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"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: "parallel_copy" type: "bool" default_value { b: false } } 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 } attr { name: "enable_large_batch_splitting" type: "bool" default_value { b: false } } } 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: "BatchMatMulV2" 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_INT16 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: "BesselI0" 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: "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: "BesselI1" 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: "BesselJ0" 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: "BesselJ1" 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: "BesselK0" 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: "BesselK0e" 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: "BesselK1" 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: "BesselK1e" 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: "BesselY0" 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: "BesselY1" 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: "BlockLSTM" input_arg { name: "seq_len_max" type: DT_INT64 } input_arg { name: "x" type_attr: "T" } input_arg { name: "cs_prev" type_attr: "T" } input_arg { name: "h_prev" type_attr: "T" } input_arg { name: "w" type_attr: "T" } input_arg { name: "wci" type_attr: "T" } input_arg { name: "wcf" type_attr: "T" } input_arg { name: "wco" type_attr: "T" } input_arg { name: "b" type_attr: "T" } output_arg { name: "i" type_attr: "T" } output_arg { name: "cs" type_attr: "T" } output_arg { name: "f" type_attr: "T" } output_arg { name: "o" type_attr: "T" } output_arg { name: "ci" type_attr: "T" } output_arg { name: "co" type_attr: "T" } output_arg { name: "h" type_attr: "T" } attr { name: "forget_bias" type: "float" default_value { f: 1 } } attr { name: "cell_clip" type: "float" default_value { f: 3 } } attr { name: "use_peephole" type: "bool" default_value { b: false } } attr { name: "T" type: "type" allowed_values { list { type: DT_HALF type: DT_FLOAT } } } } op { name: "BlockLSTMGrad" input_arg { name: "seq_len_max" type: DT_INT64 } input_arg { name: "x" type_attr: "T" } input_arg { name: "cs_prev" type_attr: "T" } input_arg { name: "h_prev" type_attr: "T" } input_arg { name: "w" type_attr: "T" } input_arg { name: "wci" type_attr: "T" } input_arg { name: "wcf" type_attr: "T" } input_arg { name: "wco" type_attr: "T" } input_arg { name: "b" type_attr: "T" } input_arg { name: "i" type_attr: "T" } input_arg { name: "cs" type_attr: "T" } input_arg { name: "f" type_attr: "T" } input_arg { name: "o" type_attr: "T" } input_arg { name: "ci" type_attr: "T" } input_arg { name: "co" type_attr: "T" } input_arg { name: "h" type_attr: "T" } input_arg { name: "cs_grad" type_attr: "T" } input_arg { name: "h_grad" type_attr: "T" } output_arg { name: "x_grad" type_attr: "T" } output_arg { name: "cs_prev_grad" type_attr: "T" } output_arg { name: "h_prev_grad" type_attr: "T" } output_arg { name: "w_grad" type_attr: "T" } output_arg { name: "wci_grad" type_attr: "T" } output_arg { name: "wcf_grad" type_attr: "T" } output_arg { name: "wco_grad" type_attr: "T" } output_arg { name: "b_grad" type_attr: "T" } attr { name: "use_peephole" type: "bool" } attr { name: "T" type: "type" allowed_values { list { type: DT_HALF type: DT_FLOAT } } } } op { name: "BlockLSTMGradV2" input_arg { name: "seq_len_max" type: DT_INT64 } input_arg { name: "x" type_attr: "T" } input_arg { name: "cs_prev" type_attr: "T" } input_arg { name: "h_prev" type_attr: "T" } input_arg { name: "w" type_attr: "T" } input_arg { name: "wci" type_attr: "T" } input_arg { name: "wcf" type_attr: "T" } input_arg { name: "wco" type_attr: "T" } input_arg { name: "b" type_attr: "T" } input_arg { name: "i" type_attr: "T" } input_arg { name: "cs" type_attr: "T" } input_arg { name: "f" type_attr: "T" } input_arg { name: "o" type_attr: "T" } input_arg { name: "ci" type_attr: "T" } input_arg { name: "co" type_attr: "T" } input_arg { name: "h" type_attr: "T" } input_arg { name: "cs_grad" type_attr: "T" } input_arg { name: "h_grad" type_attr: "T" } output_arg { name: "x_grad" type_attr: "T" } output_arg { name: "cs_prev_grad" type_attr: "T" } output_arg { name: "h_prev_grad" type_attr: "T" } output_arg { name: "w_grad" type_attr: "T" } output_arg { name: "wci_grad" type_attr: "T" } output_arg { name: "wcf_grad" type_attr: "T" } output_arg { name: "wco_grad" type_attr: "T" } output_arg { name: "b_grad" type_attr: "T" } attr { name: "use_peephole" type: "bool" } attr { name: "T" type: "type" allowed_values { list { type: DT_HALF type: DT_FLOAT } } } } op { name: "BlockLSTMV2" input_arg { name: "seq_len_max" type: DT_INT64 } input_arg { name: "x" 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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: 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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: 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} } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedConv2DAndRequantize" 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 } input_arg { name: "min_freezed_output" type: DT_FLOAT } input_arg { name: "max_freezed_output" 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: 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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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedConv2DWithBiasAndRelu" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type: DT_FLOAT } 