   |                    |                    |                    |                      |
| FFT_NoBitrev                        |                    |                   |                   |✅                   |                    |                    |                    |                      |
| FFT_Time                            |                    |                   |                   |✅                   |                    |                    |                    |                      |
| FFT                                 |                    |                   |                   |✅                   |                    |                    |                    |✅                    |
| FFTShift                            |                    |                   |                   |✅                   |                    |                    |                    |                      |
| FourPointInterpolatory              |                    |                   |                   |✅                   |                    |                    |                    |                      |
| IFFT_NoBitrev                       |                    |                   |                   |✅                   |                    |                    |                    |                      |
| IFFT_Time                           |                    |                   |                   |✅                   |                    |                    |                    |                      |
| IFFT                                |                    |                   |                   |✅                   |                    |                    |                    |                      |
| PhaseMul                            |                    |                   |                   |✅                   |                    |                    |                    |                      |
| RangFFT                             |                    |                   |                   |✅                   |                    |                    |                    |                      |
| Reverse                             |                    |                   |                   |✅                   |                    |                    |                    |                      |
| Tdpp                                |                    |✅                 |                   |                     |                    |                    |                    |                      |
| VecAtan                             |                    |✅                 |                   |                     |                    |                    |                    |                      |
| Cfar                                |                    |                   |                   |                     |                    |✅                  |                    |                      |