MindSpore Lite算子支持
Linux
Ascend
端侧
推理应用
初级
中级
高级
操作名 |
CPU |
CPU |
CPU |
CPU |
GPU |
GPU |
支持的Tensorflow |
支持的Caffe |
支持的Onnx |
---|---|---|---|---|---|---|---|---|---|
Abs |
Supported |
Supported |
Supported |
Supported |
Supported |
Abs |
Abs |
||
Add |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Add |
Add |
|
AddN |
Supported |
AddN |
|||||||
Argmax |
Supported |
Supported |
Supported |
Argmax |
ArgMax |
ArgMax |
|||
Argmin |
Supported |
Supported |
Supported |
Argmin |
|||||
AvgPool |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
MeanPooling |
Pooling |
AveragePool |
BatchNorm |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
BatchNorm |
BatchNormalization |
|
BatchToSpace |
Supported |
Supported |
Supported |
BatchToSpace, BatchToSpaceND |
|||||
BiasAdd |
Supported |
Supported |
Supported |
Supported |
Supported |
BiasAdd |
|||
Broadcast |
Supported |
BroadcastTo |
Expand |
||||||
Cast |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Cast, QUANTIZE, DEQUANTIZE |
Cast |
|
Ceil |
Supported |
Supported |
Supported |
Supported |
Supported |
Ceil |
Ceil |
||
Concat |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Concat |
Concat |
Concat |
Conv2d |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Conv2D |
Convolution |
Conv |
Conv2dTranspose |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
DeConv2D |
Deconvolution |
ConvTranspose |
Cos |
Supported |
Supported |
Supported |
Supported |
Supported |
Cos |
Cos |
||
Crop |
Supported |
Supported |
Supported |
Crop |
|||||
DeDepthwiseConv2D |
Supported |
Supported |
Supported |
Deconvolution |
ConvTranspose |
||||
DepthToSpace |
Supported |
Supported |
Supported |
DepthToSpace |
DepthToSpace |
||||
DepthwiseConv2dNative |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
DepthwiseConv2D |
Convolution |
Convolution |
DetectionPostProcess |
Supported |
DetectionPostProcess |
|||||||
Div |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Div, RealDiv |
Div |
|
Eltwise |
Supported |
Supported |
Eltwise |
||||||
Elu |
Supported |
Elu |
Elu |
||||||
Equal |
Supported |
Supported |
Supported |
Supported |
Equal |
Equal |
|||
Exp |
Supported |
Supported |
Supported |
Exp |
Exp |
Exp |
|||
ExpandDims |
Supported |
ExpandDims |
|||||||
Fill |
Supported |
Fill |
|||||||
Flatten |
Supported |
Flatten |
|||||||
Floor |
Supported |
Supported |
Supported |
Supported |
Supported |
flOOR |
Floor |
||
FloorDiv |
Supported |
Supported |
FloorDiv |
||||||
FloorMod |
Supported |
Supported |
FloorMod |
||||||
FullConnection |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
FullyConnected |
InnerProduct |
|
GatherNd |
Supported |
Supported |
Supported |
GatherND |
|||||
GatherV2 |
Supported |
Supported |
Supported |
Gather |
Gather |
||||
Greater |
Supported |
Supported |
Supported |
Supported |
Greater |
Greater |
|||
GreaterEqual |
Supported |
Supported |
Supported |
Supported |
GreaterEqual |
||||
Hswish |
Supported |
Supported |
Supported |
Supported |
HardSwish |
||||
L2Norm |
Supported |
L2_NORMALIZATION |
|||||||
LeakyReLU |
Supported |
Supported |
Supported |
Supported |
LeakyRelu |
LeakyRelu |
|||
Less |
Supported |
Supported |
Supported |
Supported |
Less |
Less |
|||
LessEqual |
Supported |
Supported |
Supported |
Supported |
LessEqual |
||||
LRN |
Supported |
LocalResponseNorm |
Lrn, LRN |
||||||
Log |
Supported |
Supported |
Supported |
Supported |
Supported |
Log |
Log |
||
LogicalAnd |
Supported |
Supported |
LogicalAnd |
||||||
LogicalNot |
Supported |
Supported |
Supported |
Supported |
Supported |
LogicalNot |
|||
LogicalOr |
Supported |
Supported |
LogicalOr |
||||||
LSTM |
Supported |
||||||||
MatMul |
Supported |
Supported |
Supported |
Supported |
Supported |
MatMul |
