All Downloads are FREE. Search and download functionalities are using the official Maven repository.
Please wait. This can take some minutes ...
Many resources are needed to download a project. Please understand that we have to compensate our server costs. Thank you in advance.
Project price only 1 $
You can buy this project and download/modify it how often you want.
-api.1.0.0-beta7.source-code.ops.proto Maven / Gradle / Ivy
op {
name: "Abort"
attr {
name: "error_msg"
type: "string"
default_value {
s: ""
}
}
attr {
name: "exit_without_error"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "Abs"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "AccumulateNV2"
input_arg {
name: "inputs"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "sum"
type_attr: "T"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "shape"
type: "shape"
}
is_aggregate: true
is_commutative: true
}
op {
name: "AccumulatorApplyGradient"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "local_step"
type: DT_INT64
}
input_arg {
name: "gradient"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "AccumulatorNumAccumulated"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "num_accumulated"
type: DT_INT32
}
}
op {
name: "AccumulatorSetGlobalStep"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "new_global_step"
type: DT_INT64
}
}
op {
name: "AccumulatorTakeGradient"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "num_required"
type: DT_INT32
}
output_arg {
name: "average"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "Acos"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Acosh"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Add"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
type: DT_STRING
}
}
}
}
op {
name: "AddManySparseToTensorsMap"
input_arg {
name: "sparse_indices"
type: DT_INT64
}
input_arg {
name: "sparse_values"
type_attr: "T"
}
input_arg {
name: "sparse_shape"
type: DT_INT64
}
output_arg {
name: "sparse_handles"
type: DT_INT64
}
attr {
name: "T"
type: "type"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "AddN"
input_arg {
name: "inputs"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "sum"
type_attr: "T"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
type: DT_VARIANT
}
}
}
is_aggregate: true
is_commutative: true
}
op {
name: "AddSparseToTensorsMap"
input_arg {
name: "sparse_indices"
type: DT_INT64
}
input_arg {
name: "sparse_values"
type_attr: "T"
}
input_arg {
name: "sparse_shape"
type: DT_INT64
}
output_arg {
name: "sparse_handle"
type: DT_INT64
}
attr {
name: "T"
type: "type"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "AddV2"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
is_aggregate: true
is_commutative: true
}
op {
name: "AdjustContrast"
input_arg {
name: "images"
type_attr: "T"
}
input_arg {
name: "contrast_factor"
type: DT_FLOAT
}
input_arg {
name: "min_value"
type: DT_FLOAT
}
input_arg {
name: "max_value"
type: DT_FLOAT
}
output_arg {
name: "output"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
deprecation {
version: 2
explanation: "Use AdjustContrastv2 instead"
}
}
op {
name: "AdjustContrastv2"
input_arg {
name: "images"
type: DT_FLOAT
}
input_arg {
name: "contrast_factor"
type: DT_FLOAT
}
output_arg {
name: "output"
type: DT_FLOAT
}
}
op {
name: "AdjustHue"
input_arg {
name: "images"
type: DT_FLOAT
}
input_arg {
name: "delta"
type: DT_FLOAT
}
output_arg {
name: "output"
type: DT_FLOAT
}
}
op {
name: "AdjustSaturation"
input_arg {
name: "images"
type: DT_FLOAT
}
input_arg {
name: "scale"
type: DT_FLOAT
}
output_arg {
name: "output"
type: DT_FLOAT
}
}
op {
name: "All"
input_arg {
name: "input"
type: DT_BOOL
}
input_arg {
name: "reduction_indices"
type_attr: "Tidx"
}
output_arg {
name: "output"
type: DT_BOOL
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "AllCandidateSampler"
input_arg {
name: "true_classes"
type: DT_INT64
}
output_arg {
name: "sampled_candidates"
type: DT_INT64
}
output_arg {
name: "true_expected_count"
type: DT_FLOAT
}
output_arg {
name: "sampled_expected_count"
type: DT_FLOAT
}
attr {
name: "num_true"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_sampled"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "unique"
type: "bool"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "Angle"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "Tout"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
attr {
name: "Tout"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "AnonymousIterator"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "Any"
input_arg {
name: "input"
type: DT_BOOL
}
input_arg {
name: "reduction_indices"
type_attr: "Tidx"
}
output_arg {
name: "output"
type: DT_BOOL
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ApplyAdaMax"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "m"
type_attr: "T"
is_ref: true
}
input_arg {
name: "v"
type_attr: "T"
is_ref: true
}
input_arg {
name: "beta1_power"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "beta1"
type_attr: "T"
}
input_arg {
name: "beta2"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyAdadelta"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum_update"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyAdagrad"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "update_slots"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "ApplyAdagradDA"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "gradient_accumulator"
type_attr: "T"
is_ref: true
}
input_arg {
name: "gradient_squared_accumulator"
type_attr: "T"
is_ref: true
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "global_step"
type: DT_INT64
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyAdam"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "m"
type_attr: "T"
is_ref: true
}
input_arg {
name: "v"
type_attr: "T"
is_ref: true
}
input_arg {
name: "beta1_power"
type_attr: "T"
}
input_arg {
name: "beta2_power"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "beta1"
type_attr: "T"
}
input_arg {
name: "beta2"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "use_nesterov"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyAddSign"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "m"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "sign_decay"
type_attr: "T"
}
input_arg {
name: "beta"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyCenteredRMSProp"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "mg"
type_attr: "T"
is_ref: true
}
input_arg {
name: "ms"
type_attr: "T"
is_ref: true
}
input_arg {
name: "mom"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyFtrl"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "linear"
type_attr: "T"
is_ref: true
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "lr_power"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyFtrlV2"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "linear"
type_attr: "T"
is_ref: true
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "l2_shrinkage"
type_attr: "T"
}
input_arg {
name: "lr_power"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyGradientDescent"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "delta"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyMomentum"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "use_nesterov"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyPowerSign"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "m"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "logbase"
type_attr: "T"
}
input_arg {
name: "sign_decay"
type_attr: "T"
}
input_arg {
name: "beta"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyProximalAdagrad"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyProximalGradientDescent"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "delta"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApplyRMSProp"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "ms"
type_attr: "T"
is_ref: true
}
input_arg {
name: "mom"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ApproximateEqual"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "tolerance"
type: "float"
default_value {
f: 1e-05
}
}
is_commutative: true
}
op {
name: "ArgMax"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "dimension"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "output_type"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "output_type"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ArgMin"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "dimension"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "output_type"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "output_type"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "AsString"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
type: DT_FLOAT
type: DT_DOUBLE
type: DT_BOOL
}
}
}
attr {
name: "precision"
type: "int"
default_value {
i: -1
}
}
attr {
name: "scientific"
type: "bool"
default_value {
b: false
}
}
attr {
name: "shortest"
type: "bool"
default_value {
b: false
}
}
attr {
name: "width"
type: "int"
default_value {
i: -1
}
}
attr {
name: "fill"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "Asin"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Asinh"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Assert"
input_arg {
name: "condition"
type: DT_BOOL
}
input_arg {
name: "data"
type_list_attr: "T"
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "summarize"
type: "int"
default_value {
i: 3
}
}
is_stateful: true
}
op {
name: "Assign"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
attr {
name: "validate_shape"
type: "bool"
default_value {
b: true
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: true
}
}
allows_uninitialized_input: true
}
op {
name: "AssignAdd"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "AssignAddVariableOp"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
is_stateful: true
}
op {
name: "AssignSub"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "AssignSubVariableOp"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
is_stateful: true
}
op {
name: "AssignVariableOp"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
is_stateful: true
}
op {
name: "Atan"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Atan2"
input_arg {
name: "y"
type_attr: "T"
}
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Atanh"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "AudioSpectrogram"
input_arg {
name: "input"
type: DT_FLOAT
}
output_arg {
name: "spectrogram"
type: DT_FLOAT
}
attr {
name: "window_size"
type: "int"
}
attr {
name: "stride"
type: "int"
}
attr {
name: "magnitude_squared"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "AudioSummary"
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "tensor"
type: DT_FLOAT
}
output_arg {
name: "summary"
type: DT_STRING
}
attr {
name: "sample_rate"
type: "float"
}
attr {
name: "max_outputs"
type: "int"
default_value {
i: 3
}
has_minimum: true
minimum: 1
}
deprecation {
version: 15
explanation: "Use AudioSummaryV2."
}
}
op {
name: "AudioSummaryV2"
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "tensor"
type: DT_FLOAT
}
input_arg {
name: "sample_rate"
type: DT_FLOAT
}
output_arg {
name: "summary"
type: DT_STRING
}
attr {
name: "max_outputs"
type: "int"
default_value {
i: 3
}
has_minimum: true
minimum: 1
}
}
op {
name: "AvgPool"
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "AvgPool3D"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NDHWC"
}
allowed_values {
list {
s: "NDHWC"
s: "NCDHW"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "AvgPool3DGrad"
input_arg {
name: "orig_input_shape"
type: DT_INT32
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NDHWC"
}
allowed_values {
list {
s: "NDHWC"
s: "NCDHW"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "AvgPoolGrad"
input_arg {
name: "orig_input_shape"
type: DT_INT32
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Barrier"
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "BarrierClose"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "cancel_pending_enqueues"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "BarrierIncompleteSize"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "size"
type: DT_INT32
}
}
op {
name: "BarrierInsertMany"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "keys"
type: DT_STRING
}
input_arg {
name: "values"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "component_index"
type: "int"
}
}
op {
name: "BarrierReadySize"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "size"
type: DT_INT32
}
}
op {
name: "BarrierTakeMany"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "num_elements"
type: DT_INT32
}
output_arg {
name: "indices"
type: DT_INT64
}
output_arg {
name: "keys"
type: DT_STRING
}
output_arg {
name: "values"
type_list_attr: "component_types"
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "allow_small_batch"
type: "bool"
default_value {
b: false
}
}
attr {
name: "wait_for_incomplete"
type: "bool"
default_value {
b: false
}
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "Batch"
input_arg {
name: "in_tensors"
type_list_attr: "T"
}
output_arg {
name: "batched_tensors"
type_list_attr: "T"
}
output_arg {
name: "batch_index"
type: DT_INT64
}
output_arg {
name: "id"
type: DT_INT64
}
attr {
name: "num_batch_threads"
type: "int"
}
attr {
name: "max_batch_size"
type: "int"
}
attr {
name: "max_enqueued_batches"
type: "int"
default_value {
i: 10
}
}
attr {
name: "batch_timeout_micros"
type: "int"
}
attr {
name: "allowed_batch_sizes"
type: "list(int)"
default_value {
list {
}
}
}
attr {
name: "grad_timeout_micros"
type: "int"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "batching_queue"
type: "string"
default_value {
s: ""
}
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
minimum: 1
}
}
op {
name: "BatchCholesky"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
}
}
}
deprecation {
version: 13
explanation: "Use Cholesky instead."
}
}
op {
name: "BatchCholeskyGrad"
input_arg {
name: "l"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
deprecation {
version: 13
explanation: "Use CholeskyGrad instead."
}
}
op {
name: "BatchDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "batch_size"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "BatchDatasetV2"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "batch_size"
type: DT_INT64
}
input_arg {
name: "drop_remainder"
type: DT_BOOL
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "BatchFFT"
input_arg {
name: "input"
type: DT_COMPLEX64
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
deprecation {
version: 15
explanation: "Use FFT"
}
}
op {
name: "BatchFFT2D"
input_arg {
name: "input"
type: DT_COMPLEX64
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
deprecation {
version: 15
explanation: "Use FFT2D"
}
}
op {
name: "BatchFFT3D"
input_arg {
name: "input"
type: DT_COMPLEX64
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
deprecation {
version: 15
explanation: "Use FFT3D"
}
}
op {
name: "BatchFunction"
input_arg {
name: "in_tensors"
type_list_attr: "Tin"
}
input_arg {
name: "captured_tensors"
type_list_attr: "Tcaptured"
}
output_arg {
name: "out_tensors"
type_list_attr: "Tout"
}
attr {
name: "f"
type: "func"
}
attr {
name: "num_batch_threads"
type: "int"
}
attr {
name: "max_batch_size"
type: "int"
}
attr {
name: "batch_timeout_micros"
type: "int"
}
attr {
name: "max_enqueued_batches"
type: "int"
default_value {
i: 10
}
}
attr {
name: "allowed_batch_sizes"
type: "list(int)"
default_value {
list {
}
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "batching_queue"
type: "string"
default_value {
s: ""
}
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "Tcaptured"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
minimum: 1
}
}
op {
name: "BatchIFFT"
input_arg {
name: "input"
type: DT_COMPLEX64
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
deprecation {
version: 15
explanation: "Use IFFT"
}
}
op {
name: "BatchIFFT2D"
input_arg {
name: "input"
type: DT_COMPLEX64
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
deprecation {
version: 15
explanation: "Use IFFT2D"
}
}
op {
name: "BatchIFFT3D"
input_arg {
name: "input"
type: DT_COMPLEX64
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
deprecation {
version: 15
explanation: "Use IFFT3D"
}
}
op {
name: "BatchMatMul"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
attr {
name: "adj_x"
type: "bool"
default_value {
b: false
}
}
attr {
name: "adj_y"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "BatchMatrixBandPart"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "num_lower"
type: DT_INT64
}
input_arg {
name: "num_upper"
type: DT_INT64
}
output_arg {
name: "band"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 14
explanation: "Use MatrixBandPart"
}
}
op {
name: "BatchMatrixDeterminant"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
deprecation {
version: 13
explanation: "Use MatrixDeterminant instead."
}
}
op {
name: "BatchMatrixDiag"
input_arg {
name: "diagonal"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 14
explanation: "Use MatrixDiag"
}
}
op {
name: "BatchMatrixDiagPart"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "diagonal"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 14
explanation: "Use MatrixDiagPart"
}
}
op {
name: "BatchMatrixInverse"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "adjoint"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
}
}
}
deprecation {
version: 13
explanation: "Use MatrixInverse instead."
}
}
op {
name: "BatchMatrixSetDiag"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "diagonal"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 14
explanation: "Use MatrixSetDiag"
}
}
op {
name: "BatchMatrixSolve"
input_arg {
name: "matrix"
type_attr: "T"
}
input_arg {
name: "rhs"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "adjoint"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
}
}
}
deprecation {
version: 13
explanation: "Use MatrixSolve instead."
}
}
op {
name: "BatchMatrixSolveLs"
input_arg {
name: "matrix"
type_attr: "T"
}
input_arg {
name: "rhs"
type_attr: "T"
}
input_arg {
name: "l2_regularizer"
type: DT_DOUBLE
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
}
}
}
attr {
name: "fast"
type: "bool"
default_value {
b: true
}
}
deprecation {
version: 13
explanation: "Use MatrixSolveLs instead."
}
}
op {
name: "BatchMatrixTriangularSolve"
input_arg {
name: "matrix"
type_attr: "T"
}
input_arg {
name: "rhs"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "lower"
type: "bool"
default_value {
b: true
}
}
attr {
name: "adjoint"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
}
}
}
deprecation {
version: 13
explanation: "Use MatrixTriangularSolve instead."
}
}
op {
name: "BatchNormWithGlobalNormalization"
input_arg {
name: "t"
type_attr: "T"
}
input_arg {
name: "m"
type_attr: "T"
}
input_arg {
name: "v"
type_attr: "T"
}
input_arg {
name: "beta"
type_attr: "T"
}
input_arg {
name: "gamma"
type_attr: "T"
}
output_arg {
name: "result"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "variance_epsilon"
type: "float"
}
attr {
name: "scale_after_normalization"
type: "bool"
}
deprecation {
version: 9
explanation: "Use tf.nn.batch_normalization()"
}
}
op {
name: "BatchNormWithGlobalNormalizationGrad"
input_arg {
name: "t"
type_attr: "T"
}
input_arg {
name: "m"
type_attr: "T"
}
input_arg {
name: "v"
type_attr: "T"
}
input_arg {
name: "gamma"
type_attr: "T"
}
input_arg {
name: "backprop"
type_attr: "T"
}
output_arg {
name: "dx"
type_attr: "T"
}
output_arg {
name: "dm"
type_attr: "T"
}
output_arg {
name: "dv"
type_attr: "T"
}
output_arg {
name: "db"
type_attr: "T"
}
output_arg {
name: "dg"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "variance_epsilon"
type: "float"
}
attr {
name: "scale_after_normalization"
type: "bool"
}
deprecation {
version: 9
explanation: "Use tf.nn.batch_normalization()"
}
}
op {
name: "BatchSelfAdjointEig"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
}
}
}
deprecation {
version: 11
explanation: "Use SelfAdjointEigV2 instead."
}
}
op {
name: "BatchSelfAdjointEigV2"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "e"
type_attr: "T"
}
output_arg {
name: "v"
type_attr: "T"
}
attr {
name: "compute_v"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
}
}
}
deprecation {
version: 13
explanation: "Use SelfAdjointEigV2 instead."
}
}
op {
name: "BatchSvd"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "s"
type_attr: "T"
}
output_arg {
name: "u"
type_attr: "T"
}
output_arg {
name: "v"
type_attr: "T"
}
attr {
name: "compute_uv"
type: "bool"
default_value {
b: true
}
}
attr {
name: "full_matrices"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
deprecation {
version: 13
explanation: "Use Svd instead."
}
}
op {
name: "BatchToSpace"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "crops"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "block_size"
type: "int"
has_minimum: true
minimum: 2
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "BatchToSpaceND"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "block_shape"
type_attr: "Tblock_shape"
}
input_arg {
name: "crops"
type_attr: "Tcrops"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tblock_shape"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tcrops"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "BesselI0e"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "BesselI1e"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Betainc"
input_arg {
name: "a"
type_attr: "T"
}
input_arg {
name: "b"
type_attr: "T"
}
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "BiasAdd"
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "bias"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
}
op {
name: "BiasAddGrad"
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
}
op {
name: "BiasAddV1"
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "bias"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "Bincount"
input_arg {
name: "arr"
type: DT_INT32
}
input_arg {
name: "size"
type: DT_INT32
}
input_arg {
name: "weights"
type_attr: "T"
}
output_arg {
name: "bins"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Bitcast"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "type"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT64
type: DT_INT32
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
type: DT_INT8
type: DT_INT16
type: DT_COMPLEX64
type: DT_COMPLEX128
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT16
type: DT_QUINT16
type: DT_QINT32
}
}
}
attr {
name: "type"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT64
type: DT_INT32
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
type: DT_INT8
type: DT_INT16
type: DT_COMPLEX64
type: DT_COMPLEX128
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT16
type: DT_QUINT16
type: DT_QINT32
}
}
}
}
op {
name: "BitwiseAnd"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
}
}
}
is_commutative: true
}
op {
name: "BitwiseOr"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
}
}
}
is_commutative: true
}
op {
name: "BitwiseXor"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
}
}
}
is_commutative: true
}
op {
name: "BoostedTreesBucketize"
input_arg {
name: "float_values"
type: DT_FLOAT
number_attr: "num_features"
}
input_arg {
name: "bucket_boundaries"
type: DT_FLOAT
number_attr: "num_features"
}
output_arg {
name: "buckets"
type: DT_INT32
number_attr: "num_features"
}
attr {
name: "num_features"
type: "int"
has_minimum: true
}
}
op {
name: "BoostedTreesCalculateBestGainsPerFeature"
input_arg {
name: "node_id_range"
type: DT_INT32
}
input_arg {
name: "stats_summary_list"
type: DT_FLOAT
number_attr: "num_features"
}
input_arg {
name: "l1"
type: DT_FLOAT
}
input_arg {
name: "l2"
type: DT_FLOAT
}
input_arg {
name: "tree_complexity"
type: DT_FLOAT
}
input_arg {
name: "min_node_weight"
type: DT_FLOAT
}
output_arg {
name: "node_ids_list"
type: DT_INT32
number_attr: "num_features"
}
output_arg {
name: "gains_list"
type: DT_FLOAT
number_attr: "num_features"
}
output_arg {
name: "thresholds_list"
type: DT_INT32
number_attr: "num_features"
}
output_arg {
name: "left_node_contribs_list"
type: DT_FLOAT
number_attr: "num_features"
}
output_arg {
name: "right_node_contribs_list"
type: DT_FLOAT
number_attr: "num_features"
}
attr {
name: "max_splits"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_features"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "BoostedTreesCenterBias"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
input_arg {
name: "mean_gradients"
type: DT_FLOAT
}
input_arg {
name: "mean_hessians"
type: DT_FLOAT
}
input_arg {
name: "l1"
type: DT_FLOAT
}
input_arg {
name: "l2"
type: DT_FLOAT
}
output_arg {
name: "continue_centering"
type: DT_BOOL
}
is_stateful: true
}
op {
name: "BoostedTreesCreateEnsemble"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
input_arg {
name: "stamp_token"
type: DT_INT64
}
input_arg {
name: "tree_ensemble_serialized"
type: DT_STRING
}
is_stateful: true
}
op {
name: "BoostedTreesCreateQuantileStreamResource"
input_arg {
name: "quantile_stream_resource_handle"
type: DT_RESOURCE
}
input_arg {
name: "epsilon"
type: DT_FLOAT
}
input_arg {
name: "num_streams"
type: DT_INT64
}
attr {
name: "max_elements"
type: "int"
default_value {
i: 1099511627776
}
}
is_stateful: true
}
op {
name: "BoostedTreesDeserializeEnsemble"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
input_arg {
name: "stamp_token"
type: DT_INT64
}
input_arg {
name: "tree_ensemble_serialized"
type: DT_STRING
}
is_stateful: true
}
op {
name: "BoostedTreesEnsembleResourceHandleOp"
output_arg {
name: "resource"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "BoostedTreesExampleDebugOutputs"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
input_arg {
name: "bucketized_features"
type: DT_INT32
number_attr: "num_bucketized_features"
}
output_arg {
name: "examples_debug_outputs_serialized"
type: DT_STRING
}
attr {
name: "num_bucketized_features"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "logits_dimension"
type: "int"
}
is_stateful: true
}
op {
name: "BoostedTreesGetEnsembleStates"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
output_arg {
name: "stamp_token"
type: DT_INT64
}
output_arg {
name: "num_trees"
type: DT_INT32
}
output_arg {
name: "num_finalized_trees"
type: DT_INT32
}
output_arg {
name: "num_attempted_layers"
type: DT_INT32
}
output_arg {
name: "last_layer_nodes_range"
type: DT_INT32
}
is_stateful: true
}
op {
name: "BoostedTreesMakeQuantileSummaries"
input_arg {
name: "float_values"
type: DT_FLOAT
number_attr: "num_features"
}
input_arg {
name: "example_weights"
type: DT_FLOAT
}
input_arg {
name: "epsilon"
type: DT_FLOAT
}
output_arg {
name: "summaries"
type: DT_FLOAT
number_attr: "num_features"
}
attr {
name: "num_features"
type: "int"
has_minimum: true
}
}
op {
name: "BoostedTreesMakeStatsSummary"
input_arg {
name: "node_ids"
type: DT_INT32
}
input_arg {
name: "gradients"
type: DT_FLOAT
}
input_arg {
name: "hessians"
type: DT_FLOAT
}
input_arg {
name: "bucketized_features_list"
type: DT_INT32
number_attr: "num_features"
}
output_arg {
name: "stats_summary"
type: DT_FLOAT
}
attr {
name: "max_splits"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_buckets"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_features"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "BoostedTreesPredict"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
input_arg {
name: "bucketized_features"
type: DT_INT32
number_attr: "num_bucketized_features"
}
output_arg {
name: "logits"
type: DT_FLOAT
}
attr {
name: "num_bucketized_features"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "logits_dimension"
type: "int"
}
is_stateful: true
}
op {
name: "BoostedTreesQuantileStreamResourceAddSummaries"
input_arg {
name: "quantile_stream_resource_handle"
type: DT_RESOURCE
}
input_arg {
name: "summaries"
type: DT_FLOAT
number_attr: "num_features"
}
attr {
name: "num_features"
type: "int"
has_minimum: true
}
is_stateful: true
}
op {
name: "BoostedTreesQuantileStreamResourceDeserialize"
input_arg {
name: "quantile_stream_resource_handle"
type: DT_RESOURCE
}
input_arg {
name: "bucket_boundaries"
type: DT_FLOAT
number_attr: "num_streams"
}
attr {
name: "num_streams"
type: "int"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "BoostedTreesQuantileStreamResourceFlush"
input_arg {
name: "quantile_stream_resource_handle"
type: DT_RESOURCE
}
input_arg {
name: "num_buckets"
type: DT_INT64
}
attr {
name: "generate_quantiles"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "BoostedTreesQuantileStreamResourceGetBucketBoundaries"
input_arg {
name: "quantile_stream_resource_handle"
type: DT_RESOURCE
}
output_arg {
name: "bucket_boundaries"
type: DT_FLOAT
number_attr: "num_features"
}
attr {
name: "num_features"
type: "int"
has_minimum: true
}
is_stateful: true
}
op {
name: "BoostedTreesQuantileStreamResourceHandleOp"
output_arg {
name: "resource"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "BoostedTreesSerializeEnsemble"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
output_arg {
name: "stamp_token"
type: DT_INT64
}
output_arg {
name: "tree_ensemble_serialized"
type: DT_STRING
}
is_stateful: true
}
op {
name: "BoostedTreesTrainingPredict"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
input_arg {
name: "cached_tree_ids"
type: DT_INT32
}
input_arg {
name: "cached_node_ids"
type: DT_INT32
}
input_arg {
name: "bucketized_features"
type: DT_INT32
number_attr: "num_bucketized_features"
}
output_arg {
name: "partial_logits"
type: DT_FLOAT
}
output_arg {
name: "tree_ids"
type: DT_INT32
}
output_arg {
name: "node_ids"
type: DT_INT32
}
attr {
name: "num_bucketized_features"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "logits_dimension"
type: "int"
}
is_stateful: true
}
op {
name: "BoostedTreesUpdateEnsemble"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
input_arg {
name: "feature_ids"
type: DT_INT32
}
input_arg {
name: "node_ids"
type: DT_INT32
number_attr: "num_features"
}
input_arg {
name: "gains"
type: DT_FLOAT
number_attr: "num_features"
}
input_arg {
name: "thresholds"
type: DT_INT32
number_attr: "num_features"
}
input_arg {
name: "left_node_contribs"
type: DT_FLOAT
number_attr: "num_features"
}
input_arg {
name: "right_node_contribs"
type: DT_FLOAT
number_attr: "num_features"
}
input_arg {
name: "max_depth"
type: DT_INT32
}
input_arg {
name: "learning_rate"
type: DT_FLOAT
}
attr {
name: "pruning_mode"
type: "int"
has_minimum: true
}
attr {
name: "num_features"
type: "int"
has_minimum: true
}
is_stateful: true
}
op {
name: "BroadcastArgs"
input_arg {
name: "s0"
type_attr: "T"
}
input_arg {
name: "s1"
type_attr: "T"
}
output_arg {
name: "r0"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "BroadcastGradientArgs"
input_arg {
name: "s0"
type_attr: "T"
}
input_arg {
name: "s1"
type_attr: "T"
}
output_arg {
name: "r0"
type_attr: "T"
}
output_arg {
name: "r1"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "BroadcastTo"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "shape"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Bucketize"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type: DT_INT32
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "boundaries"
type: "list(float)"
}
}
op {
name: "CTCBeamSearchDecoder"
input_arg {
name: "inputs"
type: DT_FLOAT
}
input_arg {
name: "sequence_length"
type: DT_INT32
}
output_arg {
name: "decoded_indices"
type: DT_INT64
number_attr: "top_paths"
}
output_arg {
name: "decoded_values"
type: DT_INT64
number_attr: "top_paths"
}
output_arg {
name: "decoded_shape"
type: DT_INT64
number_attr: "top_paths"
}
output_arg {
name: "log_probability"
type: DT_FLOAT
}
attr {
name: "beam_width"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "top_paths"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "merge_repeated"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "CTCGreedyDecoder"
input_arg {
name: "inputs"
type: DT_FLOAT
}
input_arg {
name: "sequence_length"
type: DT_INT32
}
output_arg {
name: "decoded_indices"
type: DT_INT64
}
output_arg {
name: "decoded_values"
type: DT_INT64
}
output_arg {
name: "decoded_shape"
type: DT_INT64
}
output_arg {
name: "log_probability"
type: DT_FLOAT
}
attr {
name: "merge_repeated"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "CTCLoss"
input_arg {
name: "inputs"
type: DT_FLOAT
}
input_arg {
name: "labels_indices"
type: DT_INT64
}
input_arg {
name: "labels_values"
type: DT_INT32
}
input_arg {
name: "sequence_length"
type: DT_INT32
}
output_arg {
name: "loss"
type: DT_FLOAT
}
output_arg {
name: "gradient"
type: DT_FLOAT
}
attr {
name: "preprocess_collapse_repeated"
type: "bool"
default_value {
b: false
}
}
attr {
name: "ctc_merge_repeated"
type: "bool"
default_value {
b: true
}
}
attr {
name: "ignore_longer_outputs_than_inputs"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "CacheDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "filename"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "Cast"
input_arg {
name: "x"
type_attr: "SrcT"
}
output_arg {
name: "y"
type_attr: "DstT"
}
attr {
name: "SrcT"
type: "type"
}
attr {
name: "DstT"
type: "type"
}
attr {
name: "Truncate"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "Ceil"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "CheckNumerics"
input_arg {
name: "tensor"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "message"
type: "string"
}
}
op {
name: "Cholesky"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "CholeskyGrad"
input_arg {
name: "l"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "ClipByValue"
input_arg {
name: "t"
type_attr: "T"
}
input_arg {
name: "clip_value_min"
type_attr: "T"
}
input_arg {
name: "clip_value_max"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "CloseSummaryWriter"
input_arg {
name: "writer"
type: DT_RESOURCE
}
is_stateful: true
}
op {
name: "CollectiveBcastRecv"
output_arg {
name: "data"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_HALF
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "group_size"
type: "int"
}
attr {
name: "group_key"
type: "int"
}
attr {
name: "instance_key"
type: "int"
}
attr {
name: "shape"
type: "shape"
}
is_stateful: true
}
op {
name: "CollectiveBcastSend"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "data"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_HALF
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "group_size"
type: "int"
}
attr {
name: "group_key"
type: "int"
}
attr {
name: "instance_key"
type: "int"
}
attr {
name: "shape"
type: "shape"
}
is_stateful: true
}
op {
name: "CollectiveReduce"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "data"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_HALF
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "group_size"
type: "int"
}
attr {
name: "group_key"
type: "int"
}
attr {
name: "instance_key"
type: "int"
}
attr {
name: "merge_op"
type: "string"
allowed_values {
list {
s: "Min"
s: "Max"
s: "Mul"
s: "Add"
}
}
}
attr {
name: "final_op"
type: "string"
allowed_values {
list {
s: "Id"
s: "Div"
}
}
}
attr {
name: "subdiv_offsets"
type: "list(int)"
}
is_stateful: true
}
op {
name: "CompareAndBitpack"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "threshold"
type_attr: "T"
}
output_arg {
name: "output"
type: DT_UINT8
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BOOL
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Complex"
input_arg {
name: "real"
type_attr: "T"
}
input_arg {
name: "imag"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "Tout"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tout"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "ComplexAbs"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "Tout"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
attr {
name: "Tout"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "ComputeAccidentalHits"
input_arg {
name: "true_classes"
type: DT_INT64
}
input_arg {
name: "sampled_candidates"
type: DT_INT64
}
output_arg {
name: "indices"
type: DT_INT32
}
output_arg {
name: "ids"
type: DT_INT64
}
output_arg {
name: "weights"
type: DT_FLOAT
}
attr {
name: "num_true"
type: "int"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "Concat"
input_arg {
name: "concat_dim"
type: DT_INT32
}
input_arg {
name: "values"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 2
}
attr {
name: "T"
type: "type"
}
}
op {
name: "ConcatOffset"
input_arg {
name: "concat_dim"
type: DT_INT32
}
input_arg {
name: "shape"
type: DT_INT32
number_attr: "N"
}
output_arg {
name: "offset"
type: DT_INT32
number_attr: "N"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 2
}
}
op {
name: "ConcatV2"
input_arg {
name: "values"
type_attr: "T"
number_attr: "N"
}
input_arg {
name: "axis"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 2
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ConcatenateDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "another_dataset"
type: DT_VARIANT
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ConditionalAccumulator"
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "shape"
type: "shape"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "reduction_type"
type: "string"
default_value {
s: "MEAN"
}
allowed_values {
list {
s: "MEAN"
s: "SUM"
}
}
}
is_stateful: true
}
op {
name: "Conj"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
type: DT_VARIANT
}
}
}
}
op {
name: "ConjugateTranspose"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "perm"
type_attr: "Tperm"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tperm"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Const"
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "value"
type: "tensor"
}
attr {
name: "dtype"
type: "type"
}
}
op {
name: "ConsumeMutexLock"
input_arg {
name: "mutex_lock"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "ControlTrigger"
}
op {
name: "Conv2D"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "use_cudnn_on_gpu"
type: "bool"
default_value {
b: true
}
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "Conv2DBackpropFilter"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter_sizes"
type: DT_INT32
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "use_cudnn_on_gpu"
type: "bool"
default_value {
b: true
}
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "Conv2DBackpropInput"
input_arg {
name: "input_sizes"
type: DT_INT32
}
input_arg {
name: "filter"
type_attr: "T"
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "use_cudnn_on_gpu"
type: "bool"
default_value {
b: true
}
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "Conv3D"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NDHWC"
}
allowed_values {
list {
s: "NDHWC"
s: "NCDHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "Conv3DBackpropFilter"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter"
type_attr: "T"
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
i: 1
}
}
}
deprecation {
version: 10
explanation: "Use Conv3DBackpropFilterV2"
}
}
op {
name: "Conv3DBackpropFilterV2"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter_sizes"
type: DT_INT32
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NDHWC"
}
allowed_values {
list {
s: "NDHWC"
s: "NCDHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "Conv3DBackpropInput"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter"
type_attr: "T"
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
i: 1
}
}
}
deprecation {
version: 10
explanation: "Use Conv3DBackpropInputV2"
}
}
op {
name: "Conv3DBackpropInputV2"
input_arg {
name: "input_sizes"
type_attr: "Tshape"
}
input_arg {
name: "filter"
type_attr: "T"
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NDHWC"
}
allowed_values {
list {
s: "NDHWC"
s: "NCDHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
i: 1
}
}
}
attr {
name: "Tshape"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Copy"
input_arg {
name: "input"
description: "Input tensor."
