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-rw-r--r--include/support/tflite/Assert.h38
-rw-r--r--include/support/tflite/Diff.h129
-rw-r--r--include/support/tflite/FeatureView.h69
-rw-r--r--include/support/tflite/InputIndex.h46
-rw-r--r--include/support/tflite/InterpreterSession.h73
-rw-r--r--include/support/tflite/NNAPISession.h77
-rw-r--r--include/support/tflite/OutputIndex.h46
-rw-r--r--include/support/tflite/Quantization.h31
-rw-r--r--include/support/tflite/Session.h44
-rw-r--r--include/support/tflite/TensorLogger.h166
-rw-r--r--include/support/tflite/TensorShapeUtils.h51
-rw-r--r--include/support/tflite/TensorUtils.h43
-rw-r--r--include/support/tflite/TensorView.h90
-rw-r--r--include/support/tflite/interp/Builder.h43
-rw-r--r--include/support/tflite/interp/FlatBufferBuilder.h53
-rw-r--r--include/support/tflite/interp/FunctionBuilder.h56
-rw-r--r--include/support/tflite/kernels/CustomOps.h52
-rw-r--r--include/support/tflite/kernels/RSQRT.h44
-rw-r--r--include/support/tflite/kernels/SquaredDifference.h44
-rw-r--r--include/support/tflite/kernels/TensorFlowMax.h44
-rw-r--r--include/support/tflite/kernels/register.h40
-rw-r--r--include/support/tflite/nnapi_delegate.h84
22 files changed, 0 insertions, 1363 deletions
diff --git a/include/support/tflite/Assert.h b/include/support/tflite/Assert.h
deleted file mode 100644
index f5c6bf219..000000000
--- a/include/support/tflite/Assert.h
+++ /dev/null
@@ -1,38 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_ASSERT_H__
-#define __NNFW_SUPPORT_TFLITE_ASSERT_H__
-
-#include "tensorflow/contrib/lite/context.h"
-
-#include <sstream>
-
-#define STR_DETAIL(value) #value
-#define STR(value) STR_DETAIL(value)
-
-#define TFLITE_ENSURE(exp) { \
- const TfLiteStatus status = (exp); \
- \
- if (status != kTfLiteOk) \
- { \
- std::ostringstream ss; \
- ss << #exp << " failed (" << __FILE__ << ":" << __LINE__ << ")"; \
- throw std::runtime_error{ss.str()}; \
- } \
-}
-
-#endif // __NNFW_SUPPORT_TFLITE_ASSERT_H__
diff --git a/include/support/tflite/Diff.h b/include/support/tflite/Diff.h
deleted file mode 100644
index f4f3f6fe8..000000000
--- a/include/support/tflite/Diff.h
+++ /dev/null
@@ -1,129 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_COMPARE_H__
-#define __NNFW_SUPPORT_TFLITE_COMPARE_H__
-
-#include "tensorflow/contrib/lite/interpreter.h"
-
-#include "util/tensor/Index.h"
-#include "util/tensor/Diff.h"
-#include "util/tensor/Shape.h"
-#include "util/tensor/Comparator.h"
-
-#include "support/tflite/TensorView.h"
-
-#include <functional>
-#include <vector>
-
-class TfLiteInterpMatchApp
-{
-public:
- TfLiteInterpMatchApp(const nnfw::util::tensor::Comparator &comparator)
- : _verbose{false}, _comparator(comparator)
- {
- // DO NOTHING
- }
-
-public:
- int &verbose(void) { return _verbose; }
-
-private:
- int _verbose;
-
-public:
- bool run(::tflite::Interpreter &pure, ::tflite::Interpreter &nnapi) const;
- template <typename T>
- bool compareSingleTensorView(const nnfw::support::tflite::TensorView<T> &expected,
- const nnfw::support::tflite::TensorView<T> &obtained,
- int id) const;
-
-private:
- const nnfw::util::tensor::Comparator &_comparator;
-};
-
-#include "support/tflite/interp/Builder.h"
-#include "support/tflite/Quantization.h"
-
-#include <random>
-
-class RandomGenerator
-{
-public:
- RandomGenerator(int seed, float mean, float stddev,
- const TfLiteQuantizationParams quantization = make_default_quantization())
- : _rand{seed}, _dist{mean, stddev}, _quantization{quantization}
- {
- // DO NOTHING
- }
-
-public:
- template <typename T>
- T generate(const ::nnfw::util::tensor::Shape &, const ::nnfw::util::tensor::Index &)
- {
- return generate<T>();
- }
-
- template <typename T> T generate(void)
- {
- return _dist(_rand);
- }
-
-private:
- std::minstd_rand _rand;
- std::normal_distribution<float> _dist;
- const TfLiteQuantizationParams _quantization;
-};
-
-template <>
-uint8_t RandomGenerator::generate<uint8_t>(void);
-
-// For NNAPI testing
-struct RandomTestParam
-{
- int verbose;
- int tolerance;
- int tensor_logging = 0;