|||
Maximum |
Supported |
Supported |
Maximum |
Max |
|||||
MaxPool |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
MaxPooling |
Pooling |
MaxPool |
Minimum |
Supported |
Supported |
Minimum |
Min |
|||||
Mul |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Mul |
Mul |
|
Neg |
Supported |
Neg |
Neg |
||||||
NotEqual |
Supported |
Supported |
Supported |
Supported |
NotEqual |
||||
OneHot |
Supported |
OneHot |
|||||||
Pad |
Supported |
Supported |
Supported |
Supported |
Pad, MirrorPad |
Pad |
|||
Pow |
Supported |
Supported |
Supported |
Pow |
Power |
Power |
|||
PReLU |
Supported |
Supported |
Supported |
PReLU |
|||||
Range |
Supported |
Range |
|||||||
Rank |
Supported |
Rank |
|||||||
ReduceASum |
Supported |
Reduction |
|||||||
ReduceMax |
Supported |
Supported |
Supported |
Supported |
ReduceMax |
ReduceMax |
|||
ReduceMean |
Supported |
Supported |
Supported |
Supported |
Mean |
Reduction |
ReduceMean |
||
ReduceMin |
Supported |
Supported |
Supported |
Supported |
ReduceMin |
ReduceMin |
|||
ReduceProd |
Supported |
Supported |
Supported |
Supported |
ReduceProd |
||||
ReduceSum |
Supported |
Supported |
Supported |
Supported |
Sum |
Reduction |
ReduceSum |
||
ReduceSumSquare |
Supported |
Supported |
Supported |
Supported |
Reduction |
||||
ReLU |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Relu |
ReLU |
Relu |
ReLU6 |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Relu6 |
ReLU6 |
Clip* |
Reshape |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Reshape |
Reshape |
Reshape,Flatten |
Resize |
Supported |
Supported |
Supported |
ResizeBilinear, NearestNeighbor |
Interp |
||||
Reverse |
Supported |
reverse |
|||||||
ReverseSequence |
Supported |
ReverseSequence |
|||||||
Round |
Supported |
Supported |
Supported |
Supported |
Supported |
Round |
|||
Rsqrt |
Supported |
Supported |
Supported |
Supported |
Supported |
Rsqrt |
|||
Scale |
Supported |
Supported |
Supported |
Scale |
|||||
ScatterNd |
Supported |
ScatterNd |
|||||||
Shape |
Supported |
Shape |
Shape |
||||||
Sigmoid |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Logistic |
Sigmoid |
Sigmoid |
Sin |
Supported |
Supported |
Supported |
Supported |
Supported |
Sin |
Sin |
||
Slice |
Supported |
Supported |
Supported |
Supported |
Supported |
Slice |
Slice |
Slice |
|
Softmax |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Softmax |
Softmax |
Softmax |
SpaceToBatch |
Supported |
Supported |
|||||||
SpaceToBatchND |
Supported |
Supported |
SpaceToBatchND |
||||||
SpaceToDepth |
Supported |
SpaceToDepth |
SpaceToDepth |
||||||
SparseToDense |
Supported |
SpareToDense |
|||||||
Split |
Supported |
Supported |
Supported |
Supported |
Split, SplitV |
||||
Sqrt |
Supported |
Supported |
Supported |
Supported |
Supported |
Sqrt |
Sqrt |
||
Square |
Supported |
Supported |
Supported |
Supported |
Supported |
Square |
|||
SquaredDifference |
Supported |
SquaredDifference |
|||||||
Squeeze |
Supported |
Supported |
Supported |
Squeeze |
Squeeze |
||||
StridedSlice |
Supported |
Supported |
Supported |
StridedSlice |
|||||
Stack |
Supported |
Stack |
|||||||
Sub |
Supported |
Supported |
Supported |
Supported |
Supported |
Supported |
Sub |
Sub |
|
Tanh |
Supported |
Supported |
Supported |
Supported |
Tanh |
TanH |
|||
Tile |
Supported |
Tile |
Tile |
Tile |
|||||
TopK |
Supported |
Supported |
Supported |
TopKV2 |
|||||
Transpose |
Supported |
Supported |
Supported |
Supported |
Transpose |
Permute |
Transpose |
||
Unique |
Supported |
Unique |
|||||||
Unsqueeze |
Supported |
Supported |
Supported |
Unsqueeze |
|||||
Unstack |
Supported |
Unstack |
|||||||
Where |
Supported |
Where |
|||||||
ZerosLike |
Supported |
ZerosLike |
Clip: 仅支持将clip(0, 6)转换为Relu6.