type_attr: "T"
}
output_arg {
name: "output"
description: "Output tensor, deep-copied from input."
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "tensor_name"
type: "string"
default_value {
s: ""
}
description: "The name of the input tensor."
}
attr {
name: "debug_ops_spec"
type: "list(string)"
default_value {
list {
}
}
description: "A list of debug op spec (op, url, gated_grpc) for attached debug\nops. Each element of the list has the format\n;;, wherein gated_grpc is boolean represented\nas 0/1. E.g., \"DebugIdentity;grpc://foo:3333;1\",\n\"DebugIdentity;file:///tmp/tfdbg_1;0\"."
}
summary: "Copy Op."
description: "Performs CPU-to-CPU or GPU-to-GPU deep-copying of tensor, depending on the\ndevice on which the tensor is allocated.\nN.B.: If the all downstream attached debug ops are disabled given the current\ngRPC gating status, the output will simply forward the input tensor without\ndeep-copying. See the documentation of Debug* ops for more details.\n\nUnlike the CopyHost Op, this op does not have HostMemory constraint on its\ninput or output."
allows_uninitialized_input: true
}
op {
name: "CopyHost"
input_arg {
name: "input"
description: "Input tensor."
type_attr: "T"
}
output_arg {
name: "output"
description: "Output tensor, deep-copied from input."
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "tensor_name"
type: "string"
default_value {
s: ""
}
description: "The name of the input tensor."
}
attr {
name: "debug_ops_spec"
type: "list(string)"
default_value {
list {
}
}
description: "A list of debug op spec (op, url, gated_grpc) for attached debug\nops. Each element of the list has the format\n;;, wherein gated_grpc is boolean represented\nas 0/1. E.g., \"DebugIdentity;grpc://foo:3333;1\",\n\"DebugIdentity;file:///tmp/tfdbg_1;0\"."
}
summary: "Copy Host Op."
description: "Performs CPU-to-CPU deep-copying of tensor.\nN.B.: If the all downstream attached debug ops are disabled given the current\ngRPC gating status, the output will simply forward the input tensor without\ndeep-copying. See the documentation of Debug* ops for more details.\n\nUnlike the Copy Op, this op has HostMemory constraint on its input or output."
allows_uninitialized_input: true
}
op {
name: "Cos"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Cosh"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "CountUpTo"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "limit"
type: "int"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "CreateSummaryDbWriter"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "db_uri"
type: DT_STRING
}
input_arg {
name: "experiment_name"
type: DT_STRING
}
input_arg {
name: "run_name"
type: DT_STRING
}
input_arg {
name: "user_name"
type: DT_STRING
}
is_stateful: true
}
op {
name: "CreateSummaryFileWriter"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "logdir"
type: DT_STRING
}
input_arg {
name: "max_queue"
type: DT_INT32
}
input_arg {
name: "flush_millis"
type: DT_INT32
}
input_arg {
name: "filename_suffix"
type: DT_STRING
}
is_stateful: true
}
op {
name: "CropAndResize"
input_arg {
name: "image"
type_attr: "T"
}
input_arg {
name: "boxes"
type: DT_FLOAT
}
input_arg {
name: "box_ind"
type: DT_INT32
}
input_arg {
name: "crop_size"
type: DT_INT32
}
output_arg {
name: "crops"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_UINT16
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "method"
type: "string"
default_value {
s: "bilinear"
}
allowed_values {
list {
s: "bilinear"
s: "nearest"
}
}
}
attr {
name: "extrapolation_value"
type: "float"
default_value {
f: 0
}
}
}
op {
name: "CropAndResizeGradBoxes"
input_arg {
name: "grads"
type: DT_FLOAT
}
input_arg {
name: "image"
type_attr: "T"
}
input_arg {
name: "boxes"
type: DT_FLOAT
}
input_arg {
name: "box_ind"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_UINT16
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "method"
type: "string"
default_value {
s: "bilinear"
}
allowed_values {
list {
s: "bilinear"
}
}
}
}
op {
name: "CropAndResizeGradImage"
input_arg {
name: "grads"
type: DT_FLOAT
}
input_arg {
name: "boxes"
type: DT_FLOAT
}
input_arg {
name: "box_ind"
type: DT_INT32
}
input_arg {
name: "image_size"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_HALF
type: DT_DOUBLE
}
}
}
attr {
name: "method"
type: "string"
default_value {
s: "bilinear"
}
allowed_values {
list {
s: "bilinear"
s: "nearest"
}
}
}
}
op {
name: "Cross"
input_arg {
name: "a"
type_attr: "T"
}
input_arg {
name: "b"
type_attr: "T"
}
output_arg {
name: "product"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "CudnnRNN"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "input_h"
type_attr: "T"
}
input_arg {
name: "input_c"
type_attr: "T"
}
input_arg {
name: "params"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "output_h"
type_attr: "T"
}
output_arg {
name: "output_c"
type_attr: "T"
}
output_arg {
name: "reserve_space"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "is_training"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "CudnnRNNBackprop"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "input_h"
type_attr: "T"
}
input_arg {
name: "input_c"
type_attr: "T"
}
input_arg {
name: "params"
type_attr: "T"
}
input_arg {
name: "output"
type_attr: "T"
}
input_arg {
name: "output_h"
type_attr: "T"
}
input_arg {
name: "output_c"
type_attr: "T"
}
input_arg {
name: "output_backprop"
type_attr: "T"
}
input_arg {
name: "output_h_backprop"
type_attr: "T"
}
input_arg {
name: "output_c_backprop"
type_attr: "T"
}
input_arg {
name: "reserve_space"
type_attr: "T"
}
output_arg {
name: "input_backprop"
type_attr: "T"
}
output_arg {
name: "input_h_backprop"
type_attr: "T"
}
output_arg {
name: "input_c_backprop"
type_attr: "T"
}
output_arg {
name: "params_backprop"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "CudnnRNNBackpropV2"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "input_h"
type_attr: "T"
}
input_arg {
name: "input_c"
type_attr: "T"
}
input_arg {
name: "params"
type_attr: "T"
}
input_arg {
name: "output"
type_attr: "T"
}
input_arg {
name: "output_h"
type_attr: "T"
}
input_arg {
name: "output_c"
type_attr: "T"
}
input_arg {
name: "output_backprop"
type_attr: "T"
}
input_arg {
name: "output_h_backprop"
type_attr: "T"
}
input_arg {
name: "output_c_backprop"
type_attr: "T"
}
input_arg {
name: "reserve_space"
type_attr: "T"
}
input_arg {
name: "host_reserved"
type: DT_INT8
}
output_arg {
name: "input_backprop"
type_attr: "T"
}
output_arg {
name: "input_h_backprop"
type_attr: "T"
}
output_arg {
name: "input_c_backprop"
type_attr: "T"
}
output_arg {
name: "params_backprop"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "CudnnRNNBackpropV3"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "input_h"
type_attr: "T"
}
input_arg {
name: "input_c"
type_attr: "T"
}
input_arg {
name: "params"
type_attr: "T"
}
input_arg {
name: "sequence_lengths"
type: DT_INT32
}
input_arg {
name: "output"
type_attr: "T"
}
input_arg {
name: "output_h"
type_attr: "T"
}
input_arg {
name: "output_c"
type_attr: "T"
}
input_arg {
name: "output_backprop"
type_attr: "T"
}
input_arg {
name: "output_h_backprop"
type_attr: "T"
}
input_arg {
name: "output_c_backprop"
type_attr: "T"
}
input_arg {
name: "reserve_space"
type_attr: "T"
}
input_arg {
name: "host_reserved"
type: DT_INT8
}
output_arg {
name: "input_backprop"
type_attr: "T"
}
output_arg {
name: "input_h_backprop"
type_attr: "T"
}
output_arg {
name: "input_c_backprop"
type_attr: "T"
}
output_arg {
name: "params_backprop"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "CudnnRNNCanonicalToParams"
input_arg {
name: "num_layers"
type: DT_INT32
}
input_arg {
name: "num_units"
type: DT_INT32
}
input_arg {
name: "input_size"
type: DT_INT32
}
input_arg {
name: "weights"
type_attr: "T"
number_attr: "num_params"
}
input_arg {
name: "biases"
type_attr: "T"
number_attr: "num_params"
}
output_arg {
name: "params"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "num_params"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "CudnnRNNParamsSize"
input_arg {
name: "num_layers"
type: DT_INT32
}
input_arg {
name: "num_units"
type: DT_INT32
}
input_arg {
name: "input_size"
type: DT_INT32
}
output_arg {
name: "params_size"
type_attr: "S"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "S"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "CudnnRNNParamsToCanonical"
input_arg {
name: "num_layers"
type: DT_INT32
}
input_arg {
name: "num_units"
type: DT_INT32
}
input_arg {
name: "input_size"
type: DT_INT32
}
input_arg {
name: "params"
type_attr: "T"
}
output_arg {
name: "weights"
type_attr: "T"
number_attr: "num_params"
}
output_arg {
name: "biases"
type_attr: "T"
number_attr: "num_params"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "num_params"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "CudnnRNNV2"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "input_h"
type_attr: "T"
}
input_arg {
name: "input_c"
type_attr: "T"
}
input_arg {
name: "params"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "output_h"
type_attr: "T"
}
output_arg {
name: "output_c"
type_attr: "T"
}
output_arg {
name: "reserve_space"
type_attr: "T"
}
output_arg {
name: "host_reserved"
type: DT_INT8
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "is_training"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "CudnnRNNV3"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "input_h"
type_attr: "T"
}
input_arg {
name: "input_c"
type_attr: "T"
}
input_arg {
name: "params"
type_attr: "T"
}
input_arg {
name: "sequence_lengths"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "output_h"
type_attr: "T"
}
output_arg {
name: "output_c"
type_attr: "T"
}
output_arg {
name: "reserve_space"
type_attr: "T"
}
output_arg {
name: "host_reserved"
type: DT_INT8
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "rnn_mode"
type: "string"
default_value {
s: "lstm"
}
allowed_values {
list {
s: "rnn_relu"
s: "rnn_tanh"
s: "lstm"
s: "gru"
}
}
}
attr {
name: "input_mode"
type: "string"
default_value {
s: "linear_input"
}
allowed_values {
list {
s: "linear_input"
s: "skip_input"
s: "auto_select"
}
}
}
attr {
name: "direction"
type: "string"
default_value {
s: "unidirectional"
}
allowed_values {
list {
s: "unidirectional"
s: "bidirectional"
}
}
}
attr {
name: "dropout"
type: "float"
default_value {
f: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "is_training"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "Cumprod"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "axis"
type_attr: "Tidx"
}
output_arg {
name: "out"
type_attr: "T"
}
attr {
name: "exclusive"
type: "bool"
default_value {
b: false
}
}
attr {
name: "reverse"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Cumsum"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "axis"
type_attr: "Tidx"
}
output_arg {
name: "out"
type_attr: "T"
}
attr {
name: "exclusive"
type: "bool"
default_value {
b: false
}
}
attr {
name: "reverse"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "DataFormatDimMap"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "src_format"
type: "string"
default_value {
s: "NHWC"
}
}
attr {
name: "dst_format"
type: "string"
default_value {
s: "NCHW"
}
}
}
op {
name: "DataFormatVecPermute"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "src_format"
type: "string"
default_value {
s: "NHWC"
}
}
attr {
name: "dst_format"
type: "string"
default_value {
s: "NCHW"
}
}
}
op {
name: "DatasetToGraph"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
output_arg {
name: "graph"
type: DT_STRING
}
}
op {
name: "DatasetToSingleElement"
input_arg {
name: "dataset"
type: DT_VARIANT
}
output_arg {
name: "components"
type_list_attr: "output_types"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "DebugGradientIdentity"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
allows_uninitialized_input: true
}
op {
name: "DebugGradientRefIdentity"
input_arg {
name: "input"
type_attr: "T"
is_ref: true
}
output_arg {
name: "output"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
allows_uninitialized_input: true
}
op {
name: "DebugIdentity"
input_arg {
name: "input"
description: "Input tensor, non-Reference type."
type_attr: "T"
}
output_arg {
name: "output"
description: "Output tensor that equals the input tensor."
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "device_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "tensor_name"
type: "string"
default_value {
s: ""
}
description: "Name of the input tensor."
}
attr {
name: "debug_urls"
type: "list(string)"
default_value {
list {
}
}
description: "List of URLs to debug targets, e.g.,\nfile:///foo/tfdbg_dump, grpc:://localhost:11011"
}
attr {
name: "gated_grpc"
type: "bool"
default_value {
b: false
}
description: "Whether this op will be gated. If any of the debug_urls of this\ndebug node is of the grpc:// scheme, when the value of this attribute is set\nto True, the data will not actually be sent via the grpc stream unless this\ndebug op has been enabled at the debug_url. If all of the debug_urls of this\ndebug node are of the grpc:// scheme and the debug op is enabled at none of\nthem, the output will be an empty Tensor."
}
summary: "Debug Identity Op."
description: "Provides an identity mapping of the non-Ref type input tensor for debugging."
allows_uninitialized_input: true
}
op {
name: "DebugNanCount"
input_arg {
name: "input"
description: "Input tensor, non-Reference type."
type_attr: "T"
}
output_arg {
name: "output"
description: "An integer output tensor that is the number of NaNs in the input."
type: DT_INT64
}
attr {
name: "T"
type: "type"
}
attr {
name: "device_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "tensor_name"
type: "string"
default_value {
s: ""
}
description: "Name of the input tensor."
}
attr {
name: "debug_urls"
type: "list(string)"
default_value {
list {
}
}
description: "List of URLs to debug targets, e.g.,\nfile:///foo/tfdbg_dump, grpc:://localhost:11011."
}
attr {
name: "gated_grpc"
type: "bool"
default_value {
b: false
}
description: "Whether this op will be gated. If any of the debug_urls of this\ndebug node is of the grpc:// scheme, when the value of this attribute is set\nto True, the data will not actually be sent via the grpc stream unless this\ndebug op has been enabled at the debug_url. If all of the debug_urls of this\ndebug node are of the grpc:// scheme and the debug op is enabled at none of\nthem, the output will be an empty Tensor."
}
summary: "Debug NaN Value Counter Op"
description: "Counts number of NaNs in the input tensor, for debugging."
allows_uninitialized_input: true
}
op {
name: "DebugNumericSummary"
input_arg {
name: "input"
description: "Input tensor, non-Reference type, float or double."
type_attr: "T"
}
output_arg {
name: "output"
description: "A double tensor of shape [14 + nDimensions], where nDimensions is the\n the number of dimensions of the tensor\'s shape. The elements of output are:\n [0]: is initialized (1.0) or not (0.0).\n [1]: total number of elements\n [2]: NaN element count\n [3]: generalized -inf count: elements <= lower_bound. lower_bound is -inf by\n default.\n [4]: negative element count (excluding -inf), if lower_bound is the default\n -inf. Otherwise, this is the count of elements > lower_bound and < 0.\n [5]: zero element count\n [6]: positive element count (excluding +inf), if upper_bound is the default\n -inf. Otherwise, this is the count of elements < upper_bound and > 0.\n [7]: generalized +inf count, elements >= upper_bound. upper_bound is +inf by\n default.\nOutput elements [1:8] are all zero, if the tensor is uninitialized.\n [8]: minimum of all non-inf and non-NaN elements.\n If uninitialized or no such element exists: +inf.\n [9]: maximum of all non-inf and non-NaN elements.\n If uninitialized or no such element exists: -inf.\n [10]: mean of all non-inf and non-NaN elements.\n If uninitialized or no such element exists: NaN.\n [11]: variance of all non-inf and non-NaN elements.\n If uninitialized or no such element exists: NaN.\n [12]: Data type of the tensor encoded as an enum integer. See the DataType\n proto for more details.\n [13]: Number of dimensions of the tensor (ndims).\n [14+]: Sizes of the dimensions."
type: DT_DOUBLE
}
attr {
name: "T"
type: "type"
}
attr {
name: "device_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "tensor_name"
type: "string"
default_value {
s: ""
}
description: "Name of the input tensor."
}
attr {
name: "debug_urls"
type: "list(string)"
default_value {
list {
}
}
description: "List of URLs to debug targets, e.g.,\nfile:///foo/tfdbg_dump, grpc:://localhost:11011"
}
attr {
name: "lower_bound"
type: "float"
default_value {
f: -inf
}
description: "(float) The lower bound <= which values will be included in the\ngeneralized -inf count. Default: -inf."
}
attr {
name: "upper_bound"
type: "float"
default_value {
f: inf
}
description: "(float) The upper bound >= which values will be included in the\ngeneralized +inf count. Default: +inf."
}
attr {
name: "mute_if_healthy"
type: "bool"
default_value {
b: false
}
description: "(bool) Do not send data to the debug URLs unless at least one\nof elements [2], [3] and [7] (i.e., the nan count and the generalized -inf and\ninf counts) is non-zero."
}
attr {
name: "gated_grpc"
type: "bool"
default_value {
b: false
}
description: "Whether this op will be gated. If any of the debug_urls of this\ndebug node is of the grpc:// scheme, when the value of this attribute is set\nto True, the data will not actually be sent via the grpc stream unless this\ndebug op has been enabled at the debug_url. If all of the debug_urls of this\ndebug node are of the grpc:// scheme and the debug op is enabled at none of\nthem, the output will be an empty Tensor."
}
summary: "Debug Numeric Summary Op."
description: "Provide a basic summary of numeric value types, range and distribution."
