/* Copyright (c) 2018 Samsung Electronics Co., Ltd. All Rights Reserved Copyright 2017 The TensorFlow Authors. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. ==============================================================================*/ // NOTE To minimize diff with upstream tensorflow, disable clang-format // clang-format off // NOTE This code is derived from the following file (in TensorFlow v1.13.1) // 'externals/tensorflow/tensorflow/lite/kernels/register.cc' #include "tflite/ext/kernels/register.h" #include "tensorflow/lite/util.h" #include "tflite/ext/kernels/CustomOps.h" namespace tflite { namespace ops { namespace custom { // Need additional external library for AUDIO_SPECTROGRAM //TfLiteRegistration* Register_AUDIO_SPECTROGRAM(); TfLiteRegistration* Register_LAYER_NORM_LSTM(); TfLiteRegistration* Register_MFCC(); TfLiteRegistration* Register_DETECTION_POSTPROCESS(); TfLiteRegistration* Register_RELU_1(); } // namespace custom } } namespace tflite { namespace ops { namespace builtin { TfLiteRegistration* Register_ABS(); TfLiteRegistration* Register_RELU(); TfLiteRegistration* Register_RELU_N1_TO_1(); TfLiteRegistration* Register_RELU6(); TfLiteRegistration* Register_TANH(); TfLiteRegistration* Register_LOGISTIC(); TfLiteRegistration* Register_AVERAGE_POOL_2D(); TfLiteRegistration* Register_MAX_POOL_2D(); TfLiteRegistration* Register_L2_POOL_2D(); TfLiteRegistration* Register_CONV_2D(); TfLiteRegistration* Register_DEPTHWISE_CONV_2D(); TfLiteRegistration* Register_SVDF(); TfLiteRegistration* Register_RNN(); TfLiteRegistration* Register_BIDIRECTIONAL_SEQUENCE_RNN(); TfLiteRegistration* Register_UNIDIRECTIONAL_SEQUENCE_RNN(); TfLiteRegistration* Register_EMBEDDING_LOOKUP(); TfLiteRegistration* Register_EMBEDDING_LOOKUP_SPARSE(); TfLiteRegistration* Register_FULLY_CONNECTED(); TfLiteRegistration* Register_LSH_PROJECTION(); TfLiteRegistration* Register_HASHTABLE_LOOKUP(); TfLiteRegistration* Register_SOFTMAX(); TfLiteRegistration* Register_CONCATENATION(); TfLiteRegistration* Register_ADD(); TfLiteRegistration* Register_SPACE_TO_BATCH_ND(); TfLiteRegistration* Register_DIV(); TfLiteRegistration* Register_SUB(); TfLiteRegistration* Register_BATCH_TO_SPACE_ND(); TfLiteRegistration* Register_MUL(); TfLiteRegistration* Register_L2_NORMALIZATION(); TfLiteRegistration* Register_LOCAL_RESPONSE_NORMALIZATION(); TfLiteRegistration* Register_LSTM(); TfLiteRegistration* Register_BIDIRECTIONAL_SEQUENCE_LSTM(); TfLiteRegistration* Register_UNIDIRECTIONAL_SEQUENCE_LSTM(); TfLiteRegistration* Register_PAD(); TfLiteRegistration* Register_PADV2(); TfLiteRegistration* Register_RESHAPE(); TfLiteRegistration* Register_RESIZE_BILINEAR(); TfLiteRegistration* Register_RESIZE_NEAREST_NEIGHBOR(); TfLiteRegistration* Register_SKIP_GRAM(); TfLiteRegistration* Register_SPACE_TO_DEPTH(); TfLiteRegistration* Register_GATHER(); TfLiteRegistration* Register_TRANSPOSE(); TfLiteRegistration* Register_MEAN(); TfLiteRegistration* Register_SPLIT(); TfLiteRegistration* Register_SPLIT_V(); TfLiteRegistration* Register_SQUEEZE(); TfLiteRegistration* Register_STRIDED_SLICE(); TfLiteRegistration* Register_EXP(); TfLiteRegistration* Register_TOPK_V2(); TfLiteRegistration* Register_LOG(); TfLiteRegistration* Register_LOG_SOFTMAX(); TfLiteRegistration* Register_CAST(); TfLiteRegistration* Register_DEQUANTIZE(); TfLiteRegistration* Register_PRELU(); TfLiteRegistration* Register_MAXIMUM(); TfLiteRegistration* Register_MINIMUM(); TfLiteRegistration* Register_ARG_MAX(); TfLiteRegistration* Register_ARG_MIN(); TfLiteRegistration* Register_GREATER(); TfLiteRegistration* Register_GREATER_EQUAL(); TfLiteRegistration* Register_LESS(); TfLiteRegistration* Register_LESS_EQUAL(); TfLiteRegistration* Register_FLOOR(); TfLiteRegistration* Register_TILE(); TfLiteRegistration* Register_NEG(); TfLiteRegistration* Register_SUM(); TfLiteRegistration* Register_REDUCE_PROD(); TfLiteRegistration* Register_REDUCE_MAX(); TfLiteRegistration* Register_REDUCE_MIN(); TfLiteRegistration* Register_REDUCE_ANY(); TfLiteRegistration* Register_SELECT(); TfLiteRegistration* Register_SLICE(); TfLiteRegistration* Register_SIN(); TfLiteRegistration* Register_TRANSPOSE_CONV(); TfLiteRegistration* Register_EXPAND_DIMS(); TfLiteRegistration* Register_SPARSE_TO_DENSE(); TfLiteRegistration* Register_EQUAL(); TfLiteRegistration* Register_NOT_EQUAL(); TfLiteRegistration* Register_SQRT(); TfLiteRegistration* Register_RSQRT(); TfLiteRegistration* Register_SHAPE(); TfLiteRegistration* Register_POW(); TfLiteRegistration* Register_FAKE_QUANT(); TfLiteRegistration* Register_PACK(); TfLiteRegistration* Register_ONE_HOT(); TfLiteRegistration* Register_LOGICAL_OR(); TfLiteRegistration* Register_LOGICAL_AND(); TfLiteRegistration* Register_LOGICAL_NOT(); TfLiteRegistration* Register_UNPACK(); TfLiteRegistration* Register_FLOOR_DIV(); TfLiteRegistration* Register_SQUARE(); TfLiteRegistration* Register_ZEROS_LIKE(); TfLiteRegistration* Register_FLOOR_MOD(); TfLiteRegistration* Register_RANGE(); TfLiteRegistration* Register_LEAKY_RELU(); TfLiteRegistration* Register_SQUARED_DIFFERENCE(); TfLiteRegistration* Register_FILL(); TfLiteRegistration* Register_MIRROR_PAD(); } // namespace builtin } // namespace ops } // namespace tflite namespace nnfw { namespace tflite { // Using namespace directive to minimize diff with upstream tensorflow using namespace ::tflite::ops::custom; using namespace ::tflite::ops::builtin; using namespace ::tflite; // Fix to use strict build option TfLiteStatus UnsupportedTensorFlowOp(TfLiteContext* context, TfLiteNode* /*node*/) { context->ReportError( context, "Regular TensorFlow ops are not supported by this interpreter. Make sure " "you invoke the Flex delegate before inference."); return kTfLiteError; } const TfLiteRegistration* BuiltinOpResolver::FindOp(tflite::BuiltinOperator op, int version) const { return MutableOpResolver::FindOp(op, version); } const TfLiteRegistration* BuiltinOpResolver::FindOp(const char* op, int version) const { // Return the NULL Op for all ops whose name start with "Flex", allowing // the interpreter to delegate their execution. if (IsFlexOp(op)) { static TfLiteRegistration null_op{ nullptr, nullptr, &UnsupportedTensorFlowOp, nullptr, nullptr, BuiltinOperator_CUSTOM, "Flex", 1}; return &null_op; } return