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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedConv2DWithBiasAndReluAndRequantize" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type_attr: "Tbias" } 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 } input_arg { name: "min_freezed_output" type: DT_FLOAT } input_arg { name: "max_freezed_output" 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: "Tbias" type: "type" allowed_values { list { type: DT_FLOAT type: DT_QINT32 } } } 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 } } } 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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedConv2DWithBiasAndRequantize" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type_attr: "Tbias" } 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 } input_arg { name: "min_freezed_output" type: DT_FLOAT } input_arg { name: "max_freezed_output" 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: "Tbias" type: "type" allowed_values { list { type: DT_FLOAT type: DT_QINT32 } } } attr { name: "out_type" type: "type" default_value { type: DT_QINT8 } 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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedConv2DWithBiasSignedSumAndReluAndRequantize" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type_attr: "Tbias" } 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 } input_arg { name: "min_freezed_output" type: DT_FLOAT } input_arg { name: "max_freezed_output" type: DT_FLOAT } input_arg { name: "summand" type_attr: "Tsummand" } input_arg { name: "min_summand" type: DT_FLOAT } input_arg { name: "max_summand" 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: "Tbias" type: "type" allowed_values { list { type: DT_FLOAT type: DT_QINT32 } } } attr { name: "Tsummand" 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 } } } 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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedConv2DWithBiasSumAndRelu" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type: DT_FLOAT } 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 } input_arg { name: "summand" 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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedConv2DWithBiasSumAndReluAndRequantize" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type_attr: "Tbias" } 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 } input_arg { name: "min_freezed_output" type: DT_FLOAT } input_arg { name: "max_freezed_output" type: DT_FLOAT } input_arg { name: "summand" type_attr: "Tsummand" } input_arg { name: "min_summand" type: DT_FLOAT } input_arg { name: "max_summand" 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: "Tbias" type: "type" allowed_values { list { type: DT_FLOAT type: DT_QINT32 } } } attr { name: "Tsummand" 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 } } } 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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedDepthwiseConv2D" 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: "QuantizedDepthwiseConv2DWithBias" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type: DT_FLOAT } 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: "QuantizedDepthwiseConv2DWithBiasAndRelu" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type: DT_FLOAT } 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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } op { name: "QuantizedDepthwiseConv2DWithBiasAndReluAndRequantize" input_arg { name: "input" type_attr: "Tinput" } input_arg { name: "filter" type_attr: "Tfilter" } input_arg { name: "bias" type_attr: "Tbias" } 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 } input_arg { name: "min_freezed_output" type: DT_FLOAT } input_arg { name: "max_freezed_output" 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: "Tbias" type: "type" allowed_values { list { type: DT_FLOAT type: DT_QINT32 } } } 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 } } } 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 } } } attr { name: "padding_list" type: "list(int)" default_value { list { } } } } 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: "QuantizedMatMulWithBias" input_arg { name: "a" type_attr: "T1" } input_arg { name: "b" type_attr: "T2" } input_arg { name: "bias" type_attr: "Tbias" } 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: "Tbias" type: "type" allowed_values { list { type: DT_FLOAT type: DT_QINT32 } } } 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: "input_quant_mode" type: "string" default_value { s: "MIN_FIRST" } allowed_values { list { s: "MIN_FIRST" s: "SCALED" } } } } op { name: "QuantizedMatMulWithBiasAndDequantize" input_arg { name: "a" type_attr: "T1" } input_arg { name: "b" type_attr: "T2" } input_arg { name: "bias" type_attr: "Tbias" } 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 } input_arg { name: "min_freezed_output" type: DT_FLOAT } input_arg { name: "max_freezed_output" type: DT_FLOAT } output_arg { name: "out" type_attr: "Toutput" } 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: "Tbias" type: "type" allowed_values { list { type: DT_FLOAT type: DT_QINT32 } } } attr { name: "Toutput" type: "type" allowed_values { list { 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: "input_quant_mode" type: "string" default_value { s: "MIN_FIRST" } allowed_values { list { s: "MIN_FIRST" s: "SCALED" } } } } op { name: "QuantizedMatMulWithBiasAndRelu" input_arg { name: "a" type_attr: "T1" } input_arg { name: "b" type_attr: "T2" } input_arg { name: "bias" type: DT_FLOAT } 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: "input_quant_mode" type: "string" default_value { s: "MIN_FIRST" } allowed_values { list { s: "MIN_FIRST" s: "SCALED" } } } } op { name: "QuantizedMatMulWithBiasAndReluAndRequantize" input_arg { name: "a" type_attr: "T1" } input_arg { name: "b" type_attr: "T2" } input_arg { name: "bias" type_attr: "Tbias" } 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 } input_arg { name: "min_freezed_output" type: DT_FLOAT } input_arg { name: "max_freezed_output" 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: "Tbias" type: "type" allowed_values { list { type: DT_FLOAT type: DT_QINT32 } } } attr { name: "Toutput" 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 } } } attr { name: "transpose_a" type: "bool" default_value { b: false } } attr { name: "transpose_b" type: "bool" default_value { b: false } } attr { name: "input_quant_mode" type: "string" default_value { s: "MIN_FIRST" } allowed_values { list { s: "MIN_FIRST" s: "SCALED" } } } } op { name: "QuantizedMatMulWithBiasAndRequantize" input_arg { name: "a" type_attr: "T1" } input_arg { name: "b" type_attr: "T2" } input_arg { name: "bias" type_attr: "Tbias" } input_arg { name: "min_a" type: DT_FLOAT } input_arg { name: "max_a" type: 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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" } attr { name: "element_shape" type: "shape" default_value { shape { unknown_rank: true } } } } 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: "TensorListConcatV2" input_arg { name: "input_handle" type: DT_VARIANT } input_arg { name: "element_shape" type_attr: "shape_type" } input_arg { name: "leading_dims" type: DT_INT64 } output_arg { name: "tensor" type_attr: "element_dtype" } output_arg { name: "lengths" type: DT_INT64 } attr { name: "element_dtype" type: "type" } attr { name: "shape_type" type: "type" allowed_values { list { type: DT_INT32 type: DT_INT64 } } } } 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 } input_arg { name: "element_shape" 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 } input_arg { name: "element_shape" 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 } input_arg { name: "element_shape" type: DT_INT32 } 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: "TensorListResize" input_arg { name: "input_handle" type: DT_VARIANT } input_arg { name: "size" type: DT_INT32 } output_arg { name: "output_handle" type: DT_VARIANT } } 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: "TensorListScatterIntoExistingList" input_arg { name: "input_handle" type: DT_VARIANT } input_arg { name: "tensor" type_attr: "element_dtype" } input_arg { name: "indices" type: DT_INT32 } output_arg { name: "output_handle" type: DT_VARIANT } attr { name: "element_dtype" type: "type" } } op { name: "TensorListScatterV2" input_arg { name: "tensor" type_attr: "element_dtype" } input_arg { name: "indices" type: DT_INT32 } input_arg { name: "element_shape" type_attr: "shape_type" } input_arg { name: "num_elements" type: DT_INT32 } 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 } input_arg { name: "element_shape" type: DT_INT32 } 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: "TensorMapErase" input_arg { name: "input_handle" type: DT_VARIANT } input_arg { name: "key" type_attr: "key_dtype" } output_arg { name: "output_handle" type: DT_VARIANT } attr { name: "key_dtype" type: "type" } attr { name: "value_dtype" type: "type" } } op { name: "TensorMapHasKey" input_arg { name: "input_handle" type: DT_VARIANT } input_arg { name: "key" type_attr: "key_dtype" } output_arg { name: "has_key" type: DT_BOOL } attr { name: "key_dtype" type: "type" } } op { name: "TensorMapInsert" input_arg { name: "input_handle" type: DT_VARIANT } input_arg { name: "key" type_attr: "key_dtype" } input_arg { name: "value" type_attr: "value_dtype" } output_arg { name: "output_handle" type: DT_VARIANT } attr { name: "key_dtype" type: "type" } attr { name: "value_dtype" type: "type" } } op { name: "TensorMapLookup" input_arg { name: "input_handle" type: DT_VARIANT } input_arg { name: "key" type_attr: "key_dtype" } output_arg { name: "value" type_attr: "value_dtype" } attr { name: "key_dtype" type: "type" } attr { name: "value_dtype" type: "type" } } op { name: "TensorMapSize" input_arg { name: "input_handle" type: DT_VARIANT } output_arg { name: "size" type: DT_INT32 } } op { name: "TensorMapStackKeys" input_arg { name: "input_handle" type: DT_VARIANT } output_arg { name: "keys" type_attr: "key_dtype" } attr { name: "key_dtype" type: "type" } } 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: "TensorScatterMax" 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: "TensorScatterMin" 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: "TensorStridedSliceUpdate" 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" } input_arg { name: "value" 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: "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: "ThreadPoolDataset" 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: "ThreadPoolHandle" 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: "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: "ToBool" input_arg { name: "input" type_attr: "T" } output_arg { name: "output" type: DT_BOOL } attr { name: "T" type: "type" } } 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: "TopKUnique" input_arg { name: "input" type: DT_FLOAT } output_arg { name: "topk" type: DT_FLOAT } output_arg { name: "topk_indices" type: DT_INT32 } attr { name: "k" type: "int" } } 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: 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