allows_uninitialized_input: true
}
op {
name: "DecodeAndCropJpeg"
input_arg {
name: "contents"
type: DT_STRING
}
input_arg {
name: "crop_window"
type: DT_INT32
}
output_arg {
name: "image"
type: DT_UINT8
}
attr {
name: "channels"
type: "int"
default_value {
i: 0
}
}
attr {
name: "ratio"
type: "int"
default_value {
i: 1
}
}
attr {
name: "fancy_upscaling"
type: "bool"
default_value {
b: true
}
}
attr {
name: "try_recover_truncated"
type: "bool"
default_value {
b: false
}
}
attr {
name: "acceptable_fraction"
type: "float"
default_value {
f: 1
}
}
attr {
name: "dct_method"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "DecodeBase64"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_STRING
}
}
op {
name: "DecodeBmp"
input_arg {
name: "contents"
type: DT_STRING
}
output_arg {
name: "image"
type: DT_UINT8
}
attr {
name: "channels"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "DecodeCSV"
input_arg {
name: "records"
type: DT_STRING
}
input_arg {
name: "record_defaults"
type_list_attr: "OUT_TYPE"
}
output_arg {
name: "output"
type_list_attr: "OUT_TYPE"
}
attr {
name: "OUT_TYPE"
type: "list(type)"
has_minimum: true
minimum: 1
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "field_delim"
type: "string"
default_value {
s: ","
}
}
attr {
name: "use_quote_delim"
type: "bool"
default_value {
b: true
}
}
attr {
name: "na_value"
type: "string"
default_value {
s: ""
}
}
attr {
name: "select_cols"
type: "list(int)"
default_value {
list {
}
}
}
}
op {
name: "DecodeCompressed"
input_arg {
name: "bytes"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "compression_type"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "DecodeGif"
input_arg {
name: "contents"
type: DT_STRING
}
output_arg {
name: "image"
type: DT_UINT8
}
}
op {
name: "DecodeJSONExample"
input_arg {
name: "json_examples"
type: DT_STRING
}
output_arg {
name: "binary_examples"
type: DT_STRING
}
}
op {
name: "DecodeJpeg"
input_arg {
name: "contents"
type: DT_STRING
}
output_arg {
name: "image"
type: DT_UINT8
}
attr {
name: "channels"
type: "int"
default_value {
i: 0
}
}
attr {
name: "ratio"
type: "int"
default_value {
i: 1
}
}
attr {
name: "fancy_upscaling"
type: "bool"
default_value {
b: true
}
}
attr {
name: "try_recover_truncated"
type: "bool"
default_value {
b: false
}
}
attr {
name: "acceptable_fraction"
type: "float"
default_value {
f: 1
}
}
attr {
name: "dct_method"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "DecodePng"
input_arg {
name: "contents"
type: DT_STRING
}
output_arg {
name: "image"
type_attr: "dtype"
}
attr {
name: "channels"
type: "int"
default_value {
i: 0
}
}
attr {
name: "dtype"
type: "type"
default_value {
type: DT_UINT8
}
allowed_values {
list {
type: DT_UINT8
type: DT_UINT16
}
}
}
}
op {
name: "DecodeProtoV2"
input_arg {
name: "bytes"
type: DT_STRING
}
output_arg {
name: "sizes"
type: DT_INT32
}
output_arg {
name: "values"
type_list_attr: "output_types"
}
attr {
name: "message_type"
type: "string"
}
attr {
name: "field_names"
type: "list(string)"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
}
attr {
name: "descriptor_source"
type: "string"
default_value {
s: "local://"
}
}
attr {
name: "message_format"
type: "string"
default_value {
s: "binary"
}
}
attr {
name: "sanitize"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "DecodeRaw"
input_arg {
name: "bytes"
type: DT_STRING
}
output_arg {
name: "output"
type_attr: "out_type"
}
attr {
name: "out_type"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT16
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
}
}
}
attr {
name: "little_endian"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "DecodeWav"
input_arg {
name: "contents"
type: DT_STRING
}
output_arg {
name: "audio"
type: DT_FLOAT
}
output_arg {
name: "sample_rate"
type: DT_INT32
}
attr {
name: "desired_channels"
type: "int"
default_value {
i: -1
}
}
attr {
name: "desired_samples"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "DeepCopy"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "DeleteSessionTensor"
input_arg {
name: "handle"
type: DT_STRING
}
is_stateful: true
}
op {
name: "DenseToDenseSetOperation"
input_arg {
name: "set1"
type_attr: "T"
}
input_arg {
name: "set2"
type_attr: "T"
}
output_arg {
name: "result_indices"
type: DT_INT64
}
output_arg {
name: "result_values"
type_attr: "T"
}
output_arg {
name: "result_shape"
type: DT_INT64
}
attr {
name: "set_operation"
type: "string"
}
attr {
name: "validate_indices"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_STRING
}
}
}
}
op {
name: "DenseToSparseSetOperation"
input_arg {
name: "set1"
type_attr: "T"
}
input_arg {
name: "set2_indices"
type: DT_INT64
}
input_arg {
name: "set2_values"
type_attr: "T"
}
input_arg {
name: "set2_shape"
type: DT_INT64
}
output_arg {
name: "result_indices"
type: DT_INT64
}
output_arg {
name: "result_values"
type_attr: "T"
}
output_arg {
name: "result_shape"
type: DT_INT64
}
attr {
name: "set_operation"
type: "string"
}
attr {
name: "validate_indices"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_STRING
}
}
}
}
op {
name: "DepthToSpace"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "block_size"
type: "int"
has_minimum: true
minimum: 2
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
s: "NCHW_VECT_C"
}
}
}
}
op {
name: "DepthwiseConv2dNative"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "DepthwiseConv2dNativeBackpropFilter"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter_sizes"
type: DT_INT32
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "DepthwiseConv2dNativeBackpropInput"
input_arg {
name: "input_sizes"
type: DT_INT32
}
input_arg {
name: "filter"
type_attr: "T"
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "Dequantize"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "min_range"
type: DT_FLOAT
}
input_arg {
name: "max_range"
type: DT_FLOAT
}
output_arg {
name: "output"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "mode"
type: "string"
default_value {
s: "MIN_COMBINED"
}
allowed_values {
list {
s: "MIN_COMBINED"
s: "MIN_FIRST"
s: "SCALED"
}
}
}
}
op {
name: "DeserializeIterator"
input_arg {
name: "resource_handle"
type: DT_RESOURCE
}
input_arg {
name: "serialized"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "DeserializeManySparse"
input_arg {
name: "serialized_sparse"
type: DT_STRING
}
output_arg {
name: "sparse_indices"
type: DT_INT64
}
output_arg {
name: "sparse_values"
type_attr: "dtype"
}
output_arg {
name: "sparse_shape"
type: DT_INT64
}
attr {
name: "dtype"
type: "type"
}
}
op {
name: "DeserializeSparse"
input_arg {
name: "serialized_sparse"
type_attr: "Tserialized"
}
output_arg {
name: "sparse_indices"
type: DT_INT64
}
output_arg {
name: "sparse_values"
type_attr: "dtype"
}
output_arg {
name: "sparse_shape"
type: DT_INT64
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "Tserialized"
type: "type"
default_value {
type: DT_STRING
}
allowed_values {
list {
type: DT_STRING
type: DT_VARIANT
}
}
}
}
op {
name: "DestroyResourceOp"
input_arg {
name: "resource"
type: DT_RESOURCE
}
attr {
name: "ignore_lookup_error"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "DestroyTemporaryVariable"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
output_arg {
name: "value"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "var_name"
type: "string"
}
}
op {
name: "Diag"
input_arg {
name: "diagonal"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "DiagPart"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "diagonal"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Digamma"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Dilation2D"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "rates"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "Dilation2DBackpropFilter"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter"
type_attr: "T"
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "filter_backprop"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "rates"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "Dilation2DBackpropInput"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "filter"
type_attr: "T"
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
output_arg {
name: "in_backprop"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "rates"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "Div"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_UINT16
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "DivNoNan"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "DrawBoundingBoxes"
input_arg {
name: "images"
type_attr: "T"
}
input_arg {
name: "boxes"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_HALF
}
}
}
}
op {
name: "DynamicPartition"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "partitions"
type: DT_INT32
}
output_arg {
name: "outputs"
type_attr: "T"
number_attr: "num_partitions"
}
attr {
name: "num_partitions"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
}
op {
name: "DynamicStitch"
input_arg {
name: "indices"
type: DT_INT32
number_attr: "N"
}
input_arg {
name: "data"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "merged"
type_attr: "T"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
}
op {
name: "EagerPyFunc"
input_arg {
name: "input"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "token"
type: "string"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
}
is_stateful: true
}
op {
name: "EditDistance"
input_arg {
name: "hypothesis_indices"
type: DT_INT64
}
input_arg {
name: "hypothesis_values"
type_attr: "T"
}
input_arg {
name: "hypothesis_shape"
type: DT_INT64
}
input_arg {
name: "truth_indices"
type: DT_INT64
}
input_arg {
name: "truth_values"
type_attr: "T"
}
input_arg {
name: "truth_shape"
type: DT_INT64
}
output_arg {
name: "output"
type: DT_FLOAT
}
attr {
name: "normalize"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
}
}
op {
name: "Elu"
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "activations"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "EluGrad"
input_arg {
name: "gradients"
type_attr: "T"
}
input_arg {
name: "outputs"
type_attr: "T"
}
output_arg {
name: "backprops"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Empty"
input_arg {
name: "shape"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "init"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "EmptyTensorList"
input_arg {
name: "element_shape"
type_attr: "shape_type"
}
input_arg {
name: "max_num_elements"
type: DT_INT32
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
attr {
name: "shape_type"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "EncodeBase64"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "pad"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "EncodeJpeg"
input_arg {
name: "image"
type: DT_UINT8
}
output_arg {
name: "contents"
type: DT_STRING
}
attr {
name: "format"
type: "string"
default_value {
s: ""
}
allowed_values {
list {
s: ""
s: "grayscale"
s: "rgb"
}
}
}
attr {
name: "quality"
type: "int"
default_value {
i: 95
}
}
attr {
name: "progressive"
type: "bool"
default_value {
b: false
}
}
attr {
name: "optimize_size"
type: "bool"
default_value {
b: false
}
}
attr {
name: "chroma_downsampling"
type: "bool"
default_value {
b: true
}
}
attr {
name: "density_unit"
type: "string"
default_value {
s: "in"
}
allowed_values {
list {
s: "in"
s: "cm"
}
}
}
attr {
name: "x_density"
type: "int"
default_value {
i: 300
}
}
attr {
name: "y_density"
type: "int"
default_value {
i: 300
}
}
attr {
name: "xmp_metadata"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "EncodePng"
input_arg {
name: "image"
type_attr: "T"
}
output_arg {
name: "contents"
type: DT_STRING
}
attr {
name: "compression"
type: "int"
default_value {
i: -1
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_UINT8
}
allowed_values {
list {
type: DT_UINT8
type: DT_UINT16
}
}
}
}
op {
name: "EncodeProto"
input_arg {
name: "sizes"
type: DT_INT32
}
input_arg {
name: "values"
type_list_attr: "Tinput_types"
}
output_arg {
name: "bytes"
type: DT_STRING
}
attr {
name: "field_names"
type: "list(string)"
}
attr {
name: "message_type"
type: "string"
}
attr {
name: "descriptor_source"
type: "string"
default_value {
s: "local://"
}
}
attr {
name: "Tinput_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
}
op {
name: "EncodeWav"
input_arg {
name: "audio"
type: DT_FLOAT
}
input_arg {
name: "sample_rate"
type: DT_INT32
}
output_arg {
name: "contents"
type: DT_STRING
}
}
op {
name: "EnsureShape"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "shape"
type: "shape"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "Enter"
input_arg {
name: "data"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "frame_name"
type: "string"
}
attr {
name: "is_constant"
type: "bool"
default_value {
b: false
}
}
attr {
name: "parallel_iterations"
type: "int"
default_value {
i: 10
}
}
}
op {
name: "Equal"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_QUINT8
type: DT_QINT8
type: DT_QINT32
type: DT_STRING
type: DT_BOOL
type: DT_COMPLEX128
}
}
}
is_commutative: true
}
op {
name: "Erf"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Erfc"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Exit"
input_arg {
name: "data"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "Exp"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "ExpandDims"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "dim"
type_attr: "Tdim"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tdim"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ExperimentalAssertNextDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "transformations"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalBytesProducedStatsDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "tag"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalCSVDataset"
input_arg {
name: "filenames"
type: DT_STRING
}
input_arg {
name: "compression_type"
type: DT_STRING
}
input_arg {
name: "buffer_size"
type: DT_INT64
}
input_arg {
name: "header"
type: DT_BOOL
}
input_arg {
name: "field_delim"
type: DT_STRING
}
input_arg {
name: "use_quote_delim"
type: DT_BOOL
}
input_arg {
name: "na_value"
type: DT_STRING
}
input_arg {
name: "select_cols"
type: DT_INT64
}
input_arg {
name: "record_defaults"
type_list_attr: "output_types"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalDatasetCardinality"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
output_arg {
name: "cardinality"
type: DT_INT64
}
}
op {
name: "ExperimentalDatasetToTFRecord"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "filename"
type: DT_STRING
}
input_arg {
name: "compression_type"
type: DT_STRING
}
}
op {
name: "ExperimentalDenseToSparseBatchDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "batch_size"
type: DT_INT64
}
input_arg {
name: "row_shape"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalDirectedInterleaveDataset"
input_arg {
name: "selector_input_dataset"
type: DT_VARIANT
}
input_arg {
name: "data_input_datasets"
type: DT_VARIANT
number_attr: "N"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalGroupByReducerDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "key_func_other_arguments"
type_list_attr: "Tkey_func_other_arguments"
}
input_arg {
name: "init_func_other_arguments"
type_list_attr: "Tinit_func_other_arguments"
}
input_arg {
name: "reduce_func_other_arguments"
type_list_attr: "Treduce_func_other_arguments"
}
input_arg {
name: "finalize_func_other_arguments"
type_list_attr: "Tfinalize_func_other_arguments"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "key_func"
type: "func"
}
attr {
name: "init_func"
type: "func"
}
attr {
name: "reduce_func"
type: "func"
}
attr {
name: "finalize_func"
type: "func"
}
attr {
name: "Tkey_func_other_arguments"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tinit_func_other_arguments"
type: "list(type)"
has_minimum: true
}
attr {
name: "Treduce_func_other_arguments"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tfinalize_func_other_arguments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalGroupByWindowDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "key_func_other_arguments"
type_list_attr: "Tkey_func_other_arguments"
}
input_arg {
name: "reduce_func_other_arguments"
type_list_attr: "Treduce_func_other_arguments"
}
input_arg {
name: "window_size_func_other_arguments"
type_list_attr: "Twindow_size_func_other_arguments"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "key_func"
type: "func"
}
attr {
name: "reduce_func"
type: "func"
}
attr {
name: "window_size_func"
type: "func"
}
attr {
name: "Tkey_func_other_arguments"
type: "list(type)"
has_minimum: true
}
attr {
name: "Treduce_func_other_arguments"
type: "list(type)"
has_minimum: true
}
attr {
name: "Twindow_size_func_other_arguments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalIdentityIndexedDataset"
input_arg {
name: "size"
type: DT_UINT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "ExperimentalIgnoreErrorsDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalIndexedDatasetGet"
input_arg {
name: "materialized"
type: DT_RESOURCE
}
input_arg {
name: "index"
type: DT_UINT64
}
output_arg {
name: "components"
type_list_attr: "output_types"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalIndexedDatasetMaterialize"
input_arg {
name: "dataset"
type: DT_VARIANT
}
input_arg {
name: "materialized"
type: DT_RESOURCE
}
is_stateful: true
}
op {
name: "ExperimentalIteratorGetDevice"
input_arg {
name: "resource"
type: DT_RESOURCE
}
output_arg {
name: "device"
type: DT_STRING
}
is_stateful: true
}
op {
name: "ExperimentalLMDBDataset"
input_arg {
name: "filenames"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalLatencyStatsDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "tag"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalMapAndBatchDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
input_arg {
name: "batch_size"
type: DT_INT64
}
input_arg {
name: "num_parallel_calls"
type: DT_INT64
}
input_arg {
name: "drop_remainder"
type: DT_BOOL
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "preserve_cardinality"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ExperimentalMapDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "use_inter_op_parallelism"
type: "bool"
default_value {
b: true
}
}
attr {
name: "preserve_cardinality"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ExperimentalMatchingFilesDataset"
input_arg {
name: "patterns"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "ExperimentalMaterializedIndexDatasetHandle"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
}
attr {
name: "shared_name"
type: "string"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalMaxIntraOpParallelismDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "max_intra_op_parallelism"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalNonSerializableDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalNumaMapAndBatchDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
input_arg {
name: "batch_size"
type: DT_INT64
}
input_arg {
name: "num_parallel_calls"
type: DT_INT64
}
input_arg {
name: "drop_remainder"
type: DT_BOOL
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "preserve_cardinality"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ExperimentalParallelInterleaveDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
input_arg {
name: "cycle_length"
type: DT_INT64
}
input_arg {
name: "block_length"
type: DT_INT64
}
input_arg {
name: "sloppy"
type: DT_BOOL
}
input_arg {
name: "buffer_output_elements"
type: DT_INT64
}
input_arg {
name: "prefetch_input_elements"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalParseExampleDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "num_parallel_calls"
type: DT_INT64
}
input_arg {
name: "dense_defaults"
type_list_attr: "Tdense"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "sparse_keys"
type: "list(string)"
has_minimum: true
}
attr {
name: "dense_keys"
type: "list(string)"
has_minimum: true
}
attr {
name: "sparse_types"
type: "list(type)"
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "Tdense"
type: "list(type)"
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "dense_shapes"
type: "list(shape)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "sloppy"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ExperimentalPrivateThreadPoolDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "num_threads"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalRandomDataset"
input_arg {
name: "seed"
type: DT_INT64
}
input_arg {
name: "seed2"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalScanDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "initial_state"
type_list_attr: "Tstate"
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Tstate"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "preserve_cardinality"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ExperimentalSetStatsAggregatorDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "stats_aggregator"
type: DT_RESOURCE
}
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "counter_prefix"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalSleepDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "sleep_microseconds"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalSlidingWindowDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "window_size"
type: DT_INT64
}
input_arg {
name: "window_shift"
type: DT_INT64
}
input_arg {
name: "window_stride"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalSqlDataset"
input_arg {
name: "driver_name"
type: DT_STRING
}
input_arg {
name: "data_source_name"
type: DT_STRING
}
input_arg {
name: "query"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalStatsAggregatorHandle"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "ExperimentalStatsAggregatorSummary"
input_arg {
name: "iterator"
type: DT_RESOURCE
}
output_arg {
name: "summary"
type: DT_STRING
}
is_stateful: true
}
op {
name: "ExperimentalThreadPoolDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "thread_pool"
type: DT_RESOURCE
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ExperimentalThreadPoolHandle"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "num_threads"
type: "int"
}
attr {
name: "max_intra_op_parallelism"
type: "int"
default_value {
i: 1
}
}
attr {
name: "display_name"
type: "string"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "ExperimentalUnbatchDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ExperimentalUniqueDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "Expm1"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "ExtractGlimpse"
input_arg {
name: "input"
type: DT_FLOAT
}
input_arg {
name: "size"
type: DT_INT32
}
input_arg {
name: "offsets"
type: DT_FLOAT
}
output_arg {
name: "glimpse"
type: DT_FLOAT
}
attr {
name: "centered"
type: "bool"
default_value {
b: true
}
}
attr {
name: "normalized"
type: "bool"
default_value {
b: true
}
}
attr {
name: "uniform_noise"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "ExtractImagePatches"
input_arg {
name: "images"
type_attr: "T"
}
output_arg {
name: "patches"
type_attr: "T"
}
attr {
name: "ksizes"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "rates"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "ExtractJpegShape"
input_arg {
name: "contents"
type: DT_STRING
}
output_arg {
name: "image_shape"
type_attr: "output_type"
}
attr {
name: "output_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ExtractVolumePatches"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "patches"
type_attr: "T"
}
attr {
name: "ksizes"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "FFT"
input_arg {
name: "input"
type_attr: "Tcomplex"
}
output_arg {
name: "output"
type_attr: "Tcomplex"
}
attr {
name: "Tcomplex"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "FFT2D"
input_arg {
name: "input"
type_attr: "Tcomplex"
}
output_arg {
name: "output"
type_attr: "Tcomplex"
}
attr {
name: "Tcomplex"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "FFT3D"
input_arg {
name: "input"
type_attr: "Tcomplex"
}
output_arg {
name: "output"
type_attr: "Tcomplex"
}
attr {
name: "Tcomplex"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "FIFOQueue"
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "FIFOQueueV2"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "Fact"
output_arg {
name: "fact"
type: DT_STRING
}
}
op {
name: "FakeParam"
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "shape"
type: "shape"
}
}
op {
name: "FakeQuantWithMinMaxArgs"
input_arg {
name: "inputs"
type: DT_FLOAT
}
output_arg {
name: "outputs"
type: DT_FLOAT
}
attr {
name: "min"
type: "float"
default_value {
f: -6
}
}
attr {
name: "max"
type: "float"
default_value {
f: 6
}
}
attr {
name: "num_bits"
type: "int"
default_value {
i: 8
}
}
attr {
name: "narrow_range"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "FakeQuantWithMinMaxArgsGradient"
input_arg {
name: "gradients"
type: DT_FLOAT
}
input_arg {
name: "inputs"
type: DT_FLOAT
}
output_arg {
name: "backprops"
type: DT_FLOAT
}
attr {
name: "min"
type: "float"
default_value {
f: -6
}
}
attr {
name: "max"
type: "float"
default_value {
f: 6
}
}
attr {
name: "num_bits"
type: "int"
default_value {
i: 8
}
}
attr {
name: "narrow_range"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "FakeQuantWithMinMaxVars"
input_arg {
name: "inputs"
type: DT_FLOAT
}
input_arg {
name: "min"
type: DT_FLOAT
}
input_arg {
name: "max"
type: DT_FLOAT
}
output_arg {
name: "outputs"
type: DT_FLOAT
}
attr {
name: "num_bits"
type: "int"
default_value {
i: 8
}
}
attr {
name: "narrow_range"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "FakeQuantWithMinMaxVarsGradient"
input_arg {
name: "gradients"
type: DT_FLOAT
}
input_arg {
name: "inputs"
type: DT_FLOAT
}
input_arg {
name: "min"
type: DT_FLOAT
}
input_arg {
name: "max"
type: DT_FLOAT
}
output_arg {
name: "backprops_wrt_input"
type: DT_FLOAT
}
output_arg {
name: "backprop_wrt_min"
type: DT_FLOAT
}
output_arg {
name: "backprop_wrt_max"
type: DT_FLOAT
}
attr {
name: "num_bits"
type: "int"
default_value {
i: 8
}
}
attr {
name: "narrow_range"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "FakeQuantWithMinMaxVarsPerChannel"
input_arg {
name: "inputs"
type: DT_FLOAT
}
input_arg {
name: "min"
type: DT_FLOAT
}
input_arg {
name: "max"
type: DT_FLOAT
}
output_arg {
name: "outputs"
type: DT_FLOAT
}
attr {
name: "num_bits"
type: "int"
default_value {
i: 8
}
}
attr {
name: "narrow_range"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "FakeQuantWithMinMaxVarsPerChannelGradient"
input_arg {
name: "gradients"
type: DT_FLOAT
}
input_arg {
name: "inputs"
type: DT_FLOAT
}
input_arg {
name: "min"
type: DT_FLOAT
}
input_arg {
name: "max"
type: DT_FLOAT
}
output_arg {
name: "backprops_wrt_input"
type: DT_FLOAT
}
output_arg {
name: "backprop_wrt_min"
type: DT_FLOAT
}
output_arg {
name: "backprop_wrt_max"
type: DT_FLOAT
}
attr {
name: "num_bits"
type: "int"
default_value {
i: 8
}
}
attr {
name: "narrow_range"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "FakeQueue"
input_arg {
name: "resource"
type: DT_RESOURCE
}
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
is_stateful: true
}
op {
name: "Fill"
input_arg {
name: "dims"
type_attr: "index_type"
}
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "index_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "FilterByLastComponentDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
output_arg {
name: "output"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "FilterDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "predicate"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "FixedLengthRecordDataset"
input_arg {
name: "filenames"
type: DT_STRING
}
input_arg {
name: "header_bytes"
type: DT_INT64
}
input_arg {
name: "record_bytes"
type: DT_INT64
}
input_arg {
name: "footer_bytes"
type: DT_INT64
}
input_arg {
name: "buffer_size"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "FixedLengthRecordDatasetV2"
input_arg {
name: "filenames"
type: DT_STRING
}
input_arg {
name: "header_bytes"
type: DT_INT64
}
input_arg {
name: "record_bytes"
type: DT_INT64
}
input_arg {
name: "footer_bytes"
type: DT_INT64
}
input_arg {
name: "buffer_size"
type: DT_INT64
}
input_arg {
name: "compression_type"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "FixedLengthRecordReader"
output_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "header_bytes"
type: "int"
default_value {
i: 0
}
}
attr {
name: "record_bytes"
type: "int"
}
attr {
name: "footer_bytes"
type: "int"
default_value {
i: 0
}
}
attr {
name: "hop_bytes"
type: "int"
default_value {
i: 0
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
deprecation {
version: 26
explanation: "Use FixedLengthRecordReaderV2"
}
is_stateful: true
}
op {
name: "FixedLengthRecordReaderV2"
output_arg {
name: "reader_handle"
type: DT_RESOURCE
}
attr {
name: "header_bytes"
type: "int"
default_value {
i: 0
}
}
attr {
name: "record_bytes"
type: "int"
}
attr {
name: "footer_bytes"
type: "int"
default_value {
i: 0
}
}
attr {
name: "hop_bytes"
type: "int"
default_value {
i: 0
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "encoding"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "FixedUnigramCandidateSampler"
input_arg {
name: "true_classes"
type: DT_INT64
}
output_arg {
name: "sampled_candidates"
type: DT_INT64
}
output_arg {
name: "true_expected_count"
type: DT_FLOAT
}
output_arg {
name: "sampled_expected_count"
type: DT_FLOAT
}
attr {
name: "num_true"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_sampled"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "unique"
type: "bool"
}
attr {
name: "range_max"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "vocab_file"
type: "string"
default_value {
s: ""
}
}
attr {
name: "distortion"
type: "float"
default_value {
f: 1
}
}
attr {
name: "num_reserved_ids"
type: "int"
default_value {
i: 0
}
}
attr {
name: "num_shards"
type: "int"
default_value {
i: 1
}
has_minimum: true
minimum: 1
}
attr {
name: "shard"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "unigrams"
type: "list(float)"
default_value {
list {
}
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "FlatMapDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "Floor"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "FloorDiv"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_UINT16
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "FloorMod"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "FlushSummaryWriter"
input_arg {
name: "writer"
type: DT_RESOURCE
}
is_stateful: true
}
op {
name: "For"
input_arg {
name: "start"
type: DT_INT32
}
input_arg {
name: "limit"
type: DT_INT32
}
input_arg {
name: "delta"
type: DT_INT32
}
input_arg {
name: "input"
type_list_attr: "T"
}
output_arg {
name: "output"
type_list_attr: "T"
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
}
attr {
name: "body"
type: "func"
}
}
op {
name: "FractionalAvgPool"
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "row_pooling_sequence"
type: DT_INT64
}
output_arg {
name: "col_pooling_sequence"
type: DT_INT64
}
attr {
name: "pooling_ratio"
type: "list(float)"
has_minimum: true
minimum: 4
}
attr {
name: "pseudo_random"
type: "bool"
default_value {
b: false
}
}
attr {
name: "overlapping"
type: "bool"
default_value {
b: false
}
}
attr {
name: "deterministic"
type: "bool"
default_value {
b: false
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "FractionalAvgPoolGrad"
input_arg {
name: "orig_input_tensor_shape"
type: DT_INT64
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
input_arg {
name: "row_pooling_sequence"
type: DT_INT64
}
input_arg {
name: "col_pooling_sequence"
type: DT_INT64
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "overlapping"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "FractionalMaxPool"
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "row_pooling_sequence"
type: DT_INT64
}
output_arg {
name: "col_pooling_sequence"
type: DT_INT64
}
attr {
name: "pooling_ratio"
type: "list(float)"
has_minimum: true
minimum: 4
}
attr {
name: "pseudo_random"
type: "bool"
default_value {
b: false
}
}
attr {
name: "overlapping"
type: "bool"
default_value {
b: false
}
}
attr {
name: "deterministic"
type: "bool"
default_value {
b: false
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "FractionalMaxPoolGrad"
input_arg {
name: "orig_input"
type_attr: "T"
}
input_arg {
name: "orig_output"
type_attr: "T"
}
input_arg {
name: "out_backprop"
type_attr: "T"
}
input_arg {
name: "row_pooling_sequence"
type: DT_INT64
}
input_arg {
name: "col_pooling_sequence"
type: DT_INT64
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "overlapping"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "FusedBatchNorm"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "scale"
type_attr: "T"
}
input_arg {
name: "offset"
type_attr: "T"
}
input_arg {
name: "mean"
type_attr: "T"
}
input_arg {
name: "variance"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "batch_mean"
type_attr: "T"
}
output_arg {
name: "batch_variance"
type_attr: "T"
}
output_arg {
name: "reserve_space_1"
type_attr: "T"
}
output_arg {
name: "reserve_space_2"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
}
}
}
attr {
name: "epsilon"
type: "float"
default_value {
f: 0.0001
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "is_training"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "FusedBatchNormGrad"
input_arg {
name: "y_backprop"
type_attr: "T"
}
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "scale"
type_attr: "T"
}
input_arg {
name: "reserve_space_1"
type_attr: "T"
}
input_arg {
name: "reserve_space_2"
type_attr: "T"
}
output_arg {
name: "x_backprop"
type_attr: "T"
}
output_arg {
name: "scale_backprop"
type_attr: "T"
}
output_arg {
name: "offset_backprop"
type_attr: "T"
}
output_arg {
name: "reserve_space_3"
type_attr: "T"
}
output_arg {
name: "reserve_space_4"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
}
}
}
attr {
name: "epsilon"
type: "float"
default_value {
f: 0.0001
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "is_training"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "FusedBatchNormGradV2"
input_arg {
name: "y_backprop"
type_attr: "T"
}
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "scale"
type: DT_FLOAT
}
input_arg {
name: "reserve_space_1"
type_attr: "U"
}
input_arg {
name: "reserve_space_2"
type_attr: "U"
}
output_arg {
name: "x_backprop"
type_attr: "T"
}
output_arg {
name: "scale_backprop"
type_attr: "U"
}
output_arg {
name: "offset_backprop"
type_attr: "U"
}
output_arg {
name: "reserve_space_3"
type_attr: "U"
}
output_arg {
name: "reserve_space_4"
type_attr: "U"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
}
}
}
attr {
name: "U"
type: "type"
allowed_values {
list {
type: DT_FLOAT
}
}
}
attr {
name: "epsilon"
type: "float"
default_value {
f: 0.0001
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "is_training"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "FusedBatchNormV2"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "scale"