MutableOpResolver::FindOp(op, version); } BuiltinOpResolver::BuiltinOpResolver() { AddBuiltin(BuiltinOperator_ABS, Register_ABS()); AddBuiltin(BuiltinOperator_RELU, Register_RELU()); AddBuiltin(BuiltinOperator_RELU_N1_TO_1, Register_RELU_N1_TO_1()); AddBuiltin(BuiltinOperator_RELU6, Register_RELU6()); AddBuiltin(BuiltinOperator_TANH, Register_TANH()); AddBuiltin(BuiltinOperator_LOGISTIC, Register_LOGISTIC()); AddBuiltin(BuiltinOperator_AVERAGE_POOL_2D, Register_AVERAGE_POOL_2D()); AddBuiltin(BuiltinOperator_MAX_POOL_2D, Register_MAX_POOL_2D()); AddBuiltin(BuiltinOperator_L2_POOL_2D, Register_L2_POOL_2D()); AddBuiltin(BuiltinOperator_CONV_2D, Register_CONV_2D()); AddBuiltin(BuiltinOperator_DEPTHWISE_CONV_2D, Register_DEPTHWISE_CONV_2D(), /* min_version */ 1, /* max_version */ 2); AddBuiltin(BuiltinOperator_SVDF, Register_SVDF()); AddBuiltin(BuiltinOperator_RNN, Register_RNN()); AddBuiltin(BuiltinOperator_BIDIRECTIONAL_SEQUENCE_RNN, Register_BIDIRECTIONAL_SEQUENCE_RNN()); AddBuiltin(BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_RNN, Register_UNIDIRECTIONAL_SEQUENCE_RNN()); AddBuiltin(BuiltinOperator_EMBEDDING_LOOKUP, Register_EMBEDDING_LOOKUP()); AddBuiltin(BuiltinOperator_EMBEDDING_LOOKUP_SPARSE, Register_EMBEDDING_LOOKUP_SPARSE()); AddBuiltin(BuiltinOperator_FULLY_CONNECTED, Register_FULLY_CONNECTED(), /* min_version */ 1, /* max_version */ 2); AddBuiltin(BuiltinOperator_LSH_PROJECTION, Register_LSH_PROJECTION()); AddBuiltin(BuiltinOperator_HASHTABLE_LOOKUP, Register_HASHTABLE_LOOKUP()); AddBuiltin(BuiltinOperator_SOFTMAX, Register_SOFTMAX()); AddBuiltin(BuiltinOperator_CONCATENATION, Register_CONCATENATION()); AddBuiltin(BuiltinOperator_ADD, Register_ADD()); AddBuiltin(BuiltinOperator_SPACE_TO_BATCH_ND, Register_SPACE_TO_BATCH_ND()); AddBuiltin(BuiltinOperator_BATCH_TO_SPACE_ND, Register_BATCH_TO_SPACE_ND()); AddBuiltin(BuiltinOperator_MUL, Register_MUL()); AddBuiltin(BuiltinOperator_L2_NORMALIZATION, Register_L2_NORMALIZATION()); AddBuiltin(BuiltinOperator_LOCAL_RESPONSE_NORMALIZATION, Register_LOCAL_RESPONSE_NORMALIZATION()); AddBuiltin(BuiltinOperator_LSTM, Register_LSTM(), /* min_version */ 1, /* max_version */ 2); AddBuiltin(BuiltinOperator_BIDIRECTIONAL_SEQUENCE_LSTM, Register_BIDIRECTIONAL_SEQUENCE_LSTM()); AddBuiltin(BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_LSTM, Register_UNIDIRECTIONAL_SEQUENCE_LSTM()); AddBuiltin(BuiltinOperator_PAD, Register_PAD()); AddBuiltin(BuiltinOperator_PADV2, Register_PADV2()); AddBuiltin(BuiltinOperator_RESHAPE, Register_RESHAPE()); AddBuiltin(BuiltinOperator_RESIZE_BILINEAR, Register_RESIZE_BILINEAR()); AddBuiltin(BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, Register_RESIZE_NEAREST_NEIGHBOR()); AddBuiltin(BuiltinOperator_SKIP_GRAM, Register_SKIP_GRAM()); AddBuiltin(BuiltinOperator_SPACE_TO_DEPTH, Register_SPACE_TO_DEPTH()); AddBuiltin(BuiltinOperator_GATHER, Register_GATHER()); AddBuiltin(BuiltinOperator_TRANSPOSE, Register_TRANSPOSE()); AddBuiltin(BuiltinOperator_MEAN, Register_MEAN()); AddBuiltin(BuiltinOperator_DIV, Register_DIV()); AddBuiltin(BuiltinOperator_SUB, Register_SUB()); AddBuiltin(BuiltinOperator_SPLIT, Register_SPLIT()); AddBuiltin(BuiltinOperator_SPLIT_V, Register_SPLIT_V()); AddBuiltin(BuiltinOperator_SQUEEZE, Register_SQUEEZE()); AddBuiltin(BuiltinOperator_STRIDED_SLICE, Register_STRIDED_SLICE()); AddBuiltin(BuiltinOperator_EXP, Register_EXP()); AddBuiltin(BuiltinOperator_TOPK_V2, Register_TOPK_V2()); AddBuiltin(BuiltinOperator_LOG, Register_LOG()); AddBuiltin(BuiltinOperator_LOG_SOFTMAX, Register_LOG_SOFTMAX()); AddBuiltin(BuiltinOperator_CAST, Register_CAST()); AddBuiltin(BuiltinOperator_DEQUANTIZE, Register_DEQUANTIZE(), /* min_version */ 1, /* max_version */ 2); AddBuiltin(BuiltinOperator_PRELU, Register_PRELU()); AddBuiltin(BuiltinOperator_MAXIMUM, Register_MAXIMUM()); AddBuiltin(BuiltinOperator_MINIMUM, Register_MINIMUM()); AddBuiltin(BuiltinOperator_ARG_MAX, Register_ARG_MAX()); AddBuiltin(BuiltinOperator_ARG_MIN, Register_ARG_MIN()); AddBuiltin(BuiltinOperator_GREATER, Register_GREATER()); AddBuiltin(BuiltinOperator_GREATER_EQUAL, Register_GREATER_EQUAL()); AddBuiltin(BuiltinOperator_LESS, Register_LESS()); AddBuiltin(BuiltinOperator_LESS_EQUAL, Register_LESS_EQUAL()); AddBuiltin(BuiltinOperator_FLOOR, Register_FLOOR()); AddBuiltin(BuiltinOperator_NEG, Register_NEG()); AddBuiltin(BuiltinOperator_SELECT, Register_SELECT()); AddBuiltin(BuiltinOperator_SLICE, Register_SLICE()); AddBuiltin(BuiltinOperator_SIN, Register_SIN()); AddBuiltin(BuiltinOperator_TRANSPOSE_CONV, Register_TRANSPOSE_CONV()); AddBuiltin(BuiltinOperator_TILE, Register_TILE()); AddBuiltin(BuiltinOperator_SUM, Register_SUM()); AddBuiltin(BuiltinOperator_REDUCE_PROD, Register_REDUCE_PROD()); AddBuiltin(BuiltinOperator_REDUCE_MAX, Register_REDUCE_MAX()); AddBuiltin(BuiltinOperator_REDUCE_MIN, Register_REDUCE_MIN()); AddBuiltin(BuiltinOperator_REDUCE_ANY, Register_REDUCE_ANY()); AddBuiltin(BuiltinOperator_EXPAND_DIMS, Register_EXPAND_DIMS()); AddBuiltin(BuiltinOperator_SPARSE_TO_DENSE, Register_SPARSE_TO_DENSE()); AddBuiltin(BuiltinOperator_EQUAL, Register_EQUAL()); AddBuiltin(BuiltinOperator_NOT_EQUAL, Register_NOT_EQUAL()); AddBuiltin(BuiltinOperator_SQRT, Register_SQRT()); AddBuiltin(BuiltinOperator_RSQRT, Register_RSQRT()); AddBuiltin(BuiltinOperator_SHAPE, Register_SHAPE()); AddBuiltin(BuiltinOperator_POW, Register_POW()); AddBuiltin(BuiltinOperator_FAKE_QUANT, Register_FAKE_QUANT(), 1, 2); AddBuiltin(BuiltinOperator_PACK, Register_PACK()); AddBuiltin(BuiltinOperator_ONE_HOT, Register_ONE_HOT()); AddBuiltin(BuiltinOperator_LOGICAL_OR, Register_LOGICAL_OR()); AddBuiltin(BuiltinOperator_LOGICAL_AND, Register_LOGICAL_AND()); AddBuiltin(BuiltinOperator_LOGICAL_NOT, Register_LOGICAL_NOT()); AddBuiltin(BuiltinOperator_UNPACK, Register_UNPACK()); AddBuiltin(BuiltinOperator_FLOOR_DIV, Register_FLOOR_DIV()); AddBuiltin(BuiltinOperator_SQUARE, Register_SQUARE()); AddBuiltin(BuiltinOperator_ZEROS_LIKE, Register_ZEROS_LIKE()); AddBuiltin(BuiltinOperator_FLOOR_MOD, Register_FLOOR_MOD()); AddBuiltin(BuiltinOperator_RANGE, Register_RANGE()); AddBuiltin(BuiltinOperator_LEAKY_RELU, Register_LEAKY_RELU()); AddBuiltin(BuiltinOperator_SQUARED_DIFFERENCE, Register_SQUARED_DIFFERENCE()); AddBuiltin(BuiltinOperator_FILL, Register_FILL()); AddBuiltin(BuiltinOperator_MIRROR_PAD, Register_MIRROR_PAD()); AddCustom("SquaredDifference", nnfw::tflite::custom::Register_SquaredDifference()); // TODO(andrewharp, ahentz): Move these somewhere more appropriate so that // custom ops aren't always included by default. AddCustom("Mfcc", tflite::ops::custom::Register_MFCC()); // Need additional external library for audio spectrogram //AddCustom("AudioSpectrogram", // tflite::ops::custom::Register_AUDIO_SPECTROGRAM()); AddCustom("LayerNormLstm", tflite::ops::custom::Register_LAYER_NORM_LSTM()); AddCustom("Relu1", tflite::ops::custom::Register_RELU_1()); AddCustom("TFLite_Detection_PostProcess", tflite::ops::custom::Register_DETECTION_POSTPROCESS()); } } // namespace tflite } // namespace nnfw