1 /* Copyright 2018 The TensorFlow Authors. All Rights Reserved. 2 3 Licensed under the Apache License, Version 2.0 (the "License"); 4 you may not use this file except in compliance with the License. 5 You may obtain a copy of the License at 6 7 http://www.apache.org/licenses/LICENSE-2.0 8 9 Unless required by applicable law or agreed to in writing, software 10 distributed under the License is distributed on an "AS IS" BASIS, 11 WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 12 See the License for the specific language governing permissions and 13 limitations under the License. 14 ==============================================================================*/ 15 #ifndef TENSORFLOW_LITE_TOOLS_SERIALIZATION_ENUM_MAPPING_H_ 16 #define TENSORFLOW_LITE_TOOLS_SERIALIZATION_ENUM_MAPPING_H_ 17 18 #include "tensorflow/lite/builtin_op_data.h" 19 #include "tensorflow/lite/schema/reflection/schema_generated.h" 20 21 // TODO(aselle): Ideally extract this from the schema. 22 23 namespace tflite { 24 TfLiteActivationToSchemaActivation(TfLiteFusedActivation act)25inline ActivationFunctionType TfLiteActivationToSchemaActivation( 26 TfLiteFusedActivation act) { 27 switch (act) { 28 case kTfLiteActNone: 29 return ActivationFunctionType_NONE; 30 case kTfLiteActRelu: 31 return ActivationFunctionType_RELU; 32 case kTfLiteActReluN1To1: 33 return ActivationFunctionType_RELU_N1_TO_1; 34 case kTfLiteActRelu6: 35 return ActivationFunctionType_RELU6; 36 case kTfLiteActTanh: 37 return ActivationFunctionType_TANH; 38 case kTfLiteActSignBit: 39 return ActivationFunctionType_SIGN_BIT; 40 case kTfLiteActSigmoid: 41 return ActivationFunctionType_NONE; // TODO(aselle): Add to schema 42 } 43 return ActivationFunctionType_NONE; 44 } 45 TfLitePaddingToSchemaPadding(TfLitePadding padding)46inline Padding TfLitePaddingToSchemaPadding(TfLitePadding padding) { 47 switch (padding) { 48 case kTfLitePaddingUnknown: 49 return Padding_SAME; // TODO(aselle): Consider an error. 50 case kTfLitePaddingSame: 51 return Padding_SAME; 52 case kTfLitePaddingValid: 53 return Padding_VALID; 54 } 55 return Padding_SAME; // TODO(aselle): Consider an error. 56 } 57 TfLiteTypeToSchemaType(TfLiteType type)58inline TensorType TfLiteTypeToSchemaType(TfLiteType type) { 59 switch (type) { 60 // case kTfLiteNoType: return TensorType_NONE; 61 case kTfLiteNoType: 62 return TensorType_FLOAT32; // TODO(aselle): Consider an error. 63 case kTfLiteFloat32: 64 return TensorType_FLOAT32; 65 case kTfLiteFloat16: 66 return TensorType_FLOAT16; 67 case kTfLiteFloat64: 68 return TensorType_FLOAT64; 69 case kTfLiteInt32: 70 return TensorType_INT32; 71 case kTfLiteUInt32: 72 return TensorType_UINT32; 73 case kTfLiteUInt8: 74 return TensorType_UINT8; 75 case kTfLiteInt8: 76 return TensorType_INT8; 77 case kTfLiteInt64: 78 return TensorType_INT64; 79 case kTfLiteUInt64: 80 return TensorType_UINT64; 81 case kTfLiteString: 82 return TensorType_STRING; 83 case kTfLiteBool: 84 return TensorType_BOOL; 85 case kTfLiteUInt16: 86 return TensorType_UINT16; 87 case kTfLiteInt16: 88 return TensorType_INT16; 89 case kTfLiteComplex64: 90 return TensorType_COMPLEX64; 91 case kTfLiteComplex128: 92 return TensorType_COMPLEX128; 93 case kTfLiteResource: 94 return TensorType_RESOURCE; 95 case kTfLiteVariant: 96 return TensorType_VARIANT; 97 } 98 // TODO(aselle): consider an error 99 } 100 101 inline FullyConnectedOptionsWeightsFormat FullyConnectedOptionsWeightsFormatToSchema(TfLiteFullyConnectedWeightsFormat format)102FullyConnectedOptionsWeightsFormatToSchema( 103 TfLiteFullyConnectedWeightsFormat format) { 104 switch (format) { 105 case kTfLiteFullyConnectedWeightsFormatDefault: 106 return FullyConnectedOptionsWeightsFormat_DEFAULT; 107 case kTfLiteFullyConnectedWeightsFormatShuffled4x16Int8: 108 return FullyConnectedOptionsWeightsFormat_SHUFFLED4x16INT8; 109 } 110 } 111 LSTMKernelTypeToSchema(TfLiteLSTMKernelType type)112inline LSTMKernelType LSTMKernelTypeToSchema(TfLiteLSTMKernelType type) { 113 switch (type) { 114 case kTfLiteLSTMFullKernel: 115 return LSTMKernelType_FULL; 116 case kTfLiteLSTMBasicKernel: 117 return LSTMKernelType_BASIC; 118 } 119 } 120 LSHProjectionTypeToSchema(TfLiteLSHProjectionType type)121inline LSHProjectionType LSHProjectionTypeToSchema( 122 TfLiteLSHProjectionType type) { 123 switch (type) { 124 case kTfLiteLshProjectionUnknown: 125 return LSHProjectionType_UNKNOWN; 126 case kTfLiteLshProjectionSparse: 127 return LSHProjectionType_SPARSE; 128 case kTfLiteLshProjectionDense: 129 return LSHProjectionType_DENSE; 130 } 131 } 132 MirrorPaddingModeToSchema(TfLiteMirrorPaddingMode mode)133inline MirrorPadMode MirrorPaddingModeToSchema(TfLiteMirrorPaddingMode mode) { 134 switch (mode) { 135 case kTfLiteMirrorPaddingUnknown: 136 return MirrorPadMode_REFLECT; // TODO(aselle): consider an error 137 case kTfLiteMirrorPaddingReflect: 138 return MirrorPadMode_REFLECT; 139 case kTfLiteMirrorPaddingSymmetric: 140 return MirrorPadMode_SYMMETRIC; 141 } 142 } 143 CombinerTypeToSchema(TfLiteCombinerType type)144inline CombinerType CombinerTypeToSchema(TfLiteCombinerType type) { 145 switch (type) { 146 case kTfLiteCombinerTypeSum: 147 return CombinerType_SUM; 148 case kTfLiteCombinerTypeMean: 149 return CombinerType_MEAN; 150 case kTfLiteCombinerTypeSqrtn: 151 return CombinerType_SQRTN; 152 } 153 } 154 155 // int 156 157 } // namespace tflite 158 #endif // TENSORFLOW_LITE_TOOLS_SERIALIZATION_ENUM_MAPPING_H_ 159