type_attr: "U"
}
input_arg {
name: "offset"
type_attr: "U"
}
input_arg {
name: "mean"
type_attr: "U"
}
input_arg {
name: "variance"
type_attr: "U"
}
output_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "batch_mean"
type_attr: "U"
}
output_arg {
name: "batch_variance"
type_attr: "U"
}
output_arg {
name: "reserve_space_1"
type_attr: "U"
}
output_arg {
name: "reserve_space_2"
type_attr: "U"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
}
}
}
attr {
name: "U"
type: "type"
allowed_values {
list {
type: DT_FLOAT
}
}
}
attr {
name: "epsilon"
type: "float"
default_value {
f: 0.0001
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "is_training"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "FusedPadConv2D"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "paddings"
type: DT_INT32
}
input_arg {
name: "filter"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "mode"
type: "string"
allowed_values {
list {
s: "REFLECT"
s: "SYMMETRIC"
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "FusedResizeAndPadConv2D"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT32
}
input_arg {
name: "paddings"
type: DT_INT32
}
input_arg {
name: "filter"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "resize_align_corners"
type: "bool"
default_value {
b: false
}
}
attr {
name: "mode"
type: "string"
allowed_values {
list {
s: "REFLECT"
s: "SYMMETRIC"
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "Gather"
input_arg {
name: "params"
type_attr: "Tparams"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "Tparams"
}
attr {
name: "validate_indices"
type: "bool"
default_value {
b: true
}
}
attr {
name: "Tparams"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "GatherNd"
input_arg {
name: "params"
type_attr: "Tparams"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "Tparams"
}
attr {
name: "Tparams"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "GatherV2"
input_arg {
name: "params"
type_attr: "Tparams"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "axis"
type_attr: "Taxis"
}
output_arg {
name: "output"
type_attr: "Tparams"
}
attr {
name: "Tparams"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Taxis"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "GenerateVocabRemapping"
input_arg {
name: "new_vocab_file"
type: DT_STRING
}
input_arg {
name: "old_vocab_file"
type: DT_STRING
}
output_arg {
name: "remapping"
type: DT_INT64
}
output_arg {
name: "num_present"
type: DT_INT32
}
attr {
name: "new_vocab_offset"
type: "int"
has_minimum: true
}
attr {
name: "num_new_vocab"
type: "int"
has_minimum: true
}
attr {
name: "old_vocab_size"
type: "int"
default_value {
i: -1
}
has_minimum: true
minimum: -1
}
}
op {
name: "GeneratorDataset"
input_arg {
name: "init_func_other_args"
type_list_attr: "Tinit_func_args"
}
input_arg {
name: "next_func_other_args"
type_list_attr: "Tnext_func_args"
}
input_arg {
name: "finalize_func_other_args"
type_list_attr: "Tfinalize_func_args"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "init_func"
type: "func"
}
attr {
name: "next_func"
type: "func"
}
attr {
name: "finalize_func"
type: "func"
}
attr {
name: "Tinit_func_args"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tnext_func_args"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tfinalize_func_args"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "GetSessionHandle"
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "handle"
type: DT_STRING
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "GetSessionHandleV2"
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "GetSessionTensor"
input_arg {
name: "handle"
type: DT_STRING
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
is_stateful: true
}
op {
name: "Greater"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "GreaterEqual"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "GuaranteeConst"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "HSVToRGB"
input_arg {
name: "images"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "HashTable"
output_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "use_node_name_sharing"
type: "bool"
default_value {
b: false
}
}
attr {
name: "key_dtype"
type: "type"
}
attr {
name: "value_dtype"
type: "type"
}
is_stateful: true
}
op {
name: "HashTableV2"
output_arg {
name: "table_handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "use_node_name_sharing"
type: "bool"
default_value {
b: false
}
}
attr {
name: "key_dtype"
type: "type"
}
attr {
name: "value_dtype"
type: "type"
}
is_stateful: true
}
op {
name: "HistogramFixedWidth"
input_arg {
name: "values"
type_attr: "T"
}
input_arg {
name: "value_range"
type_attr: "T"
}
input_arg {
name: "nbins"
type: DT_INT32
}
output_arg {
name: "out"
type_attr: "dtype"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "dtype"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "HistogramSummary"
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "values"
type_attr: "T"
}
output_arg {
name: "summary"
type: DT_STRING
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "HostConst"
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "value"
type: "tensor"
}
attr {
name: "dtype"
type: "type"
}
}
op {
name: "IFFT"
input_arg {
name: "input"
type_attr: "Tcomplex"
}
output_arg {
name: "output"
type_attr: "Tcomplex"
}
attr {
name: "Tcomplex"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "IFFT2D"
input_arg {
name: "input"
type_attr: "Tcomplex"
}
output_arg {
name: "output"
type_attr: "Tcomplex"
}
attr {
name: "Tcomplex"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "IFFT3D"
input_arg {
name: "input"
type_attr: "Tcomplex"
}
output_arg {
name: "output"
type_attr: "Tcomplex"
}
attr {
name: "Tcomplex"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "IRFFT"
input_arg {
name: "input"
type: DT_COMPLEX64
}
input_arg {
name: "fft_length"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_FLOAT
}
}
op {
name: "IRFFT2D"
input_arg {
name: "input"
type: DT_COMPLEX64
}
input_arg {
name: "fft_length"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_FLOAT
}
}
op {
name: "IRFFT3D"
input_arg {
name: "input"
type: DT_COMPLEX64
}
input_arg {
name: "fft_length"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_FLOAT
}
}
op {
name: "Identity"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "IdentityN"
input_arg {
name: "input"
type_list_attr: "T"
}
output_arg {
name: "output"
type_list_attr: "T"
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
minimum: 1
}
}
op {
name: "IdentityReader"
output_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
deprecation {
version: 26
explanation: "Use IdentityReaderV2"
}
is_stateful: true
}
op {
name: "IdentityReaderV2"
output_arg {
name: "reader_handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "If"
input_arg {
name: "cond"
type_attr: "Tcond"
}
input_arg {
name: "input"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "Tcond"
type: "type"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
}
attr {
name: "then_branch"
type: "func"
}
attr {
name: "else_branch"
type: "func"
}
attr {
name: "output_shapes"
type: "list(shape)"
default_value {
list {
}
}
}
is_stateful: true
}
op {
name: "Igamma"
input_arg {
name: "a"
type_attr: "T"
}
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "IgammaGradA"
input_arg {
name: "a"
type_attr: "T"
}
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Igammac"
input_arg {
name: "a"
type_attr: "T"
}
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Imag"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "Tout"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
attr {
name: "Tout"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "ImageSummary"
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "tensor"
type_attr: "T"
}
output_arg {
name: "summary"
type: DT_STRING
}
attr {
name: "max_images"
type: "int"
default_value {
i: 3
}
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_UINT8
type: DT_FLOAT
type: DT_HALF
type: DT_DOUBLE
}
}
}
attr {
name: "bad_color"
type: "tensor"
default_value {
tensor {
dtype: DT_UINT8
tensor_shape {
dim {
size: 4
}
}
int_val: 255
int_val: 0
int_val: 0
int_val: 255
}
}
}
}
op {
name: "ImmutableConst"
output_arg {
name: "tensor"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "shape"
type: "shape"
}
attr {
name: "memory_region_name"
type: "string"
}
}
op {
name: "ImportEvent"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "event"
type: DT_STRING
}
is_stateful: true
}
op {
name: "InTopK"
input_arg {
name: "predictions"
type: DT_FLOAT
}
input_arg {
name: "targets"
type_attr: "T"
}
output_arg {
name: "precision"
type: DT_BOOL
}
attr {
name: "k"
type: "int"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "InTopKV2"
input_arg {
name: "predictions"
type: DT_FLOAT
}
input_arg {
name: "targets"
type_attr: "T"
}
input_arg {
name: "k"
type_attr: "T"
}
output_arg {
name: "precision"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "InitializeTable"
input_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "keys"
type_attr: "Tkey"
}
input_arg {
name: "values"
type_attr: "Tval"
}
attr {
name: "Tkey"
type: "type"
}
attr {
name: "Tval"
type: "type"
}
}
op {
name: "InitializeTableFromTextFile"
input_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "filename"
type: DT_STRING
}
attr {
name: "key_index"
type: "int"
has_minimum: true
minimum: -2
}
attr {
name: "value_index"
type: "int"
has_minimum: true
minimum: -2
}
attr {
name: "vocab_size"
type: "int"
default_value {
i: -1
}
has_minimum: true
minimum: -1
}
attr {
name: "delimiter"
type: "string"
default_value {
s: "\t"
}
}
}
op {
name: "InitializeTableFromTextFileV2"
input_arg {
name: "table_handle"
type: DT_RESOURCE
}
input_arg {
name: "filename"
type: DT_STRING
}
attr {
name: "key_index"
type: "int"
has_minimum: true
minimum: -2
}
attr {
name: "value_index"
type: "int"
has_minimum: true
minimum: -2
}
attr {
name: "vocab_size"
type: "int"
default_value {
i: -1
}
has_minimum: true
minimum: -1
}
attr {
name: "delimiter"
type: "string"
default_value {
s: "\t"
}
}
is_stateful: true
}
op {
name: "InitializeTableV2"
input_arg {
name: "table_handle"
type: DT_RESOURCE
}
input_arg {
name: "keys"
type_attr: "Tkey"
}
input_arg {
name: "values"
type_attr: "Tval"
}
attr {
name: "Tkey"
type: "type"
}
attr {
name: "Tval"
type: "type"
}
is_stateful: true
}
op {
name: "InplaceAdd"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "i"
type: DT_INT32
}
input_arg {
name: "v"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "InplaceSub"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "i"
type: DT_INT32
}
input_arg {
name: "v"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "InplaceUpdate"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "i"
type: DT_INT32
}
input_arg {
name: "v"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "InterleaveDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
input_arg {
name: "cycle_length"
type: DT_INT64
}
input_arg {
name: "block_length"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "Inv"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "InvGrad"
input_arg {
name: "y"
type_attr: "T"
}
input_arg {
name: "dy"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Invert"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "InvertPermutation"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "IsBoostedTreesEnsembleInitialized"
input_arg {
name: "tree_ensemble_handle"
type: DT_RESOURCE
}
output_arg {
name: "is_initialized"
type: DT_BOOL
}
is_stateful: true
}
op {
name: "IsBoostedTreesQuantileStreamResourceInitialized"
input_arg {
name: "quantile_stream_resource_handle"
type: DT_RESOURCE
}
output_arg {
name: "is_initialized"
type: DT_BOOL
}
is_stateful: true
}
op {
name: "IsFinite"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "IsInf"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "IsNan"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "IsVariableInitialized"
input_arg {
name: "ref"
type_attr: "dtype"
is_ref: true
}
output_arg {
name: "is_initialized"
type: DT_BOOL
}
attr {
name: "dtype"
type: "type"
}
allows_uninitialized_input: true
}
op {
name: "Iterator"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "shared_name"
type: "string"
}
attr {
name: "container"
type: "string"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "IteratorFromStringHandle"
input_arg {
name: "string_handle"
type: DT_STRING
}
output_arg {
name: "resource_handle"
type: DT_RESOURCE
}
attr {
name: "output_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "output_shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
is_stateful: true
}
op {
name: "IteratorFromStringHandleV2"
input_arg {
name: "string_handle"
type: DT_STRING
}
output_arg {
name: "resource_handle"
type: DT_RESOURCE
}
attr {
name: "output_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "output_shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
is_stateful: true
}
op {
name: "IteratorGetNext"
input_arg {
name: "iterator"
type: DT_RESOURCE
}
output_arg {
name: "components"
type_list_attr: "output_types"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "IteratorGetNextAsOptional"
input_arg {
name: "iterator"
type: DT_RESOURCE
}
output_arg {
name: "optional"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "IteratorGetNextSync"
input_arg {
name: "iterator"
type: DT_RESOURCE
}
output_arg {
name: "components"
type_list_attr: "output_types"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "IteratorToStringHandle"
input_arg {
name: "resource_handle"
type: DT_RESOURCE
}
output_arg {
name: "string_handle"
type: DT_STRING
}
is_stateful: true
}
op {
name: "IteratorV2"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "shared_name"
type: "string"
}
attr {
name: "container"
type: "string"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "L2Loss"
input_arg {
name: "t"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "LMDBReader"
output_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "LRN"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "depth_radius"
type: "int"
default_value {
i: 5
}
}
attr {
name: "bias"
type: "float"
default_value {
f: 1
}
}
attr {
name: "alpha"
type: "float"
default_value {
f: 1
}
}
attr {
name: "beta"
type: "float"
default_value {
f: 0.5
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
}
}
}
}
op {
name: "LRNGrad"
input_arg {
name: "input_grads"
type_attr: "T"
}
input_arg {
name: "input_image"
type_attr: "T"
}
input_arg {
name: "output_image"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "depth_radius"
type: "int"
default_value {
i: 5
}
}
attr {
name: "bias"
type: "float"
default_value {
f: 1
}
}
attr {
name: "alpha"
type: "float"
default_value {
f: 1
}
}
attr {
name: "beta"
type: "float"
default_value {
f: 0.5
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
}
}
}
}
op {
name: "LeakyRelu"
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "activations"
type_attr: "T"
}
attr {
name: "alpha"
type: "float"
default_value {
f: 0.2
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "LeakyReluGrad"
input_arg {
name: "gradients"
type_attr: "T"
}
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "backprops"
type_attr: "T"
}
attr {
name: "alpha"
type: "float"
default_value {
f: 0.2
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "LearnedUnigramCandidateSampler"
input_arg {
name: "true_classes"
type: DT_INT64
}
output_arg {
name: "sampled_candidates"
type: DT_INT64
}
output_arg {
name: "true_expected_count"
type: DT_FLOAT
}
output_arg {
name: "sampled_expected_count"
type: DT_FLOAT
}
attr {
name: "num_true"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_sampled"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "unique"
type: "bool"
}
attr {
name: "range_max"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "LeftShift"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
}
}
}
is_commutative: true
}
op {
name: "Less"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "LessEqual"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "Lgamma"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "LinSpace"
input_arg {
name: "start"
type_attr: "T"
}
input_arg {
name: "stop"
type_attr: "T"
}
input_arg {
name: "num"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ListDiff"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
}
output_arg {
name: "idx"
type_attr: "out_idx"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_idx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "LoadAndRemapMatrix"
input_arg {
name: "ckpt_path"
type: DT_STRING
}
input_arg {
name: "old_tensor_name"
type: DT_STRING
}
input_arg {
name: "row_remapping"
type: DT_INT64
}
input_arg {
name: "col_remapping"
type: DT_INT64
}
input_arg {
name: "initializing_values"
type: DT_FLOAT
}
output_arg {
name: "output_matrix"
type: DT_FLOAT
}
attr {
name: "num_rows"
type: "int"
has_minimum: true
}
attr {
name: "num_cols"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "max_rows_in_memory"
type: "int"
default_value {
i: -1
}
}
is_stateful: true
}
op {
name: "Log"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Log1p"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "LogMatrixDeterminant"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "sign"
type_attr: "T"
}
output_arg {
name: "log_abs_determinant"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "LogSoftmax"
input_arg {
name: "logits"
type_attr: "T"
}
output_arg {
name: "logsoftmax"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "LogUniformCandidateSampler"
input_arg {
name: "true_classes"
type: DT_INT64
}
output_arg {
name: "sampled_candidates"
type: DT_INT64
}
output_arg {
name: "true_expected_count"
type: DT_FLOAT
}
output_arg {
name: "sampled_expected_count"
type: DT_FLOAT
}
attr {
name: "num_true"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_sampled"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "unique"
type: "bool"
}
attr {
name: "range_max"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "LogicalAnd"
input_arg {
name: "x"
type: DT_BOOL
}
input_arg {
name: "y"
type: DT_BOOL
}
output_arg {
name: "z"
type: DT_BOOL
}
is_commutative: true
}
op {
name: "LogicalNot"
input_arg {
name: "x"
type: DT_BOOL
}
output_arg {
name: "y"
type: DT_BOOL
}
}
op {
name: "LogicalOr"
input_arg {
name: "x"
type: DT_BOOL
}
input_arg {
name: "y"
type: DT_BOOL
}
output_arg {
name: "z"
type: DT_BOOL
}
is_commutative: true
}
op {
name: "LookupTableExport"
input_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "keys"
type_attr: "Tkeys"
}
output_arg {
name: "values"
type_attr: "Tvalues"
}
attr {
name: "Tkeys"
type: "type"
}
attr {
name: "Tvalues"
type: "type"
}
}
op {
name: "LookupTableExportV2"
input_arg {
name: "table_handle"
type: DT_RESOURCE
}
output_arg {
name: "keys"
type_attr: "Tkeys"
}
output_arg {
name: "values"
type_attr: "Tvalues"
}
attr {
name: "Tkeys"
type: "type"
}
attr {
name: "Tvalues"
type: "type"
}
is_stateful: true
}
op {
name: "LookupTableFind"
input_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "keys"
type_attr: "Tin"
}
input_arg {
name: "default_value"
type_attr: "Tout"
}
output_arg {
name: "values"
type_attr: "Tout"
}
attr {
name: "Tin"
type: "type"
}
attr {
name: "Tout"
type: "type"
}
}
op {
name: "LookupTableFindV2"
input_arg {
name: "table_handle"
type: DT_RESOURCE
}
input_arg {
name: "keys"
type_attr: "Tin"
}
input_arg {
name: "default_value"
type_attr: "Tout"
}
output_arg {
name: "values"
type_attr: "Tout"
}
attr {
name: "Tin"
type: "type"
}
attr {
name: "Tout"
type: "type"
}
is_stateful: true
}
op {
name: "LookupTableImport"
input_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "keys"
type_attr: "Tin"
}
input_arg {
name: "values"
type_attr: "Tout"
}
attr {
name: "Tin"
type: "type"
}
attr {
name: "Tout"
type: "type"
}
}
op {
name: "LookupTableImportV2"
input_arg {
name: "table_handle"
type: DT_RESOURCE
}
input_arg {
name: "keys"
type_attr: "Tin"
}
input_arg {
name: "values"
type_attr: "Tout"
}
attr {
name: "Tin"
type: "type"
}
attr {
name: "Tout"
type: "type"
}
is_stateful: true
}
op {
name: "LookupTableInsert"
input_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "keys"
type_attr: "Tin"
}
input_arg {
name: "values"
type_attr: "Tout"
}
attr {
name: "Tin"
type: "type"
}
attr {
name: "Tout"
type: "type"
}
}
op {
name: "LookupTableInsertV2"
input_arg {
name: "table_handle"
type: DT_RESOURCE
}
input_arg {
name: "keys"
type_attr: "Tin"
}
input_arg {
name: "values"
type_attr: "Tout"
}
attr {
name: "Tin"
type: "type"
}
attr {
name: "Tout"
type: "type"
}
is_stateful: true
}
op {
name: "LookupTableRemoveV2"
input_arg {
name: "table_handle"
type: DT_RESOURCE
}
input_arg {
name: "keys"
type_attr: "Tin"
}
attr {
name: "Tin"
type: "type"
}
is_stateful: true
}
op {
name: "LookupTableSize"
input_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "size"
type: DT_INT64
}
}
op {
name: "LookupTableSizeV2"
input_arg {
name: "table_handle"
type: DT_RESOURCE
}
output_arg {
name: "size"
type: DT_INT64
}
is_stateful: true
}
op {
name: "LoopCond"
input_arg {
name: "input"
type: DT_BOOL
}
output_arg {
name: "output"
type: DT_BOOL
}
}
op {
name: "LowerBound"
input_arg {
name: "sorted_inputs"
type_attr: "T"
}
input_arg {
name: "values"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "out_type"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Lu"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "lu"
type_attr: "T"
}
output_arg {
name: "p"
type_attr: "output_idx_type"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
attr {
name: "output_idx_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "MakeIterator"
input_arg {
name: "dataset"
type: DT_VARIANT
}
input_arg {
name: "iterator"
type: DT_RESOURCE
}
is_stateful: true
}
op {
name: "MapClear"
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "MapDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "use_inter_op_parallelism"
type: "bool"
default_value {
b: true
}
}
attr {
name: "preserve_cardinality"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "MapDefun"
input_arg {
name: "arguments"
type_list_attr: "Targuments"
}
input_arg {
name: "captured_inputs"
type_list_attr: "Tcaptured"
}
output_arg {
name: "output"
type_list_attr: "output_types"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "Tcaptured"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "f"
type: "func"
}
}
op {
name: "MapIncompleteSize"
output_arg {
name: "size"
type: DT_INT32
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "MapPeek"
input_arg {
name: "key"
type: DT_INT64
}
input_arg {
name: "indices"
type: DT_INT32
}
output_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "MapSize"
output_arg {
name: "size"
type: DT_INT32
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "MapStage"
input_arg {
name: "key"
type: DT_INT64
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "values"
type_list_attr: "fake_dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "fake_dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "MapUnstage"
input_arg {
name: "key"
type: DT_INT64
}
input_arg {
name: "indices"
type: DT_INT32
}
output_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "MapUnstageNoKey"
input_arg {
name: "indices"
type: DT_INT32
}
output_arg {
name: "key"
type: DT_INT64
}
output_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "MatMul"
input_arg {
name: "a"
type_attr: "T"
}
input_arg {
name: "b"
type_attr: "T"
}
output_arg {
name: "product"
type_attr: "T"
}
attr {
name: "transpose_a"
type: "bool"
default_value {
b: false
}
}
attr {
name: "transpose_b"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "MatchingFiles"
input_arg {
name: "pattern"
type: DT_STRING
}
output_arg {
name: "filenames"
type: DT_STRING
}
}
op {
name: "MatrixBandPart"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "num_lower"
type_attr: "Tindex"
}
input_arg {
name: "num_upper"
type_attr: "Tindex"
}
output_arg {
name: "band"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindex"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "MatrixDeterminant"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "MatrixDiag"
input_arg {
name: "diagonal"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "MatrixDiagPart"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "diagonal"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "MatrixExponential"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
deprecation {
version: 27
explanation: "Use Python implementation tf.linalg.matrix_exponential instead."
}
}
op {
name: "MatrixInverse"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "adjoint"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "MatrixLogarithm"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "MatrixSetDiag"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "diagonal"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "MatrixSolve"
input_arg {
name: "matrix"
type_attr: "T"
}
input_arg {
name: "rhs"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "adjoint"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "MatrixSolveLs"
input_arg {
name: "matrix"
type_attr: "T"
}
input_arg {
name: "rhs"
type_attr: "T"
}
input_arg {
name: "l2_regularizer"
type: DT_DOUBLE
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
attr {
name: "fast"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "MatrixSquareRoot"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "MatrixTriangularSolve"
input_arg {
name: "matrix"
type_attr: "T"
}
input_arg {
name: "rhs"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "lower"
type: "bool"
default_value {
b: true
}
}
attr {
name: "adjoint"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Max"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "reduction_indices"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "MaxPool"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_UINT16
type: DT_QINT8
}
}
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
s: "NCHW_VECT_C"
}
}
}
}
op {
name: "MaxPool3D"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NDHWC"
}
allowed_values {
list {
s: "NDHWC"
s: "NCDHW"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
}
}
}
}
op {
name: "MaxPool3DGrad"
input_arg {
name: "orig_input"
type_attr: "TInput"
}
input_arg {
name: "orig_output"
type_attr: "TInput"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NDHWC"
}
allowed_values {
list {
s: "NDHWC"
s: "NCDHW"
}
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
}
}
}
attr {
name: "TInput"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
}
}
}
}
op {
name: "MaxPool3DGradGrad"
input_arg {
name: "orig_input"
type_attr: "T"
}
input_arg {
name: "orig_output"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 5
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NDHWC"
}
allowed_values {
list {
s: "NDHWC"
s: "NCDHW"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "MaxPoolGrad"
input_arg {
name: "orig_input"
type_attr: "T"
}
input_arg {
name: "orig_output"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "MaxPoolGradGrad"
input_arg {
name: "orig_input"
type_attr: "T"
}
input_arg {
name: "orig_output"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "MaxPoolGradGradV2"
input_arg {
name: "orig_input"
type_attr: "T"
}
input_arg {
name: "orig_output"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "ksize"
type: DT_INT32
}
input_arg {
name: "strides"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "MaxPoolGradGradWithArgmax"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "argmax"
type_attr: "Targmax"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "Targmax"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "MaxPoolGradV2"
input_arg {
name: "orig_input"
type_attr: "T"
}
input_arg {
name: "orig_output"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "ksize"
type: DT_INT32
}
input_arg {
name: "strides"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
}
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "MaxPoolGradWithArgmax"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "argmax"
type_attr: "Targmax"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "Targmax"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "MaxPoolV2"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "ksize"
type: DT_INT32
}
input_arg {
name: "strides"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_UINT16
type: DT_QINT8
}
}
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
s: "NCHW_VECT_C"
}
}
}
}
op {
name: "MaxPoolWithArgmax"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "argmax"
type_attr: "Targmax"
}
attr {
name: "ksize"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "strides"
type: "list(int)"
has_minimum: true
minimum: 4
}
attr {
name: "Targmax"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "Maximum"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
is_commutative: true
}
op {
name: "Mean"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "reduction_indices"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Merge"
input_arg {
name: "inputs"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "value_index"
type: DT_INT32
}
attr {
name: "T"
type: "type"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "MergeSummary"
input_arg {
name: "inputs"
type: DT_STRING
number_attr: "N"
}
output_arg {
name: "summary"
type: DT_STRING
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "MergeV2Checkpoints"
input_arg {
name: "checkpoint_prefixes"
type: DT_STRING
}
input_arg {
name: "destination_prefix"
type: DT_STRING
}
attr {
name: "delete_old_dirs"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "Mfcc"
input_arg {
name: "spectrogram"
type: DT_FLOAT
}
input_arg {
name: "sample_rate"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_FLOAT
}
attr {
name: "upper_frequency_limit"
type: "float"
default_value {
f: 4000
}
}
attr {
name: "lower_frequency_limit"
type: "float"
default_value {
f: 20
}
}
attr {
name: "filterbank_channel_count"
type: "int"
default_value {
i: 40
}
}
attr {
name: "dct_coefficient_count"
type: "int"
default_value {
i: 13
}
}
}
op {
name: "Min"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "reduction_indices"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Minimum"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
is_commutative: true
}
op {
name: "MirrorPad"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "paddings"
type_attr: "Tpaddings"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tpaddings"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "mode"
type: "string"
allowed_values {
list {
s: "REFLECT"
s: "SYMMETRIC"
}
}
}
}
op {
name: "MirrorPadGrad"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "paddings"
type_attr: "Tpaddings"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tpaddings"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "mode"
type: "string"
allowed_values {
list {
s: "REFLECT"
s: "SYMMETRIC"
}
}
}
}
op {
name: "Mod"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
type: DT_HALF
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "ModelDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "Mul"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_UINT16
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
is_commutative: true
}
op {
name: "MultiDeviceIterator"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "devices"
type: "list(string)"
has_minimum: true
minimum: 1
}
attr {
name: "shared_name"
type: "string"
}
attr {
name: "container"
type: "string"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "MultiDeviceIteratorFromStringHandle"
input_arg {
name: "string_handle"
type: DT_STRING
}
output_arg {
name: "multi_device_iterator"
type: DT_RESOURCE
}
attr {
name: "output_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "output_shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
is_stateful: true
}
op {
name: "MultiDeviceIteratorGetNextFromShard"
input_arg {
name: "multi_device_iterator"
type: DT_RESOURCE
}
input_arg {
name: "shard_num"
type: DT_INT32
}
input_arg {
name: "incarnation_id"
type: DT_INT64
}
output_arg {
name: "components"
type_list_attr: "output_types"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "MultiDeviceIteratorInit"
input_arg {
name: "dataset"
type: DT_VARIANT
}
input_arg {
name: "multi_device_iterator"
type: DT_RESOURCE
}
input_arg {
name: "max_buffer_size"
type: DT_INT64
}
output_arg {
name: "incarnation_id"
type: DT_INT64
}
is_stateful: true
}
op {
name: "MultiDeviceIteratorToStringHandle"
input_arg {
name: "multi_device_iterator"
type: DT_RESOURCE
}
output_arg {
name: "string_handle"
type: DT_STRING
}
is_stateful: true
}
op {
name: "Multinomial"
input_arg {
name: "logits"
type_attr: "T"
}
input_arg {
name: "num_samples"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "output_dtype"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "output_dtype"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "MutableDenseHashTable"
input_arg {
name: "empty_key"
type_attr: "key_dtype"
}
output_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "use_node_name_sharing"
type: "bool"
default_value {
b: false
}
}
attr {
name: "key_dtype"
type: "type"
}
attr {
name: "value_dtype"
type: "type"
}
attr {
name: "value_shape"
type: "shape"
default_value {
shape {
}
}
}
attr {
name: "initial_num_buckets"
type: "int"
default_value {
i: 131072
}
}
attr {
name: "max_load_factor"
type: "float"
default_value {
f: 0.8
}
}
is_stateful: true
}
op {
name: "MutableDenseHashTableV2"
input_arg {
name: "empty_key"
type_attr: "key_dtype"
}
input_arg {
name: "deleted_key"
type_attr: "key_dtype"
}
output_arg {
name: "table_handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "use_node_name_sharing"
type: "bool"
default_value {
b: false
}
}
attr {
name: "key_dtype"
type: "type"
}
attr {
name: "value_dtype"
type: "type"
}
attr {
name: "value_shape"
type: "shape"
default_value {
shape {
}
}
}
attr {
name: "initial_num_buckets"
type: "int"
default_value {
i: 131072
}
}
attr {
name: "max_load_factor"
type: "float"
default_value {
f: 0.8
}
}
is_stateful: true
}
op {
name: "MutableHashTable"
output_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "use_node_name_sharing"
type: "bool"
default_value {
b: false
}
}
attr {
name: "key_dtype"
type: "type"
}
attr {
name: "value_dtype"
type: "type"
}
is_stateful: true
}
op {
name: "MutableHashTableOfTensors"
output_arg {
name: "table_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "use_node_name_sharing"
type: "bool"
default_value {
b: false
}
}
attr {
name: "key_dtype"
type: "type"
}
attr {
name: "value_dtype"
type: "type"
}
attr {
name: "value_shape"
type: "shape"
default_value {
shape {
}
}
}
is_stateful: true
}
op {
name: "MutableHashTableOfTensorsV2"
output_arg {
name: "table_handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "use_node_name_sharing"
type: "bool"
default_value {
b: false
}
}
attr {
name: "key_dtype"
type: "type"
