Supported Tensorflow Ops

Operations - Arithmetic

Tensorflow Op Name	Tensorflow.js Op Name
Add	add
AddN	addN
AddV2	AddV2
BiasAdd	BiasAdd
Div	div
DivNoNan	divNoNan
FloorDiv	floorDiv
FloorMod	FloorMod
Maximum	maximum
Minimum	minimum
Mod	mod
Mul	mul
Pow	pow
RealDiv	RealDiv
SquaredDifference	squaredDifference
Sub	sub

Operations - Basic math

Tensorflow Op Name	Tensorflow.js Op Name
Abs	abs
Acos	acos
Acosh	acosh
Asin	asin
Asinh	asinh
Atan	atan
Atan2	atan2
Atanh	atanh
Ceil	ceil
ClipByValue	clipByValue
Complex	Complex
ComplexAbs	ComplexAbs
Cos	cos
Cosh	cosh
Elu	elu
Erf	erf
Exp	exp
Expm1	expm1
Floor	floor
Imag	Imag
LeakyRelu	leakyRelu
Log	log
Log1p	log1p
Neg	neg
Prelu	prelu
Prod	Prod
Real	Real
Reciprocal	reciprocal
Relu	relu
Relu6	relu6
Round	round
Rsqrt	rsqrt
Selu	selu
Sigmoid	sigmoid
Sign	sign
Sin	sin
Sinh	sinh
Softplus	softplus
Sqrt	sqrt
Square	square
Tan	tan
Tanh	tanh
IsFinite	isFinite
IsInf	isInf
IsNan	isNaN
Not mapped	logSigmoid
Not mapped	step

Operations - Control Flow

Tensorflow Op Name	Tensorflow.js Op Name
EmptyTensorList	EmptyTensorList
Enter	Enter
Exit	Exit
If	If
LoopCond	LoopCond
Merge	Merge
NextIteration	NextIteration
StatelessIf	StatelessIf
StatelessWhile	StatelessWhile
Switch	Switch
TensorArrayCloseV3	TensorArrayCloseV3
TensorArrayConcatV3	TensorArrayConcatV3
TensorArrayGatherV3	TensorArrayGatherV3
TensorArrayReadV3	TensorArrayReadV3
TensorArrayScatterV3	TensorArrayScatterV3
TensorArraySizeV3	TensorArraySizeV3
TensorArraySplitV3	TensorArraySplitV3
TensorArrayV3	TensorArrayV3
TensorArrayWriteV3	TensorArrayWriteV3
TensorListConcat	TensorListConcat
TensorListConcatV2	TensorListConcatV2
TensorListFromTensor	TensorListFromTensor
TensorListGather	TensorListGather
TensorListGetItem	TensorListGetItem
TensorListLength	TensorListLength
TensorListPopBack	TensorListPopBack
TensorListPushBack	TensorListPushBack
TensorListReserve	TensorListReserve
TensorListResize	TensorListResize
TensorListScatter	TensorListScatter
TensorListScatterV2	TensorListScatterV2
TensorListSetItem	TensorListSetItem
TensorListSplit	TensorListSplit
TensorListStack	TensorListStack
While	While

Operations - Convolution

Tensorflow Op Name	Tensorflow.js Op Name
_FusedConv2D	_FusedConv2D
AvgPool	AvgPool
AvgPool3D	avgPool3d
Conv1D	conv1d
Conv2D	conv2d
Conv2DBackpropInput	Conv2DBackpropInput
Conv3D	conv3d
DepthwiseConv2d	depthwiseConv2d
DepthwiseConv2dNative	DepthwiseConv2dNative
Dilation2D	Dilation2D
FusedDepthwiseConv2dNative	FusedDepthwiseConv2dNative
MaxPool	MaxPool
MaxPool3D	maxPool3d
MaxPoolWithArgmax	maxPoolWithArgmax
Not mapped	conv2dTranspose
Not mapped	conv3dTranspose
Not mapped	pool
Not mapped	separableConv2d

Tensors - Creation

Tensorflow Op Name	Tensorflow.js Op Name
Fill	fill
LinSpace	linspace
Multinomial	Multinomial
OneHot	oneHot
Ones	ones
OnesLike	onesLike
RandomStandardNormal	RandomStandardNormal
RandomUniform	RandomUniform
Range	range
TruncatedNormal	truncatedNormal
Zeros	zeros
ZerosLike	zerosLike
Not mapped	eye

Operations - Dynamic

Tensorflow Op Name	Tensorflow.js Op Name
ListDiff	ListDiff
NonMaxSuppressionV2	NonMaxSuppressionV2
NonMaxSuppressionV3	NonMaxSuppressionV3
NonMaxSuppressionV4	NonMaxSuppressionV4
NonMaxSuppressionV5	NonMaxSuppressionV5
Where	Where

Operations - Evaluation

Tensorflow Op Name	Tensorflow.js Op Name
LowerBound	LowerBound
TopKV2	TopKV2
Unique	Unique
UniqueV2	UniqueV2
UpperBound	UpperBound
Not mapped	confusionMatrix
Not mapped	inTopKAsync
Not mapped	topk

