| /* Copyright 2018 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. |
| ==============================================================================*/ |
| |
| #include "tensorflow/lite/kernels/register_ref.h" |
| #include "tensorflow/lite/util.h" |
| |
| namespace tflite { |
| namespace ops { |
| |
| namespace custom { |
| |
| TfLiteRegistration* Register_AUDIO_SPECTROGRAM(); |
| TfLiteRegistration* Register_MFCC(); |
| TfLiteRegistration* Register_DETECTION_POSTPROCESS(); |
| |
| } // namespace custom |
| |
| namespace builtin { |
| |
| // TODO(yunluli): Some of the registries, e.g. Tanh(), could only invoke |
| // optimized kernels. Add a _REF() variant for them. |
| TfLiteRegistration* Register_ABS(); |
| TfLiteRegistration* Register_RELU(); |
| TfLiteRegistration* Register_RELU_N1_TO_1(); |
| TfLiteRegistration* Register_RELU6(); |
| TfLiteRegistration* Register_TANH_REF(); |
| TfLiteRegistration* Register_LOGISTIC_REF(); |
| TfLiteRegistration* Register_AVERAGE_POOL_REF(); |
| TfLiteRegistration* Register_MAX_POOL_REF(); |
| TfLiteRegistration* Register_L2_POOL_REF(); |
| TfLiteRegistration* Register_CONVOLUTION_REF(); |
| TfLiteRegistration* Register_DEPTHWISE_CONVOLUTION_REF(); |
| 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_REF(); |
| TfLiteRegistration* Register_LSH_PROJECTION(); |
| TfLiteRegistration* Register_HASHTABLE_LOOKUP(); |
| TfLiteRegistration* Register_SOFTMAX(); |
| TfLiteRegistration* Register_CONCATENATION_REF(); |
| TfLiteRegistration* Register_ADD_REF(); |
| TfLiteRegistration* Register_SPACE_TO_BATCH_ND_REF(); |
| TfLiteRegistration* Register_DIV_REF(); |
| TfLiteRegistration* Register_SUB_REF(); |
| TfLiteRegistration* Register_BATCH_TO_SPACE_ND_REF(); |
| TfLiteRegistration* Register_MUL_REF(); |
| TfLiteRegistration* Register_L2NORM_REF(); |
| TfLiteRegistration* Register_LOCAL_RESPONSE_NORM_REF(); |
| TfLiteRegistration* Register_LSTM(); |
| TfLiteRegistration* Register_BIDIRECTIONAL_SEQUENCE_LSTM(); |
| TfLiteRegistration* Register_UNIDIRECTIONAL_SEQUENCE_LSTM(); |
| TfLiteRegistration* Register_PAD_REF(); |
| TfLiteRegistration* Register_PADV2_REF(); |
| TfLiteRegistration* Register_RESHAPE(); |
| TfLiteRegistration* Register_RESIZE_BILINEAR_REF(); |
| TfLiteRegistration* Register_RESIZE_NEAREST_NEIGHBOR_REF(); |
| TfLiteRegistration* Register_SKIP_GRAM(); |
| TfLiteRegistration* Register_SPACE_TO_DEPTH_REF(); |
| TfLiteRegistration* Register_GATHER(); |
| TfLiteRegistration* Register_TRANSPOSE_REF(); |
| TfLiteRegistration* Register_MEAN_REF(); |
| TfLiteRegistration* Register_SPLIT(); |
| TfLiteRegistration* Register_SPLIT_V(); |
| TfLiteRegistration* Register_SQUEEZE(); |
| TfLiteRegistration* Register_STRIDED_SLICE_REF(); |
| TfLiteRegistration* Register_EXP(); |
| TfLiteRegistration* Register_TOPK_V2(); |
| TfLiteRegistration* Register_LOG(); |
| TfLiteRegistration* Register_LOG_SOFTMAX_REF(); |
| 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_REF(); |
| 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_REF(); |
| TfLiteRegistration* Register_SIN(); |
| TfLiteRegistration* Register_TRANSPOSECONV_REF(); |
| 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 { |
| |
| 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; |
| } |
| |
| } // namespace |
| |
| const TfLiteRegistration* BuiltinRefOpResolver::FindOp( |
| tflite::BuiltinOperator op, int version) const { |
| return MutableOpResolver::FindOp(op, version); |
| } |
| |
| const TfLiteRegistration* BuiltinRefOpResolver::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); |
| } |
| |
| BuiltinRefOpResolver::BuiltinRefOpResolver() { |
| 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_REF()); |
| AddBuiltin(BuiltinOperator_LOGISTIC, Register_LOGISTIC_REF()); |
| AddBuiltin(BuiltinOperator_AVERAGE_POOL_2D, Register_AVERAGE_POOL_REF()); |
| AddBuiltin(BuiltinOperator_MAX_POOL_2D, Register_MAX_POOL_REF()); |
| AddBuiltin(BuiltinOperator_L2_POOL_2D, Register_L2_POOL_REF()); |
| AddBuiltin(BuiltinOperator_CONV_2D, Register_CONVOLUTION_REF()); |
| AddBuiltin(BuiltinOperator_DEPTHWISE_CONV_2D, |
| Register_DEPTHWISE_CONVOLUTION_REF(), |
| /* 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_REF(), |
| /* 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_REF()); |
| AddBuiltin(BuiltinOperator_ADD, Register_ADD_REF()); |
| AddBuiltin(BuiltinOperator_SPACE_TO_BATCH_ND, |
| Register_SPACE_TO_BATCH_ND_REF()); |
| AddBuiltin(BuiltinOperator_BATCH_TO_SPACE_ND, |
| Register_BATCH_TO_SPACE_ND_REF()); |
| AddBuiltin(BuiltinOperator_MUL, Register_MUL_REF()); |
| AddBuiltin(BuiltinOperator_L2_NORMALIZATION, Register_L2NORM_REF()); |
| AddBuiltin(BuiltinOperator_LOCAL_RESPONSE_NORMALIZATION, |
| Register_LOCAL_RESPONSE_NORM_REF()); |
| AddBuiltin(BuiltinOperator_LSTM, Register_LSTM(), /* min_version */ 1, |
| /* max_version */ 2); |
| AddBuiltin(BuiltinOperator_BIDIRECTIONAL_SEQUENCE_LSTM, |
| Register_BIDIRECTIONAL_SEQUENCE_LSTM(), /* min_version */ 1, |
| /* max_version */ 2); |
| AddBuiltin(BuiltinOperator_UNIDIRECTIONAL_SEQUENCE_LSTM, |
| Register_UNIDIRECTIONAL_SEQUENCE_LSTM()); |
| AddBuiltin(BuiltinOperator_PAD, Register_PAD_REF()); |
| AddBuiltin(BuiltinOperator_PADV2, Register_PADV2_REF()); |
| AddBuiltin(BuiltinOperator_RESHAPE, Register_RESHAPE()); |
| AddBuiltin(BuiltinOperator_RESIZE_BILINEAR, Register_RESIZE_BILINEAR_REF()); |
| AddBuiltin(BuiltinOperator_RESIZE_NEAREST_NEIGHBOR, |
| Register_RESIZE_NEAREST_NEIGHBOR_REF()); |
| AddBuiltin(BuiltinOperator_SKIP_GRAM, Register_SKIP_GRAM()); |
| AddBuiltin(BuiltinOperator_SPACE_TO_DEPTH, Register_SPACE_TO_DEPTH_REF()); |
| AddBuiltin(BuiltinOperator_GATHER, Register_GATHER()); |
| AddBuiltin(BuiltinOperator_TRANSPOSE, Register_TRANSPOSE_REF()); |
| AddBuiltin(BuiltinOperator_MEAN, Register_MEAN_REF()); |
| AddBuiltin(BuiltinOperator_DIV, Register_DIV_REF()); |
| AddBuiltin(BuiltinOperator_SUB, Register_SUB_REF()); |
| AddBuiltin(BuiltinOperator_SPLIT, Register_SPLIT()); |
| AddBuiltin(BuiltinOperator_SPLIT_V, Register_SPLIT_V()); |
| AddBuiltin(BuiltinOperator_SQUEEZE, Register_SQUEEZE()); |
| AddBuiltin(BuiltinOperator_STRIDED_SLICE, Register_STRIDED_SLICE_REF()); |
| AddBuiltin(BuiltinOperator_EXP, Register_EXP()); |
| AddBuiltin(BuiltinOperator_TOPK_V2, Register_TOPK_V2()); |
| AddBuiltin(BuiltinOperator_LOG, Register_LOG()); |
| AddBuiltin(BuiltinOperator_LOG_SOFTMAX, Register_LOG_SOFTMAX_REF()); |
| 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_REF()); |
| AddBuiltin(BuiltinOperator_NEG, Register_NEG()); |
| AddBuiltin(BuiltinOperator_SELECT, Register_SELECT()); |
| AddBuiltin(BuiltinOperator_SLICE, Register_SLICE_REF()); |
| AddBuiltin(BuiltinOperator_SIN, Register_SIN()); |
| AddBuiltin(BuiltinOperator_TRANSPOSE_CONV, Register_TRANSPOSECONV_REF()); |
| 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()); |
| |
| // 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()); |
| // AddCustom("AudioSpectrogram", |
| // tflite::ops::custom::Register_AUDIO_SPECTROGRAM()); |
| AddCustom("TFLite_Detection_PostProcess", |
| tflite::ops::custom::Register_DETECTION_POSTPROCESS()); |
| } |
| |
| } // namespace builtin |
| } // namespace ops |
| } // namespace tflite |