}
attr {
name: "value_dtype"
type: "type"
}
attr {
name: "value_shape"
type: "shape"
default_value {
shape {
}
}
}
is_stateful: true
}
op {
name: "MutableHashTableV2"
output_arg {
name: "table_handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "use_node_name_sharing"
type: "bool"
default_value {
b: false
}
}
attr {
name: "key_dtype"
type: "type"
}
attr {
name: "value_dtype"
type: "type"
}
is_stateful: true
}
op {
name: "MutexLock"
input_arg {
name: "mutex"
type: DT_RESOURCE
}
output_arg {
name: "mutex_lock"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "MutexV2"
output_arg {
name: "resource"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "NcclAllReduce"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "data"
type_attr: "T"
}
attr {
name: "reduction"
type: "string"
allowed_values {
list {
s: "min"
s: "max"
s: "prod"
s: "sum"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "num_devices"
type: "int"
}
attr {
name: "shared_name"
type: "string"
}
is_stateful: true
}
op {
name: "NcclBroadcast"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "shape"
type: "shape"
}
is_stateful: true
}
op {
name: "NcclReduce"
input_arg {
name: "input"
type_attr: "T"
number_attr: "num_devices"
}
output_arg {
name: "data"
type_attr: "T"
}
attr {
name: "reduction"
type: "string"
allowed_values {
list {
s: "min"
s: "max"
s: "prod"
s: "sum"
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "num_devices"
type: "int"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "Neg"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "NegTrain"
input_arg {
name: "w_in"
type: DT_FLOAT
is_ref: true
}
input_arg {
name: "w_out"
type: DT_FLOAT
is_ref: true
}
input_arg {
name: "examples"
type: DT_INT32
}
input_arg {
name: "labels"
type: DT_INT32
}
input_arg {
name: "lr"
type: DT_FLOAT
}
attr {
name: "vocab_count"
type: "list(int)"
}
attr {
name: "num_negative_samples"
type: "int"
}
deprecation {
version: 19
explanation: "Moving word2vec into tensorflow_models/tutorials and deprecating its ops here as a result"
}
is_stateful: true
}
op {
name: "NextIteration"
input_arg {
name: "data"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "NoOp"
}
op {
name: "NonMaxSuppression"
input_arg {
name: "boxes"
type: DT_FLOAT
}
input_arg {
name: "scores"
type: DT_FLOAT
}
input_arg {
name: "max_output_size"
type: DT_INT32
}
output_arg {
name: "selected_indices"
type: DT_INT32
}
attr {
name: "iou_threshold"
type: "float"
default_value {
f: 0.5
}
}
}
op {
name: "NonMaxSuppressionV2"
input_arg {
name: "boxes"
type_attr: "T"
}
input_arg {
name: "scores"
type_attr: "T"
}
input_arg {
name: "max_output_size"
type: DT_INT32
}
input_arg {
name: "iou_threshold"
type: DT_FLOAT
}
output_arg {
name: "selected_indices"
type: DT_INT32
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
}
}
}
}
op {
name: "NonMaxSuppressionV3"
input_arg {
name: "boxes"
type_attr: "T"
}
input_arg {
name: "scores"
type_attr: "T"
}
input_arg {
name: "max_output_size"
type: DT_INT32
}
input_arg {
name: "iou_threshold"
type: DT_FLOAT
}
input_arg {
name: "score_threshold"
type: DT_FLOAT
}
output_arg {
name: "selected_indices"
type: DT_INT32
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
}
}
}
}
op {
name: "NonMaxSuppressionV4"
input_arg {
name: "boxes"
type_attr: "T"
}
input_arg {
name: "scores"
type_attr: "T"
}
input_arg {
name: "max_output_size"
type: DT_INT32
}
input_arg {
name: "iou_threshold"
type: DT_FLOAT
}
input_arg {
name: "score_threshold"
type: DT_FLOAT
}
output_arg {
name: "selected_indices"
type: DT_INT32
}
output_arg {
name: "valid_outputs"
type: DT_INT32
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
}
}
}
attr {
name: "pad_to_max_output_size"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "NonMaxSuppressionWithOverlaps"
input_arg {
name: "overlaps"
type: DT_FLOAT
}
input_arg {
name: "scores"
type: DT_FLOAT
}
input_arg {
name: "max_output_size"
type: DT_INT32
}
input_arg {
name: "overlap_threshold"
type: DT_FLOAT
}
input_arg {
name: "score_threshold"
type: DT_FLOAT
}
output_arg {
name: "selected_indices"
type: DT_INT32
}
}
op {
name: "NotEqual"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type: DT_BOOL
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_QUINT8
type: DT_QINT8
type: DT_QINT32
type: DT_STRING
type: DT_BOOL
type: DT_COMPLEX128
}
}
}
is_commutative: true
}
op {
name: "NthElement"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "n"
type: DT_INT32
}
output_arg {
name: "values"
type_attr: "T"
}
attr {
name: "reverse"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "OneHot"
input_arg {
name: "indices"
type_attr: "TI"
}
input_arg {
name: "depth"
type: DT_INT32
}
input_arg {
name: "on_value"
type_attr: "T"
}
input_arg {
name: "off_value"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "axis"
type: "int"
default_value {
i: -1
}
}
attr {
name: "T"
type: "type"
}
attr {
name: "TI"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_UINT8
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "OneShotIterator"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "dataset_factory"
type: "func"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "OnesLike"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT8
type: DT_UINT8
type: DT_INT16
type: DT_UINT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
type: DT_BOOL
}
}
}
}
op {
name: "OptimizeDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "optimizations"
type: DT_STRING
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "OptionalFromValue"
input_arg {
name: "components"
type_list_attr: "Toutput_types"
}
output_arg {
name: "optional"
type: DT_VARIANT
}
attr {
name: "Toutput_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
}
op {
name: "OptionalGetValue"
input_arg {
name: "optional"
type: DT_VARIANT
}
output_arg {
name: "components"
type_list_attr: "output_types"
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "OptionalHasValue"
input_arg {
name: "optional"
type: DT_VARIANT
}
output_arg {
name: "has_value"
type: DT_BOOL
}
}
op {
name: "OptionalNone"
output_arg {
name: "optional"
type: DT_VARIANT
}
}
op {
name: "OrderedMapClear"
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "OrderedMapIncompleteSize"
output_arg {
name: "size"
type: DT_INT32
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "OrderedMapPeek"
input_arg {
name: "key"
type: DT_INT64
}
input_arg {
name: "indices"
type: DT_INT32
}
output_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "OrderedMapSize"
output_arg {
name: "size"
type: DT_INT32
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "OrderedMapStage"
input_arg {
name: "key"
type: DT_INT64
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "values"
type_list_attr: "fake_dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "fake_dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "OrderedMapUnstage"
input_arg {
name: "key"
type: DT_INT64
}
input_arg {
name: "indices"
type: DT_INT32
}
output_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "OrderedMapUnstageNoKey"
input_arg {
name: "indices"
type: DT_INT32
}
output_arg {
name: "key"
type: DT_INT64
}
output_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "Pack"
input_arg {
name: "values"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
attr {
name: "axis"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "Pad"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "paddings"
type_attr: "Tpaddings"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tpaddings"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "PadV2"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "paddings"
type_attr: "Tpaddings"
}
input_arg {
name: "constant_values"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tpaddings"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "PaddedBatchDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "batch_size"
type: DT_INT64
}
input_arg {
name: "padded_shapes"
type: DT_INT64
number_attr: "N"
}
input_arg {
name: "padding_values"
type_list_attr: "Toutput_types"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "Toutput_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "PaddedBatchDatasetV2"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "batch_size"
type: DT_INT64
}
input_arg {
name: "padded_shapes"
type: DT_INT64
number_attr: "N"
}
input_arg {
name: "padding_values"
type_list_attr: "Toutput_types"
}
input_arg {
name: "drop_remainder"
type: DT_BOOL
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "Toutput_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "PaddingFIFOQueue"
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "PaddingFIFOQueueV2"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "ParallelConcat"
input_arg {
name: "values"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
attr {
name: "shape"
type: "shape"
}
}
op {
name: "ParallelDynamicStitch"
input_arg {
name: "indices"
type: DT_INT32
number_attr: "N"
}
input_arg {
name: "data"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "merged"
type_attr: "T"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
}
op {
name: "ParallelInterleaveDatasetV2"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
input_arg {
name: "cycle_length"
type: DT_INT64
}
input_arg {
name: "block_length"
type: DT_INT64
}
input_arg {
name: "num_parallel_calls"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "sloppy"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ParallelMapDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
input_arg {
name: "num_parallel_calls"
type: DT_INT32
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "f"
type: "func"
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "use_inter_op_parallelism"
type: "bool"
default_value {
b: true
}
}
attr {
name: "sloppy"
type: "bool"
default_value {
b: false
}
}
attr {
name: "preserve_cardinality"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ParameterizedTruncatedNormal"
input_arg {
name: "shape"
type_attr: "T"
}
input_arg {
name: "means"
type_attr: "dtype"
}
input_arg {
name: "stdevs"
type_attr: "dtype"
}
input_arg {
name: "minvals"
type_attr: "dtype"
}
input_arg {
name: "maxvals"
type_attr: "dtype"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ParseExample"
input_arg {
name: "serialized"
type: DT_STRING
}
input_arg {
name: "names"
type: DT_STRING
}
input_arg {
name: "sparse_keys"
type: DT_STRING
number_attr: "Nsparse"
}
input_arg {
name: "dense_keys"
type: DT_STRING
number_attr: "Ndense"
}
input_arg {
name: "dense_defaults"
type_list_attr: "Tdense"
}
output_arg {
name: "sparse_indices"
type: DT_INT64
number_attr: "Nsparse"
}
output_arg {
name: "sparse_values"
type_list_attr: "sparse_types"
}
output_arg {
name: "sparse_shapes"
type: DT_INT64
number_attr: "Nsparse"
}
output_arg {
name: "dense_values"
type_list_attr: "Tdense"
}
attr {
name: "Nsparse"
type: "int"
has_minimum: true
}
attr {
name: "Ndense"
type: "int"
has_minimum: true
}
attr {
name: "sparse_types"
type: "list(type)"
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "Tdense"
type: "list(type)"
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "dense_shapes"
type: "list(shape)"
has_minimum: true
}
}
op {
name: "ParseSequenceExample"
input_arg {
name: "serialized"
type: DT_STRING
}
input_arg {
name: "debug_name"
type: DT_STRING
}
input_arg {
name: "context_dense_defaults"
type_list_attr: "Tcontext_dense"
}
output_arg {
name: "context_sparse_indices"
type: DT_INT64
number_attr: "Ncontext_sparse"
}
output_arg {
name: "context_sparse_values"
type_list_attr: "context_sparse_types"
}
output_arg {
name: "context_sparse_shapes"
type: DT_INT64
number_attr: "Ncontext_sparse"
}
output_arg {
name: "context_dense_values"
type_list_attr: "Tcontext_dense"
}
output_arg {
name: "feature_list_sparse_indices"
type: DT_INT64
number_attr: "Nfeature_list_sparse"
}
output_arg {
name: "feature_list_sparse_values"
type_list_attr: "feature_list_sparse_types"
}
output_arg {
name: "feature_list_sparse_shapes"
type: DT_INT64
number_attr: "Nfeature_list_sparse"
}
output_arg {
name: "feature_list_dense_values"
type_list_attr: "feature_list_dense_types"
}
output_arg {
name: "feature_list_dense_lengths"
type: DT_INT64
number_attr: "Nfeature_list_dense"
}
attr {
name: "feature_list_dense_missing_assumed_empty"
type: "list(string)"
has_minimum: true
}
attr {
name: "context_sparse_keys"
type: "list(string)"
has_minimum: true
}
attr {
name: "context_dense_keys"
type: "list(string)"
has_minimum: true
}
attr {
name: "feature_list_sparse_keys"
type: "list(string)"
has_minimum: true
}
attr {
name: "feature_list_dense_keys"
type: "list(string)"
has_minimum: true
}
attr {
name: "Ncontext_sparse"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "Ncontext_dense"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "Nfeature_list_sparse"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "Nfeature_list_dense"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "context_sparse_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "Tcontext_dense"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "feature_list_dense_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "context_dense_shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "feature_list_sparse_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "feature_list_dense_shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
}
op {
name: "ParseSingleExample"
input_arg {
name: "serialized"
type: DT_STRING
}
input_arg {
name: "dense_defaults"
type_list_attr: "Tdense"
}
output_arg {
name: "sparse_indices"
type: DT_INT64
number_attr: "num_sparse"
}
output_arg {
name: "sparse_values"
type_list_attr: "sparse_types"
}
output_arg {
name: "sparse_shapes"
type: DT_INT64
number_attr: "num_sparse"
}
output_arg {
name: "dense_values"
type_list_attr: "Tdense"
}
attr {
name: "num_sparse"
type: "int"
has_minimum: true
}
attr {
name: "sparse_keys"
type: "list(string)"
has_minimum: true
}
attr {
name: "dense_keys"
type: "list(string)"
has_minimum: true
}
attr {
name: "sparse_types"
type: "list(type)"
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "Tdense"
type: "list(type)"
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "dense_shapes"
type: "list(shape)"
has_minimum: true
}
}
op {
name: "ParseSingleSequenceExample"
input_arg {
name: "serialized"
type: DT_STRING
}
input_arg {
name: "feature_list_dense_missing_assumed_empty"
type: DT_STRING
}
input_arg {
name: "context_sparse_keys"
type: DT_STRING
number_attr: "Ncontext_sparse"
}
input_arg {
name: "context_dense_keys"
type: DT_STRING
number_attr: "Ncontext_dense"
}
input_arg {
name: "feature_list_sparse_keys"
type: DT_STRING
number_attr: "Nfeature_list_sparse"
}
input_arg {
name: "feature_list_dense_keys"
type: DT_STRING
number_attr: "Nfeature_list_dense"
}
input_arg {
name: "context_dense_defaults"
type_list_attr: "Tcontext_dense"
}
input_arg {
name: "debug_name"
type: DT_STRING
}
output_arg {
name: "context_sparse_indices"
type: DT_INT64
number_attr: "Ncontext_sparse"
}
output_arg {
name: "context_sparse_values"
type_list_attr: "context_sparse_types"
}
output_arg {
name: "context_sparse_shapes"
type: DT_INT64
number_attr: "Ncontext_sparse"
}
output_arg {
name: "context_dense_values"
type_list_attr: "Tcontext_dense"
}
output_arg {
name: "feature_list_sparse_indices"
type: DT_INT64
number_attr: "Nfeature_list_sparse"
}
output_arg {
name: "feature_list_sparse_values"
type_list_attr: "feature_list_sparse_types"
}
output_arg {
name: "feature_list_sparse_shapes"
type: DT_INT64
number_attr: "Nfeature_list_sparse"
}
output_arg {
name: "feature_list_dense_values"
type_list_attr: "feature_list_dense_types"
}
attr {
name: "Ncontext_sparse"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "Ncontext_dense"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "Nfeature_list_sparse"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "Nfeature_list_dense"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "context_sparse_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "Tcontext_dense"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "feature_list_dense_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "context_dense_shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "feature_list_sparse_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
allowed_values {
list {
type: DT_FLOAT
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "feature_list_dense_shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
}
op {
name: "ParseTensor"
input_arg {
name: "serialized"
type: DT_STRING
}
output_arg {
name: "output"
type_attr: "out_type"
}
attr {
name: "out_type"
type: "type"
}
}
op {
name: "PartitionedCall"
input_arg {
name: "args"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
}
attr {
name: "f"
type: "func"
}
attr {
name: "config"
type: "string"
default_value {
s: ""
}
}
attr {
name: "config_proto"
type: "string"
default_value {
s: ""
}
}
attr {
name: "executor_type"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "Placeholder"
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "shape"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
}
op {
name: "PlaceholderV2"
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "shape"
type: "shape"
}
deprecation {
version: 23
explanation: "Placeholder now behaves the same as PlaceholderV2."
}
}
op {
name: "PlaceholderWithDefault"
input_arg {
name: "input"
type_attr: "dtype"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "shape"
type: "shape"
}
}
op {
name: "Polygamma"
input_arg {
name: "a"
type_attr: "T"
}
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "PopulationCount"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type: DT_UINT8
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "Pow"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_HALF
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "PrefetchDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "buffer_size"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "PreventGradient"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "message"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "Print"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "data"
type_list_attr: "U"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "U"
type: "list(type)"
has_minimum: true
}
attr {
name: "message"
type: "string"
default_value {
s: ""
}
}
attr {
name: "first_n"
type: "int"
default_value {
i: -1
}
}
attr {
name: "summarize"
type: "int"
default_value {
i: 3
}
}
is_stateful: true
}
op {
name: "PrintV2"
input_arg {
name: "input"
type: DT_STRING
}
attr {
name: "output_stream"
type: "string"
default_value {
s: "stderr"
}
}
is_stateful: true
}
op {
name: "PriorityQueue"
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "component_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "shapes"
type: "list(shape)"
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "PriorityQueueV2"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "component_types"
type: "list(type)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "shapes"
type: "list(shape)"
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "Prod"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "reduction_indices"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "PyFunc"
input_arg {
name: "input"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "token"
type: "string"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
}
is_stateful: true
}
op {
name: "PyFuncStateless"
input_arg {
name: "input"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "token"
type: "string"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
}
}
op {
name: "Qr"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "q"
type_attr: "T"
}
output_arg {
name: "r"
type_attr: "T"
}
attr {
name: "full_matrices"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "QuantizeAndDequantize"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "signed_input"
type: "bool"
default_value {
b: true
}
}
attr {
name: "num_bits"
type: "int"
default_value {
i: 8
}
}
attr {
name: "range_given"
type: "bool"
default_value {
b: false
}
}
attr {
name: "input_min"
type: "float"
default_value {
f: 0
}
}
attr {
name: "input_max"
type: "float"
default_value {
f: 0
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
deprecation {
version: 22
explanation: "Replaced by QuantizeAndDequantizeV2"
}
}
op {
name: "QuantizeAndDequantizeV2"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "input_min"
type_attr: "T"
}
input_arg {
name: "input_max"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "signed_input"
type: "bool"
default_value {
b: true
}
}
attr {
name: "num_bits"
type: "int"
default_value {
i: 8
}
}
attr {
name: "range_given"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "round_mode"
type: "string"
default_value {
s: "HALF_TO_EVEN"
}
allowed_values {
list {
s: "HALF_TO_EVEN"
s: "HALF_UP"
}
}
}
}
op {
name: "QuantizeAndDequantizeV3"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "input_min"
type_attr: "T"
}
input_arg {
name: "input_max"
type_attr: "T"
}
input_arg {
name: "num_bits"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "signed_input"
type: "bool"
default_value {
b: true
}
}
attr {
name: "range_given"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "QuantizeDownAndShrinkRange"
input_arg {
name: "input"
type_attr: "Tinput"
}
input_arg {
name: "input_min"
type: DT_FLOAT
}
input_arg {
name: "input_max"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "out_type"
}
output_arg {
name: "output_min"
type: DT_FLOAT
}
output_arg {
name: "output_max"
type: DT_FLOAT
}
attr {
name: "Tinput"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "out_type"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
}
op {
name: "QuantizeV2"
input_arg {
name: "input"
type: DT_FLOAT
}
input_arg {
name: "min_range"
type: DT_FLOAT
}
input_arg {
name: "max_range"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "output_min"
type: DT_FLOAT
}
output_arg {
name: "output_max"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "mode"
type: "string"
default_value {
s: "MIN_COMBINED"
}
allowed_values {
list {
s: "MIN_COMBINED"
s: "MIN_FIRST"
s: "SCALED"
}
}
}
attr {
name: "round_mode"
type: "string"
default_value {
s: "HALF_AWAY_FROM_ZERO"
}
allowed_values {
list {
s: "HALF_AWAY_FROM_ZERO"
s: "HALF_TO_EVEN"
}
}
}
}
op {
name: "QuantizedAdd"
input_arg {
name: "x"
type_attr: "T1"
}
input_arg {
name: "y"
type_attr: "T2"
}
input_arg {
name: "min_x"
type: DT_FLOAT
}
input_arg {
name: "max_x"
type: DT_FLOAT
}
input_arg {
name: "min_y"
type: DT_FLOAT
}
input_arg {
name: "max_y"
type: DT_FLOAT
}
output_arg {
name: "z"
type_attr: "Toutput"
}
output_arg {
name: "min_z"
type: DT_FLOAT
}
output_arg {
name: "max_z"
type: DT_FLOAT
}
attr {
name: "T1"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "T2"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "Toutput"
type: "type"
default_value {
type: DT_QINT32
}
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
is_commutative: true
}
op {
name: "QuantizedAvgPool"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "min_input"
type: DT_FLOAT
}
input_arg {
name: "max_input"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "min_output"
type: DT_FLOAT
}
output_arg {
name: "max_output"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "ksize"
type: "list(int)"
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "QuantizedBatchNormWithGlobalNormalization"
input_arg {
name: "t"
type_attr: "Tinput"
}
input_arg {
name: "t_min"
type: DT_FLOAT
}
input_arg {
name: "t_max"
type: DT_FLOAT
}
input_arg {
name: "m"
type_attr: "Tinput"
}
input_arg {
name: "m_min"
type: DT_FLOAT
}
input_arg {
name: "m_max"
type: DT_FLOAT
}
input_arg {
name: "v"
type_attr: "Tinput"
}
input_arg {
name: "v_min"
type: DT_FLOAT
}
input_arg {
name: "v_max"
type: DT_FLOAT
}
input_arg {
name: "beta"
type_attr: "Tinput"
}
input_arg {
name: "beta_min"
type: DT_FLOAT
}
input_arg {
name: "beta_max"
type: DT_FLOAT
}
input_arg {
name: "gamma"
type_attr: "Tinput"
}
input_arg {
name: "gamma_min"
type: DT_FLOAT
}
input_arg {
name: "gamma_max"
type: DT_FLOAT
}
output_arg {
name: "result"
type_attr: "out_type"
}
output_arg {
name: "result_min"
type: DT_FLOAT
}
output_arg {
name: "result_max"
type: DT_FLOAT
}
attr {
name: "Tinput"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "out_type"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "variance_epsilon"
type: "float"
}
attr {
name: "scale_after_normalization"
type: "bool"
}
}
op {
name: "QuantizedBiasAdd"
input_arg {
name: "input"
type_attr: "T1"
}
input_arg {
name: "bias"
type_attr: "T2"
}
input_arg {
name: "min_input"
type: DT_FLOAT
}
input_arg {
name: "max_input"
type: DT_FLOAT
}
input_arg {
name: "min_bias"
type: DT_FLOAT
}
input_arg {
name: "max_bias"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "out_type"
}
output_arg {
name: "min_out"
type: DT_FLOAT
}
output_arg {
name: "max_out"
type: DT_FLOAT
}
attr {
name: "T1"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "T2"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "out_type"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
}
op {
name: "QuantizedConcat"
input_arg {
name: "concat_dim"
type: DT_INT32
}
input_arg {
name: "values"
type_attr: "T"
number_attr: "N"
}
input_arg {
name: "input_mins"
type: DT_FLOAT
number_attr: "N"
}
input_arg {
name: "input_maxes"
type: DT_FLOAT
number_attr: "N"
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "output_min"
type: DT_FLOAT
}
output_arg {
name: "output_max"
type: DT_FLOAT
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 2
}
attr {
name: "T"
type: "type"
}
}
op {
name: "QuantizedConv2D"
input_arg {
name: "input"
type_attr: "Tinput"
}
input_arg {
name: "filter"
type_attr: "Tfilter"
}
input_arg {
name: "min_input"
type: DT_FLOAT
}
input_arg {
name: "max_input"
type: DT_FLOAT
}
input_arg {
name: "min_filter"
type: DT_FLOAT
}
input_arg {
name: "max_filter"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "out_type"
}
output_arg {
name: "min_output"
type: DT_FLOAT
}
output_arg {
name: "max_output"
type: DT_FLOAT
}
attr {
name: "Tinput"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "Tfilter"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_QINT32
}
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
attr {
name: "dilations"
type: "list(int)"
default_value {
list {
i: 1
i: 1
i: 1
i: 1
}
}
}
}
op {
name: "QuantizedInstanceNorm"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "x_min"
type: DT_FLOAT
}
input_arg {
name: "x_max"
type: DT_FLOAT
}
output_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "y_min"
type: DT_FLOAT
}
output_arg {
name: "y_max"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "output_range_given"
type: "bool"
default_value {
b: false
}
}
attr {
name: "given_y_min"
type: "float"
default_value {
f: 0
}
}
attr {
name: "given_y_max"
type: "float"
default_value {
f: 0
}
}
attr {
name: "variance_epsilon"
type: "float"
default_value {
f: 1e-05
}
}
attr {
name: "min_separation"
type: "float"
default_value {
f: 0.001
}
}
}
op {
name: "QuantizedMatMul"
input_arg {
name: "a"
type_attr: "T1"
}
input_arg {
name: "b"
type_attr: "T2"
}
input_arg {
name: "min_a"
type: DT_FLOAT
}
input_arg {
name: "max_a"
type: DT_FLOAT
}
input_arg {
name: "min_b"
type: DT_FLOAT
}
input_arg {
name: "max_b"
type: DT_FLOAT
}
output_arg {
name: "out"
type_attr: "Toutput"
}
output_arg {
name: "min_out"
type: DT_FLOAT
}
output_arg {
name: "max_out"
type: DT_FLOAT
}
attr {
name: "T1"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "T2"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "Toutput"
type: "type"
default_value {
type: DT_QINT32
}
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "transpose_a"
type: "bool"
default_value {
b: false
}
}
attr {
name: "transpose_b"
type: "bool"
default_value {
b: false
}
}
attr {
name: "Tactivation"
type: "type"
default_value {
type: DT_QUINT8
}
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
}
op {
name: "QuantizedMaxPool"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "min_input"
type: DT_FLOAT
}
input_arg {
name: "max_input"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "min_output"
type: DT_FLOAT
}
output_arg {
name: "max_output"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "ksize"
type: "list(int)"
}
attr {
name: "strides"
type: "list(int)"
}
attr {
name: "padding"
type: "string"
allowed_values {
list {
s: "SAME"
s: "VALID"
}
}
}
}
op {
name: "QuantizedMul"
input_arg {
name: "x"
type_attr: "T1"
}
input_arg {
name: "y"
type_attr: "T2"
}
input_arg {
name: "min_x"
type: DT_FLOAT
}
input_arg {
name: "max_x"
type: DT_FLOAT
}
input_arg {
name: "min_y"
type: DT_FLOAT
}
input_arg {
name: "max_y"
type: DT_FLOAT
}
output_arg {
name: "z"
type_attr: "Toutput"
}
output_arg {
name: "min_z"
type: DT_FLOAT
}
output_arg {
name: "max_z"
type: DT_FLOAT
}
attr {
name: "T1"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "T2"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "Toutput"
type: "type"
default_value {
type: DT_QINT32
}
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
is_commutative: true
}
op {
name: "QuantizedRelu"
input_arg {
name: "features"
type_attr: "Tinput"
}
input_arg {
name: "min_features"
type: DT_FLOAT
}
input_arg {
name: "max_features"
type: DT_FLOAT
}
output_arg {
name: "activations"
type_attr: "out_type"
}
output_arg {
name: "min_activations"
type: DT_FLOAT
}
output_arg {
name: "max_activations"
type: DT_FLOAT
}
attr {
name: "Tinput"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_QUINT8
}
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
}
op {
name: "QuantizedRelu6"
input_arg {
name: "features"
type_attr: "Tinput"
}
input_arg {
name: "min_features"
type: DT_FLOAT
}
input_arg {
name: "max_features"
type: DT_FLOAT
}
output_arg {
name: "activations"
type_attr: "out_type"
}
output_arg {
name: "min_activations"
type: DT_FLOAT
}
output_arg {
name: "max_activations"
type: DT_FLOAT
}
attr {
name: "Tinput"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_QUINT8
}
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
}
op {
name: "QuantizedReluX"
input_arg {
name: "features"
type_attr: "Tinput"
}
input_arg {
name: "max_value"
type: DT_FLOAT
}
input_arg {
name: "min_features"
type: DT_FLOAT
}
input_arg {
name: "max_features"
type: DT_FLOAT
}
output_arg {
name: "activations"
type_attr: "out_type"
}
output_arg {
name: "min_activations"
type: DT_FLOAT
}
output_arg {
name: "max_activations"
type: DT_FLOAT
}
attr {
name: "Tinput"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_QUINT8
}
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
}
op {
name: "QuantizedReshape"
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "shape"
type_attr: "Tshape"
}
input_arg {
name: "input_min"
type: DT_FLOAT
}
input_arg {
name: "input_max"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "T"
}
output_arg {
name: "output_min"
type: DT_FLOAT
}
output_arg {
name: "output_max"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tshape"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "QuantizedResizeBilinear"
input_arg {
name: "images"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT32
}
input_arg {
name: "min"
type: DT_FLOAT
}
input_arg {
name: "max"
type: DT_FLOAT
}
output_arg {
name: "resized_images"
type_attr: "T"
}
output_arg {
name: "out_min"
type: DT_FLOAT
}
output_arg {
name: "out_max"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_QUINT8
type: DT_QINT32
type: DT_FLOAT
}
}
}
attr {
name: "align_corners"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "QueueClose"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "cancel_pending_enqueues"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "QueueCloseV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "cancel_pending_enqueues"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "QueueDequeue"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "components"
type_list_attr: "component_types"
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "QueueDequeueMany"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "n"
type: DT_INT32
}
output_arg {
name: "components"
type_list_attr: "component_types"
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "QueueDequeueManyV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "n"
type: DT_INT32
}
output_arg {
name: "components"
type_list_attr: "component_types"
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
is_stateful: true
}
op {
name: "QueueDequeueUpTo"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "n"
type: DT_INT32
}
output_arg {
name: "components"
type_list_attr: "component_types"
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "QueueDequeueUpToV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "n"
type: DT_INT32
}
output_arg {
name: "components"
type_list_attr: "component_types"
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
is_stateful: true
}
op {
name: "QueueDequeueV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
output_arg {
name: "components"
type_list_attr: "component_types"
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
is_stateful: true
}
op {
name: "QueueEnqueue"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "components"
type_list_attr: "Tcomponents"
}
attr {
name: "Tcomponents"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "QueueEnqueueMany"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "components"
type_list_attr: "Tcomponents"
}
attr {
name: "Tcomponents"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "QueueEnqueueManyV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "components"
type_list_attr: "Tcomponents"
}
attr {
name: "Tcomponents"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
is_stateful: true
}
op {
name: "QueueEnqueueV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "components"
type_list_attr: "Tcomponents"
}
attr {
name: "Tcomponents"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "timeout_ms"
type: "int"
default_value {
i: -1
}
}
is_stateful: true
}
op {
name: "QueueIsClosed"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "is_closed"
type: DT_BOOL
}
}
op {
name: "QueueIsClosedV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
output_arg {
name: "is_closed"
type: DT_BOOL
}
is_stateful: true
}
op {
name: "QueueSize"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "size"
type: DT_INT32
}
}
op {
name: "QueueSizeV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
output_arg {
name: "size"
type: DT_INT32
}
is_stateful: true
}
op {
name: "RFFT"
input_arg {
name: "input"
type: DT_FLOAT
}
input_arg {
name: "fft_length"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
}
op {
name: "RFFT2D"
input_arg {
name: "input"
type: DT_FLOAT
}
input_arg {
name: "fft_length"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
}
op {
name: "RFFT3D"
input_arg {
name: "input"
type: DT_FLOAT
}
input_arg {
name: "fft_length"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_COMPLEX64
