MindSpore Lite Operator List

Linux On Device Inference Application Beginner Intermediate Expert

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Operation
 

CPU
FP16

CPU
FP32

CPU
Int8

CPU
UInt8

GPU
FP16

GPU
FP32

NPU
 

TensorFlow
Lite operators supported

Caffe
Lite operators supported

Onnx
Lite operators supported

TensorFlow
operators supported

Abs

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Abs

Abs

Add

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Add

Add, Int8Add

Add, AddV2

AddN

Supported

AddN

Assert

Supported

Assert

Argmax

Supported

Supported

Supported

Supported

Supported

Argmax

ArgMax

ArgMax

Argmin

Supported

Supported

Supported

Supported

Supported

Argmin

AvgPool

Supported

Supported

Supported

Supported

Supported

Supported

Supported

MeanPooling

Pooling

AveragePool, GlobalAveragePool, Int8AveragePool

BatchNorm

Supported

Supported

Supported

Supported

Supported

Supported

BatchNorm

BatchNormalization

BatchToSpace

Supported

Supported

Supported

Supported

Supported

BatchToSpace, BatchToSpaceND

BiasAdd

Supported

Supported

Supported

Supported

Supported

BiasAdd

BiasAdd

Broadcast

Supported

BroadcastTo

Expand

Cast

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Cast, QUANTIZE, DEQUANTIZE

Cast

Cast

Ceil

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Ceil

Ceil

Concat

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Concat

Concat

Concat

ConcatV2

ConstantOfShape

Supported

ConstantOfShape

Conv2d

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Conv2D

Convolution

Conv, Int8Conv, ConvRelu, Int8ConvRelu

Conv2D

Conv2dTranspose

Supported

Supported

Supported

Supported

Supported

Supported

Supported

DeConv2D

Deconvolution

ConvTranspose

Cos

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Cos

Cos

Crop

Supported

Supported

Supported

Supported

Crop

CustomExtractFeatures

Supported

ExtractFeatures

CustomNormalize

Supported

Normalize

CustomPredict

Supported

Predict

DeDepthwiseConv2D

Supported

Supported

Supported

Deconvolution

DepthToSpace

Supported

Supported

Supported

Supported

Supported

DepthToSpace

DepthToSpace

DepthwiseConv2dNative

Supported

Supported

Supported

Supported

Supported

Supported

Supported

DepthwiseConv2D

Convolution

DetectionPostProcess

Supported

Supported

Supported

Custom

Div

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Div, RealDiv

Div

Div, RealDiv

Eltwise

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Eltwise

Sum, Max[3]