Tensorflow - Graph

Tensorflow Op Name	Tensorflow.js Op Name
Const	Const
FakeQuantWithMinMaxVars	FakeQuantWithMinMaxVars
Identity	Identity
IdentityN	IdentityN
NoOp	NoOp
Placeholder	Placeholder
PlaceholderWithDefault	PlaceholderWithDefault
Print	Print
Rank	Rank
Shape	Shape
ShapeN	ShapeN
Size	Size
Snapshot	Snapshot
StopGradient	StopGradient

Operations - Logical

Tensorflow Op Name	Tensorflow.js Op Name
BitwiseAnd	bitwiseAnd
Equal	equal
Greater	greater
GreaterEqual	greaterEqual
Less	less
LessEqual	lessEqual
LogicalAnd	logicalAnd
LogicalNot	logicalNot
LogicalOr	logicalOr
NotEqual	notEqual
Select	Select
SelectV2	SelectV2
Not mapped	logicalXor

Operations - Hashtable

Tensorflow Op Name	Tensorflow.js Op Name
HashTable	HashTable
HashTableV2	HashTableV2
LookupTableFind	LookupTableFind
LookupTableFindV2	LookupTableFindV2
LookupTableImport	LookupTableImport
LookupTableImportV2	LookupTableImportV2
LookupTableSize	LookupTableSize
LookupTableSizeV2	LookupTableSizeV2

Operations - Images

Tensorflow Op Name	Tensorflow.js Op Name
CropAndResize	cropAndResize
ResizeBilinear	resizeBilinear
ResizeNearestNeighbor	resizeNearestNeighbor
Not mapped	flipLeftRight
Not mapped	rotateWithOffset
ImageProjectiveTransformV3	transform

Operations - Matrices

Tensorflow Op Name	Tensorflow.js Op Name
_FusedMatMul	_FusedMatMul
BatchMatMul	BatchMatMul
BatchMatMulV2	BatchMatMulV2
Einsum	Einsum
MatMul	matMul
Transpose	transpose
MatrixBandPart	MatrixBandPart
Not mapped	dot
Not mapped	norm
Not mapped	outerProduct

Operations - Moving Average

Tensorflow Op Name	Tensorflow.js Op Name
Not mapped	movingAverage

Operations - Normalization

Tensorflow Op Name	Tensorflow.js Op Name
EuclideanNorm	EuclideanNorm
FusedBatchNorm	FusedBatchNorm
FusedBatchNormV2	FusedBatchNormV2
FusedBatchNormV3	FusedBatchNormV3
LogSoftmax	logSoftmax
LRN	LRN
Softmax	softmax
SparseToDense	sparseToDense
Not mapped	batchNorm
Not mapped	moments

Operations - Reduction

Tensorflow Op Name	Tensorflow.js Op Name
All	all
Any	any
ArgMax	argMax
ArgMin	argMin
Bincount	bincount
DenseBincount	denseBincount
Max	max
Mean	mean
Min	min
Prod	prod
Sum	sum
Not mapped	logSumExp

Tensors - RNN

Tensorflow Op Name	Tensorflow.js Op Name

Operations - Scan

Tensorflow Op Name	Tensorflow.js Op Name
Cumprod	cumprod
Cumsum	cumsum

Operations - Segment

Tensorflow Op Name	Tensorflow.js Op Name
Not mapped	unsortedSegmentSum

Tensors - Slicing and Joining

Tensorflow Op Name	Tensorflow.js Op Name
Concat	concat
ConcatV2	ConcatV2
Gather	gather
GatherNd	GatherNd
GatherV2	GatherV2
Pack	Pack
Reverse	reverse
ReverseV2	ReverseV2
ScatterNd	ScatterNd
Slice	slice
SparseToDense	SparseToDense
Split	split
SplitV	SplitV
StridedSlice	StridedSlice
Tile	tile
Unpack	Unpack
Not mapped	booleanMaskAsync
Not mapped	stack
Not mapped	unstack

Operations - Spectral

Tensorflow Op Name	Tensorflow.js Op Name
FFT	fft
IFFT	ifft
IRFFT	irfft
RFFT	rfft

Operations - Signal

Tensorflow Op Name	Tensorflow.js Op Name
Not mapped	frame
Not mapped	hammingWindow
Not mapped	hannWindow
Not mapped	stft

Operations - Linear Algebra

Tensorflow Op Name	Tensorflow.js Op Name
Not mapped	bandPart
Not mapped	gramSchmidt
Not mapped	qr

Tensors - Transformations

Tensorflow Op Name	Tensorflow.js Op Name
BatchToSpaceND	batchToSpaceND
BroadcastArgs	broadcastArgs
BroadcastTo	broadcastTo
Cast	cast
DepthToSpace	depthToSpace
ExpandDims	expandDims
MirrorPad	MirrorPad
Pad	pad
PadV2	PadV2
Reshape	reshape
EnsureShape	ensureShape
SpaceToBatchND	spaceToBatchND
Squeeze	squeeze
Not mapped	setdiff1dAsync