}
}
op {
name: "RGBToHSV"
input_arg {
name: "images"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "RaggedGather"
input_arg {
name: "params_nested_splits"
type: DT_INT64
number_attr: "PARAMS_RAGGED_RANK"
}
input_arg {
name: "params_dense_values"
type_attr: "Tvalues"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "output_nested_splits"
type: DT_INT64
number_attr: "OUTPUT_RAGGED_RANK"
}
output_arg {
name: "output_dense_values"
type_attr: "Tvalues"
}
attr {
name: "Tvalues"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "PARAMS_RAGGED_RANK"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "OUTPUT_RAGGED_RANK"
type: "int"
has_minimum: true
}
}
op {
name: "RaggedRange"
input_arg {
name: "starts"
type_attr: "T"
}
input_arg {
name: "limits"
type_attr: "T"
}
input_arg {
name: "deltas"
type_attr: "T"
}
output_arg {
name: "rt_nested_splits"
type: DT_INT64
}
output_arg {
name: "rt_dense_values"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "RaggedTensorToSparse"
input_arg {
name: "rt_nested_splits"
type: DT_INT64
number_attr: "RAGGED_RANK"
}
input_arg {
name: "rt_dense_values"
type_attr: "T"
}
output_arg {
name: "sparse_indices"
type: DT_INT64
}
output_arg {
name: "sparse_values"
type_attr: "T"
}
output_arg {
name: "sparse_dense_shape"
type: DT_INT64
}
attr {
name: "RAGGED_RANK"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
}
op {
name: "RandomCrop"
input_arg {
name: "image"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT64
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
deprecation {
version: 8
explanation: "Random crop is now pure Python"
}
is_stateful: true
}
op {
name: "RandomGamma"
input_arg {
name: "shape"
type_attr: "S"
}
input_arg {
name: "alpha"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "S"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
is_stateful: true
}
op {
name: "RandomGammaGrad"
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "sample"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "RandomPoisson"
input_arg {
name: "shape"
type_attr: "S"
}
input_arg {
name: "rate"
type_attr: "dtype"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "S"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
deprecation {
version: 25
explanation: "Replaced by RandomPoissonV2"
}
is_stateful: true
}
op {
name: "RandomPoissonV2"
input_arg {
name: "shape"
type_attr: "S"
}
input_arg {
name: "rate"
type_attr: "R"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "S"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "R"
type: "type"
default_value {
type: DT_DOUBLE
}
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "dtype"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "RandomShuffle"
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "RandomShuffleQueue"
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "min_after_dequeue"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "RandomShuffleQueueV2"
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "component_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "shapes"
type: "list(shape)"
default_value {
list {
}
}
has_minimum: true
}
attr {
name: "capacity"
type: "int"
default_value {
i: -1
}
}
attr {
name: "min_after_dequeue"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "RandomStandardNormal"
input_arg {
name: "shape"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "RandomUniform"
input_arg {
name: "shape"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "RandomUniformInt"
input_arg {
name: "shape"
type_attr: "T"
}
input_arg {
name: "minval"
type_attr: "Tout"
}
input_arg {
name: "maxval"
type_attr: "Tout"
}
output_arg {
name: "output"
type_attr: "Tout"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "Tout"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "Range"
input_arg {
name: "start"
type_attr: "Tidx"
}
input_arg {
name: "limit"
type_attr: "Tidx"
}
input_arg {
name: "delta"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "Tidx"
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "RangeDataset"
input_arg {
name: "start"
type: DT_INT64
}
input_arg {
name: "stop"
type: DT_INT64
}
input_arg {
name: "step"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "Rank"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type: DT_INT32
}
attr {
name: "T"
type: "type"
}
}
op {
name: "ReadFile"
input_arg {
name: "filename"
type: DT_STRING
}
output_arg {
name: "contents"
type: DT_STRING
}
}
op {
name: "ReadVariableOp"
input_arg {
name: "resource"
type: DT_RESOURCE
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
is_stateful: true
}
op {
name: "ReaderNumRecordsProduced"
input_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "records_produced"
type: DT_INT64
}
}
op {
name: "ReaderNumRecordsProducedV2"
input_arg {
name: "reader_handle"
type: DT_RESOURCE
}
output_arg {
name: "records_produced"
type: DT_INT64
}
is_stateful: true
}
op {
name: "ReaderNumWorkUnitsCompleted"
input_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "units_completed"
type: DT_INT64
}
}
op {
name: "ReaderNumWorkUnitsCompletedV2"
input_arg {
name: "reader_handle"
type: DT_RESOURCE
}
output_arg {
name: "units_completed"
type: DT_INT64
}
is_stateful: true
}
op {
name: "ReaderRead"
input_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "queue_handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "key"
type: DT_STRING
}
output_arg {
name: "value"
type: DT_STRING
}
}
op {
name: "ReaderReadUpTo"
input_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "queue_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "num_records"
type: DT_INT64
}
output_arg {
name: "keys"
type: DT_STRING
}
output_arg {
name: "values"
type: DT_STRING
}
}
op {
name: "ReaderReadUpToV2"
input_arg {
name: "reader_handle"
type: DT_RESOURCE
}
input_arg {
name: "queue_handle"
type: DT_RESOURCE
}
input_arg {
name: "num_records"
type: DT_INT64
}
output_arg {
name: "keys"
type: DT_STRING
}
output_arg {
name: "values"
type: DT_STRING
}
is_stateful: true
}
op {
name: "ReaderReadV2"
input_arg {
name: "reader_handle"
type: DT_RESOURCE
}
input_arg {
name: "queue_handle"
type: DT_RESOURCE
}
output_arg {
name: "key"
type: DT_STRING
}
output_arg {
name: "value"
type: DT_STRING
}
is_stateful: true
}
op {
name: "ReaderReset"
input_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
}
op {
name: "ReaderResetV2"
input_arg {
name: "reader_handle"
type: DT_RESOURCE
}
is_stateful: true
}
op {
name: "ReaderRestoreState"
input_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "state"
type: DT_STRING
}
}
op {
name: "ReaderRestoreStateV2"
input_arg {
name: "reader_handle"
type: DT_RESOURCE
}
input_arg {
name: "state"
type: DT_STRING
}
is_stateful: true
}
op {
name: "ReaderSerializeState"
input_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "state"
type: DT_STRING
}
}
op {
name: "ReaderSerializeStateV2"
input_arg {
name: "reader_handle"
type: DT_RESOURCE
}
output_arg {
name: "state"
type: DT_STRING
}
is_stateful: true
}
op {
name: "Real"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "Tout"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_COMPLEX64
}
allowed_values {
list {
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
attr {
name: "Tout"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "RealDiv"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_UINT16
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Reciprocal"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "ReciprocalGrad"
input_arg {
name: "y"
type_attr: "T"
}
input_arg {
name: "dy"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "RecordInput"
output_arg {
name: "records"
type: DT_STRING
}
attr {
name: "file_pattern"
type: "string"
}
attr {
name: "file_random_seed"
type: "int"
default_value {
i: 301
}
}
attr {
name: "file_shuffle_shift_ratio"
type: "float"
default_value {
f: 0
}
}
attr {
name: "file_buffer_size"
type: "int"
default_value {
i: 10000
}
}
attr {
name: "file_parallelism"
type: "int"
default_value {
i: 16
}
}
attr {
name: "batch_size"
type: "int"
default_value {
i: 32
}
}
attr {
name: "compression_type"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "ReduceDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "initial_state"
type_list_attr: "Tstate"
}
input_arg {
name: "other_arguments"
type_list_attr: "Targuments"
}
output_arg {
name: "components"
type_list_attr: "output_types"
}
attr {
name: "f"
type: "func"
}
attr {
name: "Tstate"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "Targuments"
type: "list(type)"
has_minimum: true
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "use_inter_op_parallelism"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "ReduceJoin"
input_arg {
name: "inputs"
type: DT_STRING
}
input_arg {
name: "reduction_indices"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "separator"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "RefEnter"
input_arg {
name: "data"
type_attr: "T"
is_ref: true
}
output_arg {
name: "output"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
attr {
name: "frame_name"
type: "string"
}
attr {
name: "is_constant"
type: "bool"
default_value {
b: false
}
}
attr {
name: "parallel_iterations"
type: "int"
default_value {
i: 10
}
}
}
op {
name: "RefExit"
input_arg {
name: "data"
type_attr: "T"
is_ref: true
}
output_arg {
name: "output"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
}
op {
name: "RefIdentity"
input_arg {
name: "input"
type_attr: "T"
is_ref: true
}
output_arg {
name: "output"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
allows_uninitialized_input: true
}
op {
name: "RefMerge"
input_arg {
name: "inputs"
type_attr: "T"
number_attr: "N"
is_ref: true
}
output_arg {
name: "output"
type_attr: "T"
is_ref: true
}
output_arg {
name: "value_index"
type: DT_INT32
}
attr {
name: "T"
type: "type"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "RefNextIteration"
input_arg {
name: "data"
type_attr: "T"
is_ref: true
}
output_arg {
name: "output"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
}
op {
name: "RefSelect"
input_arg {
name: "index"
type: DT_INT32
}
input_arg {
name: "inputs"
type_attr: "T"
number_attr: "N"
is_ref: true
}
output_arg {
name: "output"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "RefSwitch"
input_arg {
name: "data"
type_attr: "T"
is_ref: true
}
input_arg {
name: "pred"
type: DT_BOOL
}
output_arg {
name: "output_false"
type_attr: "T"
is_ref: true
}
output_arg {
name: "output_true"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
allows_uninitialized_input: true
}
op {
name: "RegexFullMatch"
input_arg {
name: "input"
type: DT_STRING
}
input_arg {
name: "pattern"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_BOOL
}
}
op {
name: "RegexReplace"
input_arg {
name: "input"
type: DT_STRING
}
input_arg {
name: "pattern"
type: DT_STRING
}
input_arg {
name: "rewrite"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "replace_global"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "Relu"
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "activations"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
type: DT_QINT8
}
}
}
}
op {
name: "Relu6"
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "activations"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "Relu6Grad"
input_arg {
name: "gradients"
type_attr: "T"
}
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "backprops"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "ReluGrad"
input_arg {
name: "gradients"
type_attr: "T"
}
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "backprops"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "RemoteCall"
input_arg {
name: "target"
type: DT_STRING
}
input_arg {
name: "args"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "f"
type: "func"
}
is_stateful: true
}
op {
name: "RemoteFusedGraphExecute"
input_arg {
name: "inputs"
type_list_attr: "Tinputs"
}
output_arg {
name: "outputs"
type_list_attr: "Toutputs"
}
attr {
name: "Tinputs"
type: "list(type)"
has_minimum: true
}
attr {
name: "Toutputs"
type: "list(type)"
has_minimum: true
}
attr {
name: "serialized_remote_fused_graph_execute_info"
type: "string"
}
}
op {
name: "RepeatDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "count"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "RequantizationRange"
input_arg {
name: "input"
type_attr: "Tinput"
}
input_arg {
name: "input_min"
type: DT_FLOAT
}
input_arg {
name: "input_max"
type: DT_FLOAT
}
output_arg {
name: "output_min"
type: DT_FLOAT
}
output_arg {
name: "output_max"
type: DT_FLOAT
}
attr {
name: "Tinput"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
}
op {
name: "Requantize"
input_arg {
name: "input"
type_attr: "Tinput"
}
input_arg {
name: "input_min"
type: DT_FLOAT
}
input_arg {
name: "input_max"
type: DT_FLOAT
}
input_arg {
name: "requested_output_min"
type: DT_FLOAT
}
input_arg {
name: "requested_output_max"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "out_type"
}
output_arg {
name: "output_min"
type: DT_FLOAT
}
output_arg {
name: "output_max"
type: DT_FLOAT
}
attr {
name: "Tinput"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
attr {
name: "out_type"
type: "type"
allowed_values {
list {
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_QINT16
type: DT_QUINT16
}
}
}
}
op {
name: "Reshape"
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "shape"
type_attr: "Tshape"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tshape"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ResizeArea"
input_arg {
name: "images"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT32
}
output_arg {
name: "resized_images"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_UINT8
type: DT_INT16
type: DT_UINT16
type: DT_INT32
type: DT_INT64
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "align_corners"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ResizeBicubic"
input_arg {
name: "images"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT32
}
output_arg {
name: "resized_images"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_UINT8
type: DT_INT16
type: DT_UINT16
type: DT_INT32
type: DT_INT64
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "align_corners"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ResizeBicubicGrad"
input_arg {
name: "grads"
type: DT_FLOAT
}
input_arg {
name: "original_image"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "align_corners"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ResizeBilinear"
input_arg {
name: "images"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT32
}
output_arg {
name: "resized_images"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_UINT8
type: DT_INT16
type: DT_UINT16
type: DT_INT32
type: DT_INT64
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "align_corners"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ResizeBilinearGrad"
input_arg {
name: "grads"
type: DT_FLOAT
}
input_arg {
name: "original_image"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_BFLOAT16
type: DT_HALF
type: DT_DOUBLE
}
}
}
attr {
name: "align_corners"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ResizeNearestNeighbor"
input_arg {
name: "images"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT32
}
output_arg {
name: "resized_images"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_UINT8
type: DT_INT16
type: DT_UINT16
type: DT_INT32
type: DT_INT64
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "align_corners"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ResizeNearestNeighborGrad"
input_arg {
name: "grads"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_INT8
type: DT_INT32
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "align_corners"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ResourceApplyAdaMax"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "m"
type: DT_RESOURCE
}
input_arg {
name: "v"
type: DT_RESOURCE
}
input_arg {
name: "beta1_power"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "beta1"
type_attr: "T"
}
input_arg {
name: "beta2"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyAdadelta"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "accum_update"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyAdagrad"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "update_slots"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "ResourceApplyAdagradDA"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "gradient_accumulator"
type: DT_RESOURCE
}
input_arg {
name: "gradient_squared_accumulator"
type: DT_RESOURCE
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "global_step"
type: DT_INT64
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyAdam"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "m"
type: DT_RESOURCE
}
input_arg {
name: "v"
type: DT_RESOURCE
}
input_arg {
name: "beta1_power"
type_attr: "T"
}
input_arg {
name: "beta2_power"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "beta1"
type_attr: "T"
}
input_arg {
name: "beta2"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "use_nesterov"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyAdamWithAmsgrad"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "m"
type: DT_RESOURCE
}
input_arg {
name: "v"
type: DT_RESOURCE
}
input_arg {
name: "vhat"
type: DT_RESOURCE
}
input_arg {
name: "beta1_power"
type_attr: "T"
}
input_arg {
name: "beta2_power"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "beta1"
type_attr: "T"
}
input_arg {
name: "beta2"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyAddSign"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "m"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "sign_decay"
type_attr: "T"
}
input_arg {
name: "beta"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyCenteredRMSProp"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "mg"
type: DT_RESOURCE
}
input_arg {
name: "ms"
type: DT_RESOURCE
}
input_arg {
name: "mom"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyFtrl"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "linear"
type: DT_RESOURCE
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "lr_power"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyFtrlV2"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "linear"
type: DT_RESOURCE
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "l2_shrinkage"
type_attr: "T"
}
input_arg {
name: "lr_power"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyGradientDescent"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "delta"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyKerasMomentum"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "use_nesterov"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyMomentum"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "use_nesterov"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyPowerSign"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "m"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "logbase"
type_attr: "T"
}
input_arg {
name: "sign_decay"
type_attr: "T"
}
input_arg {
name: "beta"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyProximalAdagrad"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyProximalGradientDescent"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "delta"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceApplyRMSProp"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "ms"
type: DT_RESOURCE
}
input_arg {
name: "mom"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceCountUpTo"
input_arg {
name: "resource"
type: DT_RESOURCE
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "limit"
type: "int"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceGather"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "validate_indices"
type: "bool"
default_value {
b: true
}
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceScatterAdd"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceScatterDiv"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceScatterMax"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceScatterMin"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceScatterMul"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceScatterNdAdd"
input_arg {
name: "ref"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "ResourceScatterNdUpdate"
input_arg {
name: "ref"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "ResourceScatterSub"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceScatterUpdate"
input_arg {
name: "resource"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyAdadelta"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "accum_update"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyAdagrad"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "update_slots"
type: "bool"
default_value {
b: true
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyAdagradDA"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "gradient_accumulator"
type: DT_RESOURCE
}
input_arg {
name: "gradient_squared_accumulator"
type: DT_RESOURCE
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "global_step"
type: DT_INT64
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyCenteredRMSProp"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "mg"
type: DT_RESOURCE
}
input_arg {
name: "ms"
type: DT_RESOURCE
}
input_arg {
name: "mom"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyFtrl"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "linear"
type: DT_RESOURCE
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "lr_power"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyFtrlV2"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "linear"
type: DT_RESOURCE
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "l2_shrinkage"
type_attr: "T"
}
input_arg {
name: "lr_power"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyKerasMomentum"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "momentum"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "use_nesterov"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyMomentum"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "momentum"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "use_nesterov"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyProximalAdagrad"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "accum"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyProximalGradientDescent"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceSparseApplyRMSProp"
input_arg {
name: "var"
type: DT_RESOURCE
}
input_arg {
name: "ms"
type: DT_RESOURCE
}
input_arg {
name: "mom"
type: DT_RESOURCE
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "ResourceStridedSliceAssign"
input_arg {
name: "ref"
type: DT_RESOURCE
}
input_arg {
name: "begin"
type_attr: "Index"
}
input_arg {
name: "end"
type_attr: "Index"
}
input_arg {
name: "strides"
type_attr: "Index"
}
input_arg {
name: "value"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Index"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "begin_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "end_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "ellipsis_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "new_axis_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "shrink_axis_mask"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "Restore"
input_arg {
name: "file_pattern"
type: DT_STRING
}
input_arg {
name: "tensor_name"
type: DT_STRING
}
output_arg {
name: "tensor"
type_attr: "dt"
}
attr {
name: "dt"
type: "type"
}
attr {
name: "preferred_shard"
type: "int"
default_value {
i: -1
}
}
is_stateful: true
}
op {
name: "RestoreSlice"
input_arg {
name: "file_pattern"
type: DT_STRING
}
input_arg {
name: "tensor_name"
type: DT_STRING
}
input_arg {
name: "shape_and_slice"
type: DT_STRING
}
output_arg {
name: "tensor"
type_attr: "dt"
}
attr {
name: "dt"
type: "type"
}
attr {
name: "preferred_shard"
type: "int"
default_value {
i: -1
}
}
is_stateful: true
}
op {
name: "RestoreV2"
input_arg {
name: "prefix"
type: DT_STRING
}
input_arg {
name: "tensor_names"
type: DT_STRING
}
input_arg {
name: "shape_and_slices"
type: DT_STRING
}
output_arg {
name: "tensors"
type_list_attr: "dtypes"
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "Reverse"
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "dims"
type: DT_BOOL
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_INT8
type: DT_UINT16
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_BOOL
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
type: DT_STRING
}
}
}
}
op {
name: "ReverseSequence"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "seq_lengths"
type_attr: "Tlen"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "seq_dim"
type: "int"
}
attr {
name: "batch_dim"
type: "int"
default_value {
i: 0
}
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tlen"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ReverseV2"
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "axis"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_INT8
type: DT_UINT16
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_BOOL
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
type: DT_STRING
}
}
}
}
op {
name: "RightShift"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_UINT32
type: DT_UINT64
}
}
}
is_commutative: true
}
op {
name: "Rint"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Roll"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "shift"
type_attr: "Tshift"
}
input_arg {
name: "axis"
type_attr: "Taxis"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tshift"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Taxis"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Round"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Rpc"
input_arg {
name: "address"
type: DT_STRING
}
input_arg {
name: "method"
type: DT_STRING
}
input_arg {
name: "request"
type: DT_STRING
}
output_arg {
name: "response"
type: DT_STRING
}
attr {
name: "protocol"
type: "string"
default_value {
s: ""
}
}
attr {
name: "fail_fast"
type: "bool"
default_value {
b: true
}
}
attr {
name: "timeout_in_ms"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "Rsqrt"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "RsqrtGrad"
input_arg {
name: "y"
type_attr: "T"
}
input_arg {
name: "dy"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "SampleDistortedBoundingBox"
input_arg {
name: "image_size"
type_attr: "T"
}
input_arg {
name: "bounding_boxes"
type: DT_FLOAT
}
output_arg {
name: "begin"
type_attr: "T"
}
output_arg {
name: "size"
type_attr: "T"
}
output_arg {
name: "bboxes"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "min_object_covered"
type: "float"
default_value {
f: 0.1
}
}
attr {
name: "aspect_ratio_range"
type: "list(float)"
default_value {
list {
f: 0.75
f: 1.33
}
}
}
attr {
name: "area_range"
type: "list(float)"
default_value {
list {
f: 0.05
f: 1
}
}
}
attr {
name: "max_attempts"
type: "int"
default_value {
i: 100
}
}
attr {
name: "use_image_if_no_bounding_boxes"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "SampleDistortedBoundingBoxV2"
input_arg {
name: "image_size"
type_attr: "T"
}
input_arg {
name: "bounding_boxes"
type: DT_FLOAT
}
input_arg {
name: "min_object_covered"
type: DT_FLOAT
}
output_arg {
name: "begin"
type_attr: "T"
}
output_arg {
name: "size"
type_attr: "T"
}
output_arg {
name: "bboxes"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_UINT8
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "aspect_ratio_range"
type: "list(float)"
default_value {
list {
f: 0.75
f: 1.33
}
}
}
attr {
name: "area_range"
type: "list(float)"
default_value {
list {
f: 0.05
f: 1
}
}
}
attr {
name: "max_attempts"
type: "int"
default_value {
i: 100
}
}
attr {
name: "use_image_if_no_bounding_boxes"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "Save"
input_arg {
name: "filename"
type: DT_STRING
}
input_arg {
name: "tensor_names"
type: DT_STRING
}
input_arg {
name: "data"
type_list_attr: "T"
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "SaveSlices"
input_arg {
name: "filename"
type: DT_STRING
}
input_arg {
name: "tensor_names"
type: DT_STRING
}
input_arg {
name: "shapes_and_slices"
type: DT_STRING
}
input_arg {
name: "data"
type_list_attr: "T"
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "SaveV2"
input_arg {
name: "prefix"
type: DT_STRING
}
input_arg {
name: "tensor_names"
type: DT_STRING
}
input_arg {
name: "shape_and_slices"
type: DT_STRING
}
input_arg {
name: "tensors"
type_list_attr: "dtypes"
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "ScalarSummary"
input_arg {
name: "tags"
type: DT_STRING
}
input_arg {
name: "values"
type_attr: "T"
}
output_arg {
name: "summary"
type: DT_STRING
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "ScaleAndTranslate"
input_arg {
name: "images"
type_attr: "T"
}
input_arg {
name: "size"
type: DT_INT32
}
input_arg {
name: "scale"
type: DT_FLOAT
}
input_arg {
name: "translation"
type: DT_FLOAT
}
output_arg {
name: "resized_images"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_UINT8
type: DT_INT16
type: DT_UINT16
type: DT_INT32
type: DT_INT64
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "kernel_type"
type: "string"
default_value {
s: "lanczos3"
}
}
}
op {
name: "ScaleAndTranslateGrad"
input_arg {
name: "grads"
type_attr: "T"
}
input_arg {
name: "original_image"
type_attr: "T"
}
input_arg {
name: "scale"
type: DT_FLOAT
}
input_arg {
name: "translation"
type: DT_FLOAT
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
}
}
}
attr {
name: "kernel_type"
type: "string"
default_value {
s: "lanczos3"
}
}
}
op {
name: "ScatterAdd"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ScatterDiv"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ScatterMax"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ScatterMin"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ScatterMul"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ScatterNd"
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
input_arg {
name: "shape"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ScatterNdAdd"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ScatterNdNonAliasingAdd"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
type: DT_BOOL
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ScatterNdSub"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ScatterNdUpdate"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "ScatterSub"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "ScatterUpdate"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "SdcaFprint"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_INT64
}
}
op {
name: "SdcaOptimizer"
input_arg {
name: "sparse_example_indices"
type: DT_INT64
number_attr: "num_sparse_features"
}
input_arg {
name: "sparse_feature_indices"
type: DT_INT64
number_attr: "num_sparse_features"
}
input_arg {
name: "sparse_feature_values"
type: DT_FLOAT
number_attr: "num_sparse_features_with_values"
}
input_arg {
name: "dense_features"
type: DT_FLOAT
number_attr: "num_dense_features"
}
input_arg {
name: "example_weights"
type: DT_FLOAT
}
input_arg {
name: "example_labels"
type: DT_FLOAT
}
input_arg {
name: "sparse_indices"
type: DT_INT64
number_attr: "num_sparse_features"
}
input_arg {
name: "sparse_weights"
type: DT_FLOAT
number_attr: "num_sparse_features"
}
input_arg {
name: "dense_weights"
type: DT_FLOAT
number_attr: "num_dense_features"
}
input_arg {
name: "example_state_data"
type: DT_FLOAT
}
output_arg {
name: "out_example_state_data"
type: DT_FLOAT
}
output_arg {
name: "out_delta_sparse_weights"
type: DT_FLOAT
number_attr: "num_sparse_features"
}
output_arg {
name: "out_delta_dense_weights"
type: DT_FLOAT
number_attr: "num_dense_features"
}
attr {
name: "loss_type"
type: "string"
allowed_values {
list {
s: "logistic_loss"
s: "squared_loss"
s: "hinge_loss"
s: "smooth_hinge_loss"
s: "poisson_loss"
}
}
}
attr {
name: "adaptative"
type: "bool"
default_value {
b: false
}
}
attr {
name: "num_sparse_features"
type: "int"
has_minimum: true
}
attr {
name: "num_sparse_features_with_values"
type: "int"
has_minimum: true
}
attr {
name: "num_dense_features"
type: "int"
has_minimum: true
}
attr {
name: "l1"
type: "float"
}
attr {
name: "l2"
type: "float"
}
attr {
name: "num_loss_partitions"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_inner_iterations"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "SdcaOptimizerV2"
input_arg {
name: "sparse_example_indices"
type: DT_INT64
number_attr: "num_sparse_features"
}
input_arg {
name: "sparse_feature_indices"
type: DT_INT64
number_attr: "num_sparse_features"
}
input_arg {
name: "sparse_feature_values"
type: DT_FLOAT
number_attr: "num_sparse_features_with_values"
}
input_arg {
name: "dense_features"
type: DT_FLOAT
number_attr: "num_dense_features"
}
input_arg {
name: "example_weights"
type: DT_FLOAT
}
input_arg {
name: "example_labels"
type: DT_FLOAT
}
input_arg {
name: "sparse_indices"
type: DT_INT64
number_attr: "num_sparse_features"
}
input_arg {
name: "sparse_weights"
type: DT_FLOAT
number_attr: "num_sparse_features"
}
input_arg {
name: "dense_weights"
type: DT_FLOAT
number_attr: "num_dense_features"
}
input_arg {
name: "example_state_data"
type: DT_FLOAT
}
output_arg {
name: "out_example_state_data"
type: DT_FLOAT
}
output_arg {
name: "out_delta_sparse_weights"
type: DT_FLOAT
number_attr: "num_sparse_features"
}
output_arg {
name: "out_delta_dense_weights"
type: DT_FLOAT
number_attr: "num_dense_features"
}
attr {
name: "loss_type"
type: "string"
allowed_values {
list {
s: "logistic_loss"
s: "squared_loss"
s: "hinge_loss"
s: "smooth_hinge_loss"
s: "poisson_loss"
}
}
}
attr {
name: "adaptive"
type: "bool"
default_value {
b: false
}
}
attr {
name: "num_sparse_features"
type: "int"
has_minimum: true
}
attr {
name: "num_sparse_features_with_values"
type: "int"
has_minimum: true
}
attr {
name: "num_dense_features"
type: "int"
has_minimum: true
}
attr {
name: "l1"
type: "float"
}
attr {
name: "l2"
type: "float"
}
attr {
name: "num_loss_partitions"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_inner_iterations"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "SdcaShrinkL1"
input_arg {
name: "weights"
type: DT_FLOAT
number_attr: "num_features"
is_ref: true
}
attr {
name: "num_features"
type: "int"
has_minimum: true
}
attr {
name: "l1"
type: "float"
}
attr {
name: "l2"
type: "float"
}
}
op {
name: "SegmentMax"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SegmentMean"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SegmentMin"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SegmentProd"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SegmentSum"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Select"
input_arg {
name: "condition"
type: DT_BOOL
}
input_arg {
name: "t"
type_attr: "T"
}
input_arg {
name: "e"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SelfAdjointEig"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
}
}
}
deprecation {
version: 11
explanation: "Use SelfAdjointEigV2 instead."