Elu

Supported

Elu

Elu, NonMaxSuppression

Equal

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Equal

Equal

Equal

Exp

Supported

Supported

Supported

Exp

Exp

Exp

ExpandDims

Supported

Supported

Supported

ExpandDims

ExpandDims

Fill

Supported

Fill

Flatten

Supported

Flatten

Floor

Supported

Supported

Supported

Supported

Supported

Supported

Supported

flOOR

Floor

FloorDiv

Supported

Supported

Supported

Supported

Supported

FloorDiv

FloorMod

Supported

Supported

Supported

Supported

Supported

FloorMod

FullConnection

Supported

Supported

Supported

Supported

Supported

Supported

FullyConnected

InnerProduct

FusedBatchNorm

Supported

Supported

Supported

Supported

Supported

FusedBatchNorm

GatherNd

Supported

Supported

Supported

Supported

Supported

GatherND

Gather

Supported

Supported

Supported

Supported

Supported

Gather

Gather

GatherV2

Greater

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Greater

Greater

Greater

GreaterEqual

Supported

Supported

Supported

Supported

Supported

Supported

Supported

GreaterEqual

GreaterEqual

HashtableLookup

Supported

HashtableLookup

Hswish

Supported

Supported

Supported

Supported

Supported

Supported

Supported

HardSwish

InstanceNorm

Supported

InstanceNorm

L2Norm

Supported

L2_NORMALIZATION

LeakyReLU

Supported

Supported

Supported

Supported

Supported

Supported

Supported

LeakyRelu

LeakyRelu

Less

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Less

Less

Less

LessEqual

Supported

Supported

Supported

Supported

Supported

Supported

Supported

LessEqual

LessEqual

LRN

Supported

LocalResponseNorm

Lrn, LRN

Log

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Log

Log

LogicalAnd

Supported

Supported

Supported

Supported

Supported

LogicalAnd

And

LogicalAnd

LogicalNot

Supported

Supported

Supported

Supported

Supported

Supported

Supported

LogicalNot

Not

LogicalOr

Supported

Supported

Supported

Supported

Supported

LogicalOr

Or

LshProjection

Supported

LshProjection

LSTM

Supported

LSTM

MatMul

Supported

Supported

Supported

Supported

Supported

Supported

Supported

MatMul

MatMul

Maximum

Supported

Supported

Supported

Supported

Supported

Maximum

Maximum

MaxPool

Supported

Supported

Supported

Supported

Supported

Supported

Supported

MaxPooling

Pooling

MaxPool, GlobalMaxPool

Minimum

Supported

Supported

Supported

Supported

Supported

Minimum

Min

Minimum

Mul

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Mul

Mul

Mul

Neg

Supported

Supported

Supported

Supported

Supported

Neg

Neg

NotEqual

Supported

Supported

Supported

Supported

Supported

Supported

Supported

NotEqual

NotEqual

OneHot

Supported

Supported

Supported

OneHot

OneHot

Pad

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Pad, MirrorPad

Pad

Pow

Supported

Supported

Supported

Supported

Supported

Pow

Power

Pow[2]

PReLU

Supported

Supported

Supported

PRELU

PReLU

PRelu

Range

Supported

Range

Range, RaggedRange

Rank

Supported

Rank

ReduceAll

Supported

All

ReduceASum

Supported

Supported

Supported

Reduction

ReduceMax

Supported

Supported

Supported

Supported

Supported

Supported

ReduceMax

ReduceMax

Max

ReduceMean

Supported

Supported

Supported

Supported

Supported

Supported

Mean

Reduction

ReduceMean

Mean

ReduceMin

Supported

Supported

Supported

Supported

Supported

Supported

ReduceMin

ReduceMin

Min

ReduceProd

Supported

Supported

Supported

Supported

Supported

Supported

ReduceProd

ReduceProd

Prod

ReduceSum

Supported

Supported

Supported

Supported

Supported

Supported

Sum

Reduction

ReduceSum

Sum

ReduceSumSquare

Supported

Supported

Supported

Supported

Reduction

ReduceSumSquare

ReLU

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Relu

ReLU

Relu

Relu

ReLU6

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Relu6

ReLU6

Clip[1]

Relu6

Reshape

Supported

Supported

Supported

Supported

Supported

Supported

Reshape

Reshape

Reshape,Flatten

Reshape

Resize

Supported

Supported

Supported

Supported

Supported

Supported

ResizeBilinear, NearestNeighbor

Interp

Reverse

Supported

reverse

ReverseSequence

Supported

ReverseSequence

ReverseSequence

Round

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Round

Round

Round

Rsqrt

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Rsqrt

Scale

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Scale

ScatterNd

Supported

ScatterNd

Shape

Supported

Supported

Supported

Supported

Supported

Supported

Shape

Shape

Shape

Sigmoid

Supported

Supported

Supported

Supported

Supported

Supported

Logistic

Sigmoid

Sigmoid

Sigmoid

Sin

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Sin

Sin

Slice

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Slice

Slice

Slice

SkipGram

Supported

SKipGram

Softmax

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Softmax

Softmax

Softmax

SpaceToBatch

Supported

Supported

Supported

Supported

Supported

SpaceToBatch

SpaceToBatchND

Supported

Supported

Supported

Supported

Supported

SpaceToBatchND

SpaceToDepth

Supported

Supported

Supported

SpaceToDepth

SpaceToDepth

SparseToDense

Supported

Supported

Supported

SpareToDense

Split

Supported

Supported

Supported

Supported

Supported

Split, SplitV

Split

Split, SplitV

Sqrt

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Sqrt

Sqrt

Square

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Square

SquaredDifference

Supported

Supported

Supported

Supported

Supported

SquaredDifference

Squeeze

Supported

Supported

Supported

Supported

Supported

Squeeze

Squeeze

Squeeze

StridedSlice

Supported

Supported

Supported

Supported

Supported

Supported

StridedSlice

StridedSlice

Stack

Supported

Supported

Supported

Supported

Stack

Pack

Sub

Supported

Supported

Supported

Supported

Supported

Supported

Supported

Sub

Sub

Sub

Tanh

Supported

Supported

Supported

Supported

Tanh

TanH

Tanh, Sign

Tanh

TensorListFromTensor

Supported

TensorListFromTensor

TensorListGetItem

Supported

TensorListGetItem

TensorListReserve

Supported

TensorListReserve

TensorListSetItem

Supported

TensorListSetItem

TensorListStack

Supported

TensorListStack

Tile

Supported

Tile

Tile

Tile

Tile

TopK

Supported

Supported

Supported

TopKV2

TopK

Transpose

Supported

Supported

Supported

Supported

Supported

Transpose

Permute

Transpose

Transpose

Unique

Supported

Unique

Unsqueeze

Supported

Supported

Supported

Supported

Unsqueeze

Unstack

Supported

Unstack

Where

Supported

Where

While

Supported

While, StatelessWhile

ZerosLike

Supported

ZerosLike

[1] Clip: Only support converting clip(0, 6) to Relu6.

[2] Pow: Only support the form where the exponent is a single constant.

[3] Sum and Max: Only support 2 inputs.