MindSpore Lite算子支持

Linux Ascend 端侧 推理应用 初级 中级 高级

操作名	CPU FP16	CPU FP32	CPU Int8	CPU UInt8	GPU FP16	GPU FP32	支持的Tensorflow Lite算子	支持的Caffe Lite算子	支持的Onnx Lite算子
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.