}
}
op {
name: "SelfAdjointEigV2"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "e"
type_attr: "T"
}
output_arg {
name: "v"
type_attr: "T"
}
attr {
name: "compute_v"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Selu"
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "activations"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "SeluGrad"
input_arg {
name: "gradients"
type_attr: "T"
}
input_arg {
name: "outputs"
type_attr: "T"
}
output_arg {
name: "backprops"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "SerializeIterator"
input_arg {
name: "resource_handle"
type: DT_RESOURCE
}
output_arg {
name: "serialized"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "SerializeManySparse"
input_arg {
name: "sparse_indices"
type: DT_INT64
}
input_arg {
name: "sparse_values"
type_attr: "T"
}
input_arg {
name: "sparse_shape"
type: DT_INT64
}
output_arg {
name: "serialized_sparse"
type_attr: "out_type"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_STRING
}
allowed_values {
list {
type: DT_STRING
type: DT_VARIANT
}
}
}
}
op {
name: "SerializeSparse"
input_arg {
name: "sparse_indices"
type: DT_INT64
}
input_arg {
name: "sparse_values"
type_attr: "T"
}
input_arg {
name: "sparse_shape"
type: DT_INT64
}
output_arg {
name: "serialized_sparse"
type_attr: "out_type"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_STRING
}
allowed_values {
list {
type: DT_STRING
type: DT_VARIANT
}
}
}
}
op {
name: "SerializeTensor"
input_arg {
name: "tensor"
type_attr: "T"
}
output_arg {
name: "serialized"
type: DT_STRING
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SetSize"
input_arg {
name: "set_indices"
type: DT_INT64
}
input_arg {
name: "set_values"
type_attr: "T"
}
input_arg {
name: "set_shape"
type: DT_INT64
}
output_arg {
name: "size"
type: DT_INT32
}
attr {
name: "validate_indices"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_STRING
}
}
}
}
op {
name: "Shape"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "out_type"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ShapeN"
input_arg {
name: "input"
type_attr: "T"
number_attr: "N"
}
output_arg {
name: "output"
type_attr: "out_type"
number_attr: "N"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "ShardedFilename"
input_arg {
name: "basename"
type: DT_STRING
}
input_arg {
name: "shard"
type: DT_INT32
}
input_arg {
name: "num_shards"
type: DT_INT32
}
output_arg {
name: "filename"
type: DT_STRING
}
}
op {
name: "ShardedFilespec"
input_arg {
name: "basename"
type: DT_STRING
}
input_arg {
name: "num_shards"
type: DT_INT32
}
output_arg {
name: "filename"
type: DT_STRING
}
}
op {
name: "ShuffleAndRepeatDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "buffer_size"
type: DT_INT64
}
input_arg {
name: "seed"
type: DT_INT64
}
input_arg {
name: "seed2"
type: DT_INT64
}
input_arg {
name: "count"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "ShuffleDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "buffer_size"
type: DT_INT64
}
input_arg {
name: "seed"
type: DT_INT64
}
input_arg {
name: "seed2"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "reshuffle_each_iteration"
type: "bool"
default_value {
b: true
}
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "Sigmoid"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "SigmoidGrad"
input_arg {
name: "y"
type_attr: "T"
}
input_arg {
name: "dy"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Sign"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Sin"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Sinh"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Size"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "out_type"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SkipDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "count"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "Skipgram"
output_arg {
name: "vocab_word"
type: DT_STRING
}
output_arg {
name: "vocab_freq"
type: DT_INT32
}
output_arg {
name: "words_per_epoch"
type: DT_INT64
}
output_arg {
name: "current_epoch"
type: DT_INT32
}
output_arg {
name: "total_words_processed"
type: DT_INT64
}
output_arg {
name: "examples"
type: DT_INT32
}
output_arg {
name: "labels"
type: DT_INT32
}
attr {
name: "filename"
type: "string"
}
attr {
name: "batch_size"
type: "int"
}
attr {
name: "window_size"
type: "int"
default_value {
i: 5
}
}
attr {
name: "min_count"
type: "int"
default_value {
i: 5
}
}
attr {
name: "subsample"
type: "float"
default_value {
f: 0.001
}
}
deprecation {
version: 19
explanation: "Moving word2vec into tensorflow_models/tutorials and deprecating its ops here as a result"
}
is_stateful: true
}
op {
name: "Slice"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "begin"
type_attr: "Index"
}
input_arg {
name: "size"
type_attr: "Index"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Index"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Snapshot"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "Softmax"
input_arg {
name: "logits"
type_attr: "T"
}
output_arg {
name: "softmax"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "SoftmaxCrossEntropyWithLogits"
input_arg {
name: "features"
type_attr: "T"
}
input_arg {
name: "labels"
type_attr: "T"
}
output_arg {
name: "loss"
type_attr: "T"
}
output_arg {
name: "backprop"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Softplus"
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "activations"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "SoftplusGrad"
input_arg {
name: "gradients"
type_attr: "T"
}
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "backprops"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "Softsign"
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "activations"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "SoftsignGrad"
input_arg {
name: "gradients"
type_attr: "T"
}
input_arg {
name: "features"
type_attr: "T"
}
output_arg {
name: "backprops"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "SpaceToBatch"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "paddings"
type_attr: "Tpaddings"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tpaddings"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "block_size"
type: "int"
has_minimum: true
minimum: 2
}
}
op {
name: "SpaceToBatchND"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "block_shape"
type_attr: "Tblock_shape"
}
input_arg {
name: "paddings"
type_attr: "Tpaddings"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tblock_shape"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tpaddings"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SpaceToDepth"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "block_size"
type: "int"
has_minimum: true
minimum: 2
}
attr {
name: "data_format"
type: "string"
default_value {
s: "NHWC"
}
allowed_values {
list {
s: "NHWC"
s: "NCHW"
s: "NCHW_VECT_C"
}
}
}
}
op {
name: "SparseAccumulatorApplyGradient"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "local_step"
type: DT_INT64
}
input_arg {
name: "gradient_indices"
type: DT_INT64
}
input_arg {
name: "gradient_values"
type_attr: "dtype"
}
input_arg {
name: "gradient_shape"
type: DT_INT64
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "has_known_shape"
type: "bool"
}
}
op {
name: "SparseAccumulatorTakeGradient"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "num_required"
type: DT_INT32
}
output_arg {
name: "indices"
type: DT_INT64
}
output_arg {
name: "values"
type_attr: "dtype"
}
output_arg {
name: "shape"
type: DT_INT64
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseAdd"
input_arg {
name: "a_indices"
type: DT_INT64
}
input_arg {
name: "a_values"
type_attr: "T"
}
input_arg {
name: "a_shape"
type: DT_INT64
}
input_arg {
name: "b_indices"
type: DT_INT64
}
input_arg {
name: "b_values"
type_attr: "T"
}
input_arg {
name: "b_shape"
type: DT_INT64
}
input_arg {
name: "thresh"
type_attr: "Treal"
}
output_arg {
name: "sum_indices"
type: DT_INT64
}
output_arg {
name: "sum_values"
type_attr: "T"
}
output_arg {
name: "sum_shape"
type: DT_INT64
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Treal"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseAddGrad"
input_arg {
name: "backprop_val_grad"
type_attr: "T"
}
input_arg {
name: "a_indices"
type: DT_INT64
}
input_arg {
name: "b_indices"
type: DT_INT64
}
input_arg {
name: "sum_indices"
type: DT_INT64
}
output_arg {
name: "a_val_grad"
type_attr: "T"
}
output_arg {
name: "b_val_grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseApplyAdadelta"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum_update"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseApplyAdagrad"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "update_slots"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "SparseApplyAdagradDA"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "gradient_accumulator"
type_attr: "T"
is_ref: true
}
input_arg {
name: "gradient_squared_accumulator"
type_attr: "T"
is_ref: true
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "global_step"
type: DT_INT64
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseApplyCenteredRMSProp"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "mg"
type_attr: "T"
is_ref: true
}
input_arg {
name: "ms"
type_attr: "T"
is_ref: true
}
input_arg {
name: "mom"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseApplyFtrl"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "linear"
type_attr: "T"
is_ref: true
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "lr_power"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseApplyFtrlV2"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "linear"
type_attr: "T"
is_ref: true
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "l2_shrinkage"
type_attr: "T"
}
input_arg {
name: "lr_power"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseApplyMomentum"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "momentum"
type_attr: "T"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
attr {
name: "use_nesterov"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseApplyProximalAdagrad"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "accum"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseApplyProximalGradientDescent"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "alpha"
type_attr: "T"
}
input_arg {
name: "l1"
type_attr: "T"
}
input_arg {
name: "l2"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseApplyRMSProp"
input_arg {
name: "var"
type_attr: "T"
is_ref: true
}
input_arg {
name: "ms"
type_attr: "T"
is_ref: true
}
input_arg {
name: "mom"
type_attr: "T"
is_ref: true
}
input_arg {
name: "lr"
type_attr: "T"
}
input_arg {
name: "rho"
type_attr: "T"
}
input_arg {
name: "momentum"
type_attr: "T"
}
input_arg {
name: "epsilon"
type_attr: "T"
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
output_arg {
name: "out"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "use_locking"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseConcat"
input_arg {
name: "indices"
type: DT_INT64
number_attr: "N"
}
input_arg {
name: "values"
type_attr: "T"
number_attr: "N"
}
input_arg {
name: "shapes"
type: DT_INT64
number_attr: "N"
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "T"
}
output_arg {
name: "output_shape"
type: DT_INT64
}
attr {
name: "concat_dim"
type: "int"
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 2
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SparseConditionalAccumulator"
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "shape"
type: "shape"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "reduction_type"
type: "string"
default_value {
s: "MEAN"
}
allowed_values {
list {
s: "MEAN"
s: "SUM"
}
}
}
is_stateful: true
}
op {
name: "SparseCross"
input_arg {
name: "indices"
type: DT_INT64
number_attr: "N"
}
input_arg {
name: "values"
type_list_attr: "sparse_types"
}
input_arg {
name: "shapes"
type: DT_INT64
number_attr: "N"
}
input_arg {
name: "dense_inputs"
type_list_attr: "dense_types"
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "out_type"
}
output_arg {
name: "output_shape"
type: DT_INT64
}
attr {
name: "N"
type: "int"
has_minimum: true
}
attr {
name: "hashed_output"
type: "bool"
}
attr {
name: "num_buckets"
type: "int"
has_minimum: true
}
attr {
name: "hash_key"
type: "int"
}
attr {
name: "sparse_types"
type: "list(type)"
has_minimum: true
allowed_values {
list {
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "dense_types"
type: "list(type)"
has_minimum: true
allowed_values {
list {
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "out_type"
type: "type"
allowed_values {
list {
type: DT_INT64
type: DT_STRING
}
}
}
attr {
name: "internal_type"
type: "type"
allowed_values {
list {
type: DT_INT64
type: DT_STRING
}
}
}
}
op {
name: "SparseDenseCwiseAdd"
input_arg {
name: "sp_indices"
type: DT_INT64
}
input_arg {
name: "sp_values"
type_attr: "T"
}
input_arg {
name: "sp_shape"
type: DT_INT64
}
input_arg {
name: "dense"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseDenseCwiseDiv"
input_arg {
name: "sp_indices"
type: DT_INT64
}
input_arg {
name: "sp_values"
type_attr: "T"
}
input_arg {
name: "sp_shape"
type: DT_INT64
}
input_arg {
name: "dense"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseDenseCwiseMul"
input_arg {
name: "sp_indices"
type: DT_INT64
}
input_arg {
name: "sp_values"
type_attr: "T"
}
input_arg {
name: "sp_shape"
type: DT_INT64
}
input_arg {
name: "dense"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseFillEmptyRows"
input_arg {
name: "indices"
type: DT_INT64
}
input_arg {
name: "values"
type_attr: "T"
}
input_arg {
name: "dense_shape"
type: DT_INT64
}
input_arg {
name: "default_value"
type_attr: "T"
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "T"
}
output_arg {
name: "empty_row_indicator"
type: DT_BOOL
}
output_arg {
name: "reverse_index_map"
type: DT_INT64
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SparseFillEmptyRowsGrad"
input_arg {
name: "reverse_index_map"
type: DT_INT64
}
input_arg {
name: "grad_values"
type_attr: "T"
}
output_arg {
name: "d_values"
type_attr: "T"
}
output_arg {
name: "d_default_value"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SparseMatMul"
input_arg {
name: "a"
type_attr: "Ta"
}
input_arg {
name: "b"
type_attr: "Tb"
}
output_arg {
name: "product"
type: DT_FLOAT
}
attr {
name: "transpose_a"
type: "bool"
default_value {
b: false
}
}
attr {
name: "transpose_b"
type: "bool"
default_value {
b: false
}
}
attr {
name: "a_is_sparse"
type: "bool"
default_value {
b: false
}
}
attr {
name: "b_is_sparse"
type: "bool"
default_value {
b: false
}
}
attr {
name: "Ta"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_BFLOAT16
}
}
}
attr {
name: "Tb"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_BFLOAT16
}
}
}
}
op {
name: "SparseReduceMax"
input_arg {
name: "input_indices"
type: DT_INT64
}
input_arg {
name: "input_values"
type_attr: "T"
}
input_arg {
name: "input_shape"
type: DT_INT64
}
input_arg {
name: "reduction_axes"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseReduceMaxSparse"
input_arg {
name: "input_indices"
type: DT_INT64
}
input_arg {
name: "input_values"
type_attr: "T"
}
input_arg {
name: "input_shape"
type: DT_INT64
}
input_arg {
name: "reduction_axes"
type: DT_INT32
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "T"
}
output_arg {
name: "output_shape"
type: DT_INT64
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseReduceSum"
input_arg {
name: "input_indices"
type: DT_INT64
}
input_arg {
name: "input_values"
type_attr: "T"
}
input_arg {
name: "input_shape"
type: DT_INT64
}
input_arg {
name: "reduction_axes"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseReduceSumSparse"
input_arg {
name: "input_indices"
type: DT_INT64
}
input_arg {
name: "input_values"
type_attr: "T"
}
input_arg {
name: "input_shape"
type: DT_INT64
}
input_arg {
name: "reduction_axes"
type: DT_INT32
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "T"
}
output_arg {
name: "output_shape"
type: DT_INT64
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseReorder"
input_arg {
name: "input_indices"
type: DT_INT64
}
input_arg {
name: "input_values"
type_attr: "T"
}
input_arg {
name: "input_shape"
type: DT_INT64
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SparseReshape"
input_arg {
name: "input_indices"
type: DT_INT64
}
input_arg {
name: "input_shape"
type: DT_INT64
}
input_arg {
name: "new_shape"
type: DT_INT64
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_shape"
type: DT_INT64
}
}
op {
name: "SparseSegmentMean"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "segment_ids"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSegmentMeanGrad"
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "segment_ids"
type: DT_INT32
}
input_arg {
name: "output_dim0"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSegmentMeanWithNumSegments"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "segment_ids"
type: DT_INT32
}
input_arg {
name: "num_segments"
type_attr: "Tnumsegments"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tnumsegments"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSegmentSqrtN"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "segment_ids"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSegmentSqrtNGrad"
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "segment_ids"
type: DT_INT32
}
input_arg {
name: "output_dim0"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSegmentSqrtNWithNumSegments"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "segment_ids"
type: DT_INT32
}
input_arg {
name: "num_segments"
type_attr: "Tnumsegments"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tnumsegments"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSegmentSum"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "segment_ids"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSegmentSumWithNumSegments"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "segment_ids"
type: DT_INT32
}
input_arg {
name: "num_segments"
type_attr: "Tnumsegments"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tnumsegments"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSlice"
input_arg {
name: "indices"
type: DT_INT64
}
input_arg {
name: "values"
type_attr: "T"
}
input_arg {
name: "shape"
type: DT_INT64
}
input_arg {
name: "start"
type: DT_INT64
}
input_arg {
name: "size"
type: DT_INT64
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "T"
}
output_arg {
name: "output_shape"
type: DT_INT64
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SparseSliceGrad"
input_arg {
name: "backprop_val_grad"
type_attr: "T"
}
input_arg {
name: "input_indices"
type: DT_INT64
}
input_arg {
name: "input_start"
type: DT_INT64
}
input_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "val_grad"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseSoftmax"
input_arg {
name: "sp_indices"
type: DT_INT64
}
input_arg {
name: "sp_values"
type_attr: "T"
}
input_arg {
name: "sp_shape"
type: DT_INT64
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "SparseSoftmaxCrossEntropyWithLogits"
input_arg {
name: "features"
type_attr: "T"
}
input_arg {
name: "labels"
type_attr: "Tlabels"
}
output_arg {
name: "loss"
type_attr: "T"
}
output_arg {
name: "backprop"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "Tlabels"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseSparseMaximum"
input_arg {
name: "a_indices"
type: DT_INT64
}
input_arg {
name: "a_values"
type_attr: "T"
}
input_arg {
name: "a_shape"
type: DT_INT64
}
input_arg {
name: "b_indices"
type: DT_INT64
}
input_arg {
name: "b_values"
type_attr: "T"
}
input_arg {
name: "b_shape"
type: DT_INT64
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseSparseMinimum"
input_arg {
name: "a_indices"
type: DT_INT64
}
input_arg {
name: "a_values"
type_attr: "T"
}
input_arg {
name: "a_shape"
type: DT_INT64
}
input_arg {
name: "b_indices"
type: DT_INT64
}
input_arg {
name: "b_values"
type_attr: "T"
}
input_arg {
name: "b_shape"
type: DT_INT64
}
output_arg {
name: "output_indices"
type: DT_INT64
}
output_arg {
name: "output_values"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "SparseSplit"
input_arg {
name: "split_dim"
type: DT_INT64
}
input_arg {
name: "indices"
type: DT_INT64
}
input_arg {
name: "values"
type_attr: "T"
}
input_arg {
name: "shape"
type: DT_INT64
}
output_arg {
name: "output_indices"
type: DT_INT64
number_attr: "num_split"
}
output_arg {
name: "output_values"
type_attr: "T"
number_attr: "num_split"
}
output_arg {
name: "output_shape"
type: DT_INT64
number_attr: "num_split"
}
attr {
name: "num_split"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SparseTensorDenseAdd"
input_arg {
name: "a_indices"
type_attr: "Tindices"
}
input_arg {
name: "a_values"
type_attr: "T"
}
input_arg {
name: "a_shape"
type_attr: "Tindices"
}
input_arg {
name: "b"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseTensorDenseMatMul"
input_arg {
name: "a_indices"
type_attr: "Tindices"
}
input_arg {
name: "a_values"
type_attr: "T"
}
input_arg {
name: "a_shape"
type: DT_INT64
}
input_arg {
name: "b"
type_attr: "T"
}
output_arg {
name: "product"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "adjoint_a"
type: "bool"
default_value {
b: false
}
}
attr {
name: "adjoint_b"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "SparseTensorSliceDataset"
input_arg {
name: "indices"
type: DT_INT64
}
input_arg {
name: "values"
type_attr: "Tvalues"
}
input_arg {
name: "dense_shape"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "Tvalues"
type: "type"
}
is_stateful: true
}
op {
name: "SparseToDense"
input_arg {
name: "sparse_indices"
type_attr: "Tindices"
}
input_arg {
name: "output_shape"
type_attr: "Tindices"
}
input_arg {
name: "sparse_values"
type_attr: "T"
}
input_arg {
name: "default_value"
type_attr: "T"
}
output_arg {
name: "dense"
type_attr: "T"
}
attr {
name: "validate_indices"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SparseToSparseSetOperation"
input_arg {
name: "set1_indices"
type: DT_INT64
}
input_arg {
name: "set1_values"
type_attr: "T"
}
input_arg {
name: "set1_shape"
type: DT_INT64
}
input_arg {
name: "set2_indices"
type: DT_INT64
}
input_arg {
name: "set2_values"
type_attr: "T"
}
input_arg {
name: "set2_shape"
type: DT_INT64
}
output_arg {
name: "result_indices"
type: DT_INT64
}
output_arg {
name: "result_values"
type_attr: "T"
}
output_arg {
name: "result_shape"
type: DT_INT64
}
attr {
name: "set_operation"
type: "string"
}
attr {
name: "validate_indices"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT8
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_UINT8
type: DT_UINT16
type: DT_STRING
}
}
}
}
op {
name: "Split"
input_arg {
name: "split_dim"
type: DT_INT32
}
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
number_attr: "num_split"
}
attr {
name: "num_split"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SplitV"
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "size_splits"
type_attr: "Tlen"
}
input_arg {
name: "split_dim"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
number_attr: "num_split"
}
attr {
name: "num_split"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tlen"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Sqrt"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "SqrtGrad"
input_arg {
name: "y"
type_attr: "T"
}
input_arg {
name: "dy"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Square"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "SquaredDifference"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
is_commutative: true
}
op {
name: "Squeeze"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "squeeze_dims"
type: "list(int)"
default_value {
list {
}
}
has_minimum: true
}
}
op {
name: "Stack"
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "elem_type"
type: "type"
}
attr {
name: "stack_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "StackClose"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
}
op {
name: "StackCloseV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
is_stateful: true
}
op {
name: "StackPop"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
output_arg {
name: "elem"
type_attr: "elem_type"
}
attr {
name: "elem_type"
type: "type"
}
}
op {
name: "StackPopV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
output_arg {
name: "elem"
type_attr: "elem_type"
}
attr {
name: "elem_type"
type: "type"
}
is_stateful: true
}
op {
name: "StackPush"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "elem"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "swap_memory"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "StackPushV2"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "elem"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "swap_memory"
type: "bool"
default_value {
b: false
}
}
is_stateful: true
}
op {
name: "StackV2"
input_arg {
name: "max_size"
type: DT_INT32
}
output_arg {
name: "handle"
type: DT_RESOURCE
}
attr {
name: "elem_type"
type: "type"
}
attr {
name: "stack_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "Stage"
input_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "StageClear"
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "StagePeek"
input_arg {
name: "index"
type: DT_INT32
}
output_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "StageSize"
output_arg {
name: "size"
type: DT_INT32
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "StatefulPartitionedCall"
input_arg {
name: "args"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
}
attr {
name: "f"
type: "func"
}
attr {
name: "config"
type: "string"
default_value {
s: ""
}
}
attr {
name: "config_proto"
type: "string"
default_value {
s: ""
}
}
attr {
name: "executor_type"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "StatelessIf"
input_arg {
name: "cond"
type_attr: "Tcond"
}
input_arg {
name: "input"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "Tcond"
type: "type"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
}
attr {
name: "then_branch"
type: "func"
}
attr {
name: "else_branch"
type: "func"
}
}
op {
name: "StatelessMultinomial"
input_arg {
name: "logits"
type_attr: "T"
}
input_arg {
name: "num_samples"
type: DT_INT32
}
input_arg {
name: "seed"
type_attr: "Tseed"
}
output_arg {
name: "output"
type_attr: "output_dtype"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tseed"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "output_dtype"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "StatelessRandomNormal"
input_arg {
name: "shape"
type_attr: "T"
}
input_arg {
name: "seed"
type_attr: "Tseed"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tseed"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "StatelessRandomUniform"
input_arg {
name: "shape"
type_attr: "T"
}
input_arg {
name: "seed"
type_attr: "Tseed"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tseed"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "StatelessRandomUniformInt"
input_arg {
name: "shape"
type_attr: "T"
}
input_arg {
name: "seed"
type_attr: "Tseed"
}
input_arg {
name: "minval"
type_attr: "dtype"
}
input_arg {
name: "maxval"
type_attr: "dtype"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tseed"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "StatelessTruncatedNormal"
input_arg {
name: "shape"
type_attr: "T"
}
input_arg {
name: "seed"
type_attr: "Tseed"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "T"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tseed"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "StatelessWhile"
input_arg {
name: "input"
type_list_attr: "T"
}
output_arg {
name: "output"
type_list_attr: "T"
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
}
attr {
name: "cond"
type: "func"
}
attr {
name: "body"
type: "func"
}
}
op {
name: "StaticRegexFullMatch"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_BOOL
}
attr {
name: "pattern"
type: "string"
}
}
op {
name: "StaticRegexReplace"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "pattern"
type: "string"
}
attr {
name: "rewrite"
type: "string"
}
attr {
name: "replace_global"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "StopGradient"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "StridedSlice"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "begin"
type_attr: "Index"
}
input_arg {
name: "end"
type_attr: "Index"
}
input_arg {
name: "strides"
type_attr: "Index"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Index"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "begin_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "end_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "ellipsis_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "new_axis_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "shrink_axis_mask"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "StridedSliceAssign"
input_arg {
name: "ref"
type_attr: "T"
is_ref: true
}
input_arg {
name: "begin"
type_attr: "Index"
}
input_arg {
name: "end"
type_attr: "Index"
}
input_arg {
name: "strides"
type_attr: "Index"
}
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output_ref"
type_attr: "T"
is_ref: true
}
attr {
name: "T"
type: "type"
}
attr {
name: "Index"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "begin_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "end_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "ellipsis_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "new_axis_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "shrink_axis_mask"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "StridedSliceGrad"
input_arg {
name: "shape"
type_attr: "Index"
}
input_arg {
name: "begin"
type_attr: "Index"
}
input_arg {
name: "end"
type_attr: "Index"
}
input_arg {
name: "strides"
type_attr: "Index"
}
input_arg {
name: "dy"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Index"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "begin_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "end_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "ellipsis_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "new_axis_mask"
type: "int"
default_value {
i: 0
}
}
attr {
name: "shrink_axis_mask"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "StringFormat"
input_arg {
name: "inputs"
type_list_attr: "T"
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
}
attr {
name: "template"
type: "string"
default_value {
s: "%s"
}
}
attr {
name: "placeholder"
type: "string"
default_value {
s: "%s"
}
}
attr {
name: "summarize"
type: "int"
default_value {
i: 3
}
}
}
op {
name: "StringJoin"
input_arg {
name: "inputs"
type: DT_STRING
number_attr: "N"
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "separator"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "StringLength"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_INT32
}
attr {
name: "unit"
type: "string"
default_value {
s: "BYTE"
}
allowed_values {
list {
s: "BYTE"
s: "UTF8_CHAR"
}
}
}
}
op {
name: "StringSplit"
input_arg {
name: "input"
type: DT_STRING
}
input_arg {
name: "delimiter"
type: DT_STRING
}
output_arg {
name: "indices"
type: DT_INT64
}
output_arg {
name: "values"
type: DT_STRING
}
output_arg {
name: "shape"
type: DT_INT64
}
attr {
name: "skip_empty"
type: "bool"
default_value {
b: true
}
}
}
op {
name: "StringSplitV2"
input_arg {
name: "input"
type: DT_STRING
}
input_arg {
name: "sep"
type: DT_STRING
}
output_arg {
name: "indices"
type: DT_INT64
}
output_arg {
name: "values"
type: DT_STRING
}
output_arg {
name: "shape"
type: DT_INT64
}
attr {
name: "maxsplit"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "StringStrip"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_STRING
}
}
op {
name: "StringToHashBucket"
input_arg {
name: "string_tensor"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_INT64
}
attr {
name: "num_buckets"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "StringToHashBucketFast"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_INT64
}
attr {
name: "num_buckets"
type: "int"
has_minimum: true
minimum: 1
}
}
op {
name: "StringToHashBucketStrong"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_INT64
}
attr {
name: "num_buckets"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "key"
type: "list(int)"
}
}
op {
name: "StringToNumber"
input_arg {
name: "string_tensor"
type: DT_STRING
}
output_arg {
name: "output"
type_attr: "out_type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Sub"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_UINT16
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Substr"
input_arg {
name: "input"
type: DT_STRING
}
input_arg {
name: "pos"
type_attr: "T"
}
input_arg {
name: "len"
type_attr: "T"
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "unit"
type: "string"
default_value {
s: "BYTE"
}
allowed_values {
list {
s: "BYTE"
s: "UTF8_CHAR"
}
}
}
}
op {
name: "Sum"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "reduction_indices"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "keep_dims"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "SummaryWriter"
output_arg {
name: "writer"
type: DT_RESOURCE
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "Svd"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "s"
type_attr: "T"
}
output_arg {
name: "u"
type_attr: "T"
}
output_arg {
name: "v"
type_attr: "T"
}
attr {
name: "compute_uv"
type: "bool"
default_value {
b: true
}
}
attr {
name: "full_matrices"
type: "bool"
default_value {
b: false
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_DOUBLE
type: DT_FLOAT
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Switch"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "pred"
type: DT_BOOL
}
output_arg {
name: "output_false"
type_attr: "T"
}
output_arg {
name: "output_true"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "SymbolicGradient"
input_arg {
name: "input"
type_list_attr: "Tin"
}
output_arg {
name: "output"
type_list_attr: "Tout"
}
attr {
name: "Tin"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "Tout"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "f"
type: "func"
}
}
op {
name: "TFRecordDataset"
input_arg {
name: "filenames"
type: DT_STRING
}
input_arg {
name: "compression_type"
type: DT_STRING
}
input_arg {
name: "buffer_size"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "TFRecordReader"
output_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "compression_type"
type: "string"
default_value {
s: ""
}
}
deprecation {
version: 26
explanation: "Use TFRecordReaderV2"
}
is_stateful: true
}
op {
name: "TFRecordReaderV2"
output_arg {
name: "reader_handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "compression_type"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "TakeDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "count"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "TakeManySparseFromTensorsMap"
input_arg {
name: "sparse_handles"
type: DT_INT64
}
output_arg {
name: "sparse_indices"
type: DT_INT64
}
output_arg {
name: "sparse_values"
type_attr: "dtype"
}
output_arg {
name: "sparse_shape"
type: DT_INT64
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "Tan"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Tanh"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "TanhGrad"
input_arg {
name: "y"
type_attr: "T"
}
input_arg {
name: "dy"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "TemporaryVariable"
output_arg {
name: "ref"
type_attr: "dtype"
is_ref: true
}
attr {
name: "shape"
type: "shape"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "var_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "TensorArray"
input_arg {
name: "size"
type: DT_INT32
}
output_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "dynamic_size"
type: "bool"
default_value {
b: false
}
}
attr {
name: "clear_after_read"
type: "bool"
default_value {
b: true
}
}
attr {
name: "tensor_array_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "element_shape"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
deprecation {
version: 16
explanation: "Use TensorArrayV3"
}
is_stateful: true
}
op {
name: "TensorArrayClose"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
deprecation {
version: 16
explanation: "Use TensorArrayCloseV3"
}
}
op {
name: "TensorArrayCloseV2"
input_arg {
name: "handle"
type: DT_STRING
}
deprecation {
version: 26
explanation: "Use TensorArrayCloseV3"
}
}
op {
name: "TensorArrayCloseV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
is_stateful: true
}
op {
name: "TensorArrayConcat"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
output_arg {
name: "lengths"
type: DT_INT64
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape_except0"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
deprecation {
version: 16
explanation: "Use TensorArrayGradV3"
}
}
op {
name: "TensorArrayConcatV2"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
output_arg {
name: "lengths"
type: DT_INT64
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape_except0"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
}
op {
name: "TensorArrayConcatV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
output_arg {
name: "lengths"
type: DT_INT64
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape_except0"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
is_stateful: true
}
op {
name: "TensorArrayGather"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
deprecation {
version: 16
explanation: "Use TensorArrayGatherV3"
}
}
op {
name: "TensorArrayGatherV2"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
deprecation {
version: 26
explanation: "Use TensorArrayGatherV3"
}
}
op {
name: "TensorArrayGatherV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
is_stateful: true
}
op {
name: "TensorArrayGrad"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "grad_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "source"
type: "string"
}
deprecation {
version: 16
explanation: "Use TensorArrayGradV3"
}
is_stateful: true
}
op {
name: "TensorArrayGradV2"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "grad_handle"
type: DT_STRING
}
attr {
name: "source"
type: "string"
}
deprecation {
version: 26
explanation: "Use TensorArrayGradV3"
}
is_stateful: true
}
op {
name: "TensorArrayGradV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "grad_handle"
type: DT_RESOURCE
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "source"
type: "string"
}
is_stateful: true
}
op {
name: "TensorArrayGradWithShape"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
input_arg {
name: "shape_to_prepend"
type: DT_INT32
}
output_arg {
name: "grad_handle"
type: DT_RESOURCE
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "source"
type: "string"
}
is_stateful: true
}
op {
name: "TensorArrayPack"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
deprecation {
version: 16
explanation: "Use TensorArrayGatherV3 with RangeOp"
}
}
op {
name: "TensorArrayRead"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "index"
type: DT_INT32
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
deprecation {
version: 16
explanation: "Use TensorArrayReadV3"
}
}
op {
name: "TensorArrayReadV2"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "index"
type: DT_INT32
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
deprecation {
version: 26
explanation: "Use TensorArrayReadV3"
}
}
op {
name: "TensorArrayReadV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "index"
type: DT_INT32
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "value"
type_attr: "dtype"
}
attr {
name: "dtype"
type: "type"
}
is_stateful: true
}
op {
name: "TensorArrayScatter"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 19
explanation: "Use TensorArrayGradV3"
}
}
op {
name: "TensorArrayScatterV2"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 26
explanation: "Use TensorArrayScatterV3"
}
}
op {
name: "TensorArrayScatterV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "TensorArraySize"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "size"
type: DT_INT32
}
deprecation {
version: 16
explanation: "Use TensorArraySizeV3"
}
}
op {
name: "TensorArraySizeV2"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "size"
type: DT_INT32
}
deprecation {
version: 26
explanation: "Use TensorArraySizeV3"
}
}
op {
name: "TensorArraySizeV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "size"
type: DT_INT32
}
is_stateful: true
}
op {
name: "TensorArraySplit"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "lengths"
type: DT_INT64
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 16
explanation: "Use TensorArraySplitV3"
}
}
op {
name: "TensorArraySplitV2"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "lengths"
type: DT_INT64
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 26
explanation: "Use TensorArraySplitV3"
}
}
op {
name: "TensorArraySplitV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "lengths"
type: DT_INT64
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "TensorArrayUnpack"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 20
explanation: "Use TensorArrayScatterV3 with RangeOp"
}
}
op {
name: "TensorArrayV2"
input_arg {
name: "size"
type: DT_INT32
}
output_arg {
name: "handle"
type: DT_STRING
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
attr {
name: "dynamic_size"
type: "bool"
default_value {
b: false
}
}
attr {
name: "clear_after_read"
type: "bool"
default_value {
b: true
}
}
attr {
name: "tensor_array_name"
type: "string"
default_value {
s: ""
}
}
deprecation {
version: 26
explanation: "Use TensorArrayV3"
}
is_stateful: true
}
op {
name: "TensorArrayV3"
input_arg {
name: "size"
type: DT_INT32
}
output_arg {
name: "handle"
type: DT_RESOURCE
}
output_arg {
name: "flow"
type: DT_FLOAT
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "element_shape"
type: "shape"
default_value {
shape {
unknown_rank: true
}
}
}
attr {
name: "dynamic_size"
type: "bool"
default_value {
b: false
}
}
attr {
name: "clear_after_read"
type: "bool"
default_value {
b: true
}
}
attr {
name: "identical_element_shapes"
type: "bool"
default_value {
b: false
}
}
attr {
name: "tensor_array_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "TensorArrayWrite"
input_arg {
name: "handle"
type: DT_STRING
is_ref: true
}
input_arg {
name: "index"
type: DT_INT32
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 16
explanation: "Use TensorArrayWriteV3"
}
}
op {
name: "TensorArrayWriteV2"
input_arg {
name: "handle"
type: DT_STRING
}
input_arg {
name: "index"
type: DT_INT32
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 26
explanation: "Use TensorArrayWriteV3"
}
}
op {
name: "TensorArrayWriteV3"
input_arg {
name: "handle"
type: DT_RESOURCE
}
input_arg {
name: "index"
type: DT_INT32
}
input_arg {
name: "value"
type_attr: "T"
}
input_arg {
name: "flow_in"
type: DT_FLOAT
}
output_arg {
name: "flow_out"
type: DT_FLOAT
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "TensorDataset"
input_arg {
name: "components"
type_list_attr: "Toutput_types"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "Toutput_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "TensorForestCreateTreeVariable"
input_arg {
name: "tree_handle"
type: DT_RESOURCE
}
input_arg {
name: "tree_config"
type: DT_STRING
}
is_stateful: true
}
op {
name: "TensorForestTreeDeserialize"
input_arg {
name: "tree_handle"
type: DT_RESOURCE
}
input_arg {
name: "tree_config"
type: DT_STRING
}
is_stateful: true
}
op {
name: "TensorForestTreeIsInitializedOp"
input_arg {
name: "tree_handle"
type: DT_RESOURCE
}
output_arg {
name: "is_initialized"
type: DT_BOOL
}
is_stateful: true
}
op {
name: "TensorForestTreePredict"
input_arg {
name: "tree_handle"
type: DT_RESOURCE
}
input_arg {
name: "dense_features"
type: DT_FLOAT
}
output_arg {
name: "logits"
type: DT_FLOAT
}
attr {
name: "logits_dimension"
type: "int"
}
is_stateful: true
}
op {
name: "TensorForestTreeResourceHandleOp"
output_arg {
name: "resource"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "TensorForestTreeSerialize"
input_arg {
name: "tree_handle"
type: DT_RESOURCE
}
output_arg {
name: "tree_config"
type: DT_STRING
}
is_stateful: true
}
op {
name: "TensorForestTreeSize"
input_arg {
name: "tree_handle"
type: DT_RESOURCE
}
output_arg {
name: "tree_size"
type: DT_INT32
}
is_stateful: true
}
op {
name: "TensorListConcat"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
output_arg {
name: "tensor"
type_attr: "element_dtype"
}
output_arg {
name: "lengths"
type: DT_INT64
}
attr {
name: "element_dtype"
type: "type"
}
}
op {
name: "TensorListConcatLists"
input_arg {
name: "input_a"
type: DT_VARIANT
}
input_arg {
name: "input_b"
type: DT_VARIANT
}
output_arg {
name: "output"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
}
op {
name: "TensorListElementShape"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
output_arg {
name: "element_shape"
type_attr: "shape_type"
}
attr {
name: "shape_type"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TensorListFromTensor"
input_arg {
name: "tensor"
type_attr: "element_dtype"
}
input_arg {
name: "element_shape"
type_attr: "shape_type"
}
output_arg {
name: "output_handle"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
attr {
name: "shape_type"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TensorListGather"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
input_arg {
name: "indices"
type: DT_INT32
}
output_arg {
name: "values"
type_attr: "element_dtype"
}
attr {
name: "element_dtype"
type: "type"
}
}
op {
name: "TensorListGetItem"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
input_arg {
name: "index"
type: DT_INT32
}
output_arg {
name: "item"
type_attr: "element_dtype"
}
attr {
name: "element_dtype"
type: "type"
}
}
op {
name: "TensorListLength"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
output_arg {
name: "length"
type: DT_INT32
}
}
op {
name: "TensorListPopBack"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
output_arg {
name: "output_handle"
type: DT_VARIANT
}
output_arg {
name: "tensor"
type_attr: "element_dtype"
}
attr {
name: "element_dtype"
type: "type"
}
}
op {
name: "TensorListPushBack"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
input_arg {
name: "tensor"
type_attr: "element_dtype"
}
output_arg {
name: "output_handle"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
}
op {
name: "TensorListPushBackBatch"
input_arg {
name: "input_handles"
type: DT_VARIANT
}
input_arg {
name: "tensor"
type_attr: "element_dtype"
}
output_arg {
name: "output_handles"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
}
op {
name: "TensorListReserve"
input_arg {
name: "element_shape"
type_attr: "shape_type"
}
input_arg {
name: "num_elements"
type: DT_INT32
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
attr {
name: "shape_type"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TensorListScatter"
input_arg {
name: "tensor"
type_attr: "element_dtype"
}
input_arg {
name: "indices"
type: DT_INT32
}
input_arg {
name: "element_shape"
type_attr: "shape_type"
}
output_arg {
name: "output_handle"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
attr {
name: "shape_type"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TensorListSetItem"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
input_arg {
name: "index"
type: DT_INT32
}
input_arg {
name: "item"
type_attr: "element_dtype"
}
output_arg {
name: "output_handle"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
}
op {
name: "TensorListSplit"
input_arg {
name: "tensor"
type_attr: "element_dtype"
}
input_arg {
name: "element_shape"
type_attr: "shape_type"
}
input_arg {
name: "lengths"
type: DT_INT64
}
output_arg {
name: "output_handle"
type: DT_VARIANT
}
attr {
name: "element_dtype"
type: "type"
}
attr {
name: "shape_type"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TensorListStack"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
output_arg {
name: "tensor"
type_attr: "element_dtype"
}
attr {
name: "element_dtype"
type: "type"
}
attr {
name: "num_elements"
type: "int"
default_value {
i: -1
}
}
}
op {
name: "TensorScatterAdd"
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TensorScatterSub"
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TensorScatterUpdate"
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "indices"
type_attr: "Tindices"
}
input_arg {
name: "updates"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TensorSliceDataset"
input_arg {
name: "components"
type_list_attr: "Toutput_types"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "Toutput_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "TensorSummary"
input_arg {
name: "tensor"
type_attr: "T"
}
output_arg {
name: "summary"
type: DT_STRING
}
attr {
name: "T"
type: "type"
}
attr {
name: "description"
type: "string"
default_value {
s: ""
}
}
attr {
name: "labels"
type: "list(string)"
default_value {
list {
}
}
}
attr {
name: "display_name"
type: "string"
default_value {
s: ""
}
}
}
op {
name: "TensorSummaryV2"
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "serialized_summary_metadata"
type: DT_STRING
}
output_arg {
name: "summary"
type: DT_STRING
}
attr {
name: "T"
type: "type"
}
}
op {
name: "TextLineDataset"
input_arg {
name: "filenames"
type: DT_STRING
}
input_arg {
name: "compression_type"
type: DT_STRING
}
input_arg {
name: "buffer_size"
type: DT_INT64
}
output_arg {
name: "handle"
type: DT_VARIANT
}
is_stateful: true
}
op {
name: "TextLineReader"
output_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "skip_header_lines"
type: "int"
default_value {
i: 0
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
deprecation {
version: 26
explanation: "Use TextLineReaderV2"
}
is_stateful: true
}
op {
name: "TextLineReaderV2"
output_arg {
name: "reader_handle"
type: DT_RESOURCE
}
attr {
name: "skip_header_lines"
type: "int"
default_value {
i: 0
}
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "ThreadUnsafeUnigramCandidateSampler"
input_arg {
name: "true_classes"
type: DT_INT64
}
output_arg {
name: "sampled_candidates"
type: DT_INT64
}
output_arg {
name: "true_expected_count"
type: DT_FLOAT
}
output_arg {
name: "sampled_expected_count"
type: DT_FLOAT
}
attr {
name: "num_true"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_sampled"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "unique"
type: "bool"
}
attr {
name: "range_max"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "Tile"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "multiples"
type_attr: "Tmultiples"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tmultiples"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TileGrad"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "multiples"
type: DT_INT32
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
deprecation {
version: 3
explanation: "TileGrad has been replaced with reduce_sum"
}
}
op {
name: "Timestamp"
output_arg {
name: "ts"
type: DT_DOUBLE
}
is_stateful: true
}
op {
name: "TopK"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "values"
type_attr: "T"
}
output_arg {
name: "indices"
type: DT_INT32
}
attr {
name: "k"
type: "int"
has_minimum: true
}
attr {
name: "sorted"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
deprecation {
version: 7
explanation: "Use TopKV2 instead"
}
}
op {
name: "TopKV2"
input_arg {
name: "input"
type_attr: "T"
}
input_arg {
name: "k"
type: DT_INT32
}
output_arg {
name: "values"
type_attr: "T"
}
output_arg {
name: "indices"
type: DT_INT32
}
attr {
name: "sorted"
type: "bool"
default_value {
b: true
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
}
op {
name: "Transpose"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "perm"
type_attr: "Tperm"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Tperm"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "TruncateDiv"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_UINT8
type: DT_INT8
type: DT_UINT16
type: DT_INT16
type: DT_INT32
type: DT_INT64
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "TruncateMod"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
type: DT_BFLOAT16
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "TruncatedNormal"
input_arg {
name: "shape"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "dtype"
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
attr {
name: "dtype"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_BFLOAT16
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "TryRpc"
input_arg {
name: "address"
type: DT_STRING
}
input_arg {
name: "method"
type: DT_STRING
}
input_arg {
name: "request"
type: DT_STRING
}
output_arg {
name: "response"
type: DT_STRING
}
output_arg {
name: "status_code"
type: DT_INT32
}
output_arg {
name: "status_message"
type: DT_STRING
}
attr {
name: "protocol"
type: "string"
default_value {
s: ""
}
}
attr {
name: "fail_fast"
type: "bool"
default_value {
b: true
}
}
attr {
name: "timeout_in_ms"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "Unbatch"
input_arg {
name: "batched_tensor"
type_attr: "T"
}
input_arg {
name: "batch_index"
type: DT_INT64
}
input_arg {
name: "id"
type: DT_INT64
}
output_arg {
name: "unbatched_tensor"
type_attr: "T"
}
attr {
name: "timeout_micros"
type: "int"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "T"
type: "type"
}
}
op {
name: "UnbatchGrad"
input_arg {
name: "original_input"
type_attr: "T"
}
input_arg {
name: "batch_index"
type: DT_INT64
}
input_arg {
name: "grad"
type_attr: "T"
}
input_arg {
name: "id"
type: DT_INT64
}
output_arg {
name: "batched_grad"
type_attr: "T"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "T"
type: "type"
}
}
op {
name: "UnicodeDecode"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "row_splits"
type: DT_INT64
}
output_arg {
name: "char_values"
type: DT_INT32
}
attr {
name: "input_encoding"
type: "string"
}
attr {
name: "errors"
type: "string"
default_value {
s: "replace"
}
allowed_values {
list {
s: "strict"
s: "replace"
s: "ignore"
}
}
}
attr {
name: "replacement_char"
type: "int"
default_value {
i: 65533
}
}
attr {
name: "replace_control_characters"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "UnicodeDecodeWithOffsets"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "row_splits"
type: DT_INT64
}
output_arg {
name: "char_values"
type: DT_INT32
}
output_arg {
name: "char_to_byte_starts"
type: DT_INT64
}
attr {
name: "input_encoding"
type: "string"
}
attr {
name: "errors"
type: "string"
default_value {
s: "replace"
}
allowed_values {
list {
s: "strict"
s: "replace"
s: "ignore"
}
}
}
attr {
name: "replacement_char"
type: "int"
default_value {
i: 65533
}
}
attr {
name: "replace_control_characters"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "UnicodeEncode"
input_arg {
name: "input_values"
type: DT_INT32
}
input_arg {
name: "input_splits"
type: DT_INT64
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "errors"
type: "string"
default_value {
s: "replace"
}
allowed_values {
list {
s: "ignore"
s: "replace"
s: "strict"
}
}
}
attr {
name: "output_encoding"
type: "string"
allowed_values {
list {
s: "UTF-8"
s: "UTF-16-BE"
s: "UTF-32-BE"
}
}
}
attr {
name: "replacement_char"
type: "int"
default_value {
i: 65533
}
}
}
op {
name: "UnicodeScript"
input_arg {
name: "input"
type: DT_INT32
}
output_arg {
name: "output"
type: DT_INT32
}
}
op {
name: "UnicodeTranscode"
input_arg {
name: "input"
type: DT_STRING
}
output_arg {
name: "output"
type: DT_STRING
}
attr {
name: "input_encoding"
type: "string"
}
attr {
name: "output_encoding"
type: "string"
allowed_values {
list {
s: "UTF-8"
s: "UTF-16-BE"
s: "UTF-32-BE"
}
}
}
attr {
name: "errors"
type: "string"
default_value {
s: "replace"
}
allowed_values {
list {
s: "strict"
s: "replace"
s: "ignore"
}
}
}
attr {
name: "replacement_char"
type: "int"
default_value {
i: 65533
}
}
attr {
name: "replace_control_characters"
type: "bool"
default_value {
b: false
}
}
}
op {
name: "UniformCandidateSampler"
input_arg {
name: "true_classes"
type: DT_INT64
}
output_arg {
name: "sampled_candidates"
type: DT_INT64
}
output_arg {
name: "true_expected_count"
type: DT_FLOAT
}
output_arg {
name: "sampled_expected_count"
type: DT_FLOAT
}
attr {
name: "num_true"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "num_sampled"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "unique"
type: "bool"
}
attr {
name: "range_max"
type: "int"
has_minimum: true
minimum: 1
}
attr {
name: "seed"
type: "int"
default_value {
i: 0
}
}
attr {
name: "seed2"
type: "int"
default_value {
i: 0
}
}
is_stateful: true
}
op {
name: "Unique"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "idx"
type_attr: "out_idx"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_idx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "UniqueV2"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "axis"
type_attr: "Taxis"
}
output_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "idx"
type_attr: "out_idx"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Taxis"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "out_idx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "UniqueWithCounts"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "idx"
type_attr: "out_idx"
}
output_arg {
name: "count"
type_attr: "out_idx"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_idx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "UniqueWithCountsV2"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "axis"
type_attr: "Taxis"
}
output_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "idx"
type_attr: "out_idx"
}
output_arg {
name: "count"
type_attr: "out_idx"
}
attr {
name: "T"
type: "type"
}
attr {
name: "Taxis"
type: "type"
default_value {
type: DT_INT64
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "out_idx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Unpack"
input_arg {
name: "value"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "T"
number_attr: "num"
}
attr {
name: "num"
type: "int"
has_minimum: true
}
attr {
name: "T"
type: "type"
}
attr {
name: "axis"
type: "int"
default_value {
i: 0
}
}
}
op {
name: "UnravelIndex"
input_arg {
name: "indices"
type_attr: "Tidx"
}
input_arg {
name: "dims"
type_attr: "Tidx"
}
output_arg {
name: "output"
type_attr: "Tidx"
}
attr {
name: "Tidx"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "UnsortedSegmentMax"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
input_arg {
name: "num_segments"
type_attr: "Tnumsegments"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tnumsegments"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "UnsortedSegmentMin"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
input_arg {
name: "num_segments"
type_attr: "Tnumsegments"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tnumsegments"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "UnsortedSegmentProd"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
input_arg {
name: "num_segments"
type_attr: "Tnumsegments"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tnumsegments"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "UnsortedSegmentSum"
input_arg {
name: "data"
type_attr: "T"
}
input_arg {
name: "segment_ids"
type_attr: "Tindices"
}
input_arg {
name: "num_segments"
type_attr: "Tnumsegments"
}
output_arg {
name: "output"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
attr {
name: "Tindices"
type: "type"
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
attr {
name: "Tnumsegments"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "Unstage"
output_arg {
name: "values"
type_list_attr: "dtypes"
}
attr {
name: "capacity"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "memory_limit"
type: "int"
default_value {
i: 0
}
has_minimum: true
}
attr {
name: "dtypes"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "UnwrapDatasetVariant"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
output_arg {
name: "output_handle"
type: DT_VARIANT
}
}
op {
name: "UpperBound"
input_arg {
name: "sorted_inputs"
type_attr: "T"
}
input_arg {
name: "values"
type_attr: "T"
}
output_arg {
name: "output"
type_attr: "out_type"
}
attr {
name: "T"
type: "type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
}
op {
name: "VarHandleOp"
output_arg {
name: "resource"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "shape"
type: "shape"
}
is_stateful: true
}
op {
name: "VarIsInitializedOp"
input_arg {
name: "resource"
type: DT_RESOURCE
}
output_arg {
name: "is_initialized"
type: DT_BOOL
}
is_stateful: true
}
op {
name: "Variable"
output_arg {
name: "ref"
type_attr: "dtype"
is_ref: true
}
attr {
name: "shape"
type: "shape"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "VariableShape"
input_arg {
name: "input"
type: DT_RESOURCE
}
output_arg {
name: "output"
type_attr: "out_type"
}
attr {
name: "out_type"
type: "type"
default_value {
type: DT_INT32
}
allowed_values {
list {
type: DT_INT32
type: DT_INT64
}
}
}
is_stateful: true
}
op {
name: "VariableV2"
output_arg {
name: "ref"
type_attr: "dtype"
is_ref: true
}
attr {
name: "shape"
type: "shape"
}
attr {
name: "dtype"
type: "type"
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "Where"
input_arg {
name: "input"
type_attr: "T"
}
output_arg {
name: "index"
type: DT_INT64
}
attr {
name: "T"
type: "type"
default_value {
type: DT_BOOL
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_COMPLEX64
type: DT_INT64
type: DT_QINT8
type: DT_QUINT8
type: DT_QINT32
type: DT_BFLOAT16
type: DT_UINT16
type: DT_COMPLEX128
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
type: DT_BOOL
}
}
}
}
op {
name: "While"
input_arg {
name: "input"
type_list_attr: "T"
}
output_arg {
name: "output"
type_list_attr: "T"
}
attr {
name: "T"
type: "list(type)"
has_minimum: true
}
attr {
name: "cond"
type: "func"
}
attr {
name: "body"
type: "func"
}
attr {
name: "output_shapes"
type: "list(shape)"
default_value {
list {
}
}
}
is_stateful: true
}
op {
name: "WholeFileReader"
output_arg {
name: "reader_handle"
type: DT_STRING
is_ref: true
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "WholeFileReaderV2"
output_arg {
name: "reader_handle"
type: DT_RESOURCE
}
attr {
name: "container"
type: "string"
default_value {
s: ""
}
}
attr {
name: "shared_name"
type: "string"
default_value {
s: ""
}
}
is_stateful: true
}
op {
name: "WindowDataset"
input_arg {
name: "input_dataset"
type: DT_VARIANT
}
input_arg {
name: "size"
type: DT_INT64
}
input_arg {
name: "shift"
type: DT_INT64
}
input_arg {
name: "stride"
type: DT_INT64
}
input_arg {
name: "drop_remainder"
type: DT_BOOL
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
}
op {
name: "WrapDatasetVariant"
input_arg {
name: "input_handle"
type: DT_VARIANT
}
output_arg {
name: "output_handle"
type: DT_VARIANT
}
}
op {
name: "WriteAudioSummary"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "step"
type: DT_INT64
}
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "tensor"
type: DT_FLOAT
}
input_arg {
name: "sample_rate"
type: DT_FLOAT
}
attr {
name: "max_outputs"
type: "int"
default_value {
i: 3
}
has_minimum: true
minimum: 1
}
is_stateful: true
}
op {
name: "WriteFile"
input_arg {
name: "filename"
type: DT_STRING
}
input_arg {
name: "contents"
type: DT_STRING
}
}
op {
name: "WriteGraphSummary"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "step"
type: DT_INT64
}
input_arg {
name: "tensor"
type: DT_STRING
}
is_stateful: true
}
op {
name: "WriteHistogramSummary"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "step"
type: DT_INT64
}
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "values"
type_attr: "T"
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
is_stateful: true
}
op {
name: "WriteImageSummary"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "step"
type: DT_INT64
}
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "bad_color"
type: DT_UINT8
}
attr {
name: "max_images"
type: "int"
default_value {
i: 3
}
has_minimum: true
minimum: 1
}
attr {
name: "T"
type: "type"
default_value {
type: DT_FLOAT
}
allowed_values {
list {
type: DT_UINT8
type: DT_FLOAT
type: DT_HALF
}
}
}
is_stateful: true
}
op {
name: "WriteScalarSummary"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "step"
type: DT_INT64
}
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "value"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
type: DT_INT32
type: DT_UINT8
type: DT_INT16
type: DT_INT8
type: DT_INT64
type: DT_BFLOAT16
type: DT_UINT16
type: DT_HALF
type: DT_UINT32
type: DT_UINT64
}
}
}
is_stateful: true
}
op {
name: "WriteSummary"
input_arg {
name: "writer"
type: DT_RESOURCE
}
input_arg {
name: "step"
type: DT_INT64
}
input_arg {
name: "tensor"
type_attr: "T"
}
input_arg {
name: "tag"
type: DT_STRING
}
input_arg {
name: "summary_metadata"
type: DT_STRING
}
attr {
name: "T"
type: "type"
}
is_stateful: true
}
op {
name: "Xdivy"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "Xlogy"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "y"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_HALF
type: DT_FLOAT
type: DT_DOUBLE
type: DT_COMPLEX64
type: DT_COMPLEX128
}
}
}
}
op {
name: "ZerosLike"
input_arg {
name: "x"
type_attr: "T"
}
output_arg {
name: "y"
type_attr: "T"
}
attr {
name: "T"
type: "type"
}
}
op {
name: "Zeta"
input_arg {
name: "x"
type_attr: "T"
}
input_arg {
name: "q"
type_attr: "T"
}
output_arg {
name: "z"
type_attr: "T"
}
attr {
name: "T"
type: "type"
allowed_values {
list {
type: DT_FLOAT
type: DT_DOUBLE
}
}
}
}
op {
name: "ZipDataset"
input_arg {
name: "input_datasets"
type: DT_VARIANT
number_attr: "N"
}
output_arg {
name: "handle"
type: DT_VARIANT
}
attr {
name: "output_types"
type: "list(type)"
has_minimum: true
minimum: 1
}
attr {
name: "output_shapes"
type: "list(shape)"
has_minimum: true
minimum: 1
}
attr {
name: "N"
type: "int"
has_minimum: true
minimum: 1
}
}