- std::string log_path = ""; // meaningful only when tensor_logging is 1
-};
-
-class RandomTestRunner
-{
-public:
- RandomTestRunner(int seed, const RandomTestParam &param,
- const TfLiteQuantizationParams quantization = make_default_quantization())
- : _randgen{seed, 0.0f, 2.0f, quantization}, _param{param}
- {
- // DO NOTHING
- }
-
-public:
- // NOTE this method updates '_rand'
- // Return 0 if test succeeds
- int run(const nnfw::support::tflite::interp::Builder &builder);
-
-public:
- RandomGenerator &generator() { return _randgen; };
-
-private:
- RandomGenerator _randgen;
- const RandomTestParam _param;
-
-public:
- static RandomTestRunner make(int seed);
-};
-
-#endif // __NNFW_SUPPORT_TFLITE_COMPARE_H__
diff --git a/include/support/tflite/FeatureView.h b/include/support/tflite/FeatureView.h
deleted file mode 100644
index 3a7d75ec4..000000000
--- a/include/support/tflite/FeatureView.h
+++ /dev/null
@@ -1,69 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_FEATURE_VIEW_H__
-#define __NNFW_SUPPORT_TFLITE_FEATURE_VIEW_H__
-
-#include "tensorflow/contrib/lite/interpreter.h"
-
-#include "support/tflite/InputIndex.h"
-#include "support/tflite/OutputIndex.h"
-
-#include "util/feature/Shape.h"
-#include "util/feature/Reader.h"
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-template<typename T> class FeatureView;
-
-template<> class FeatureView<float> : public nnfw::util::feature::Reader<float>
-{
-public:
- FeatureView(::tflite::Interpreter &interp, const InputIndex &index);
- FeatureView(::tflite::Interpreter &interp, const OutputIndex &index);
-
-public:
- float at(uint32_t ch, uint32_t row, uint32_t col) const;
- float &at(uint32_t ch, uint32_t row, uint32_t col);
-
-private:
- uint32_t getElementOffset(uint32_t ch, uint32_t row, uint32_t col) const
- {
- uint32_t res = 0;
-
- // TensorFlow Lite assumes that NHWC ordering for tessor
- res += row * _shape.W * _shape.C;
- res += col * _shape.C;
- res += ch;
-
- return res;
- }
-
-private:
- nnfw::util::feature::Shape _shape;
- float *_base;
-};
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_FEATURE_VIEW_H__
diff --git a/include/support/tflite/InputIndex.h b/include/support/tflite/InputIndex.h
deleted file mode 100644
index c3ed891fe..000000000
--- a/include/support/tflite/InputIndex.h
+++ /dev/null
@@ -1,46 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_INPUT_INDEX_H__
-#define __NNFW_SUPPORT_TFLITE_INPUT_INDEX_H__
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-class InputIndex
-{
-public:
- InputIndex(int index) : _index(index)
- {
- // DO NOTHING
- }
-
-public:
- int asInt(void) const { return _index; }
-
-private:
- int _index;
-};
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_INPUT_INDEX_H__
diff --git a/include/support/tflite/InterpreterSession.h b/include/support/tflite/InterpreterSession.h
deleted file mode 100644
index 662de1d17..000000000
--- a/include/support/tflite/InterpreterSession.h
+++ /dev/null
@@ -1,73 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_INTERPRETER_SESSION_H__
-#define __NNFW_SUPPORT_TFLITE_INTERPRETER_SESSION_H__
-
-#include "Session.h"
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-class InterpreterSession final : public Session
-{
-public:
- InterpreterSession(::tflite::Interpreter *interp) : _interp{interp}
- {
- // DO NOTHING
- }
-
-public:
- ::tflite::Interpreter *interp(void) override { return _interp; }
-
-public:
- bool prepare(void) override
- {
- _interp->UseNNAPI(false);
-
- if (kTfLiteOk != _interp->AllocateTensors())
- {
- return false;
- }
-
- return true;
- }
-
- bool run(void) override
- {
- // Return true if Invoke returns kTfLiteOk
- return kTfLiteOk == _interp->Invoke();
- }
-
- bool teardown(void) override
- {
- // Do NOTHING currently
- return true;
- }
-
-private:
- ::tflite::Interpreter * const _interp;
-};
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_INTERPRETER_SESSION_H__
diff --git a/include/support/tflite/NNAPISession.h b/include/support/tflite/NNAPISession.h
deleted file mode 100644
index 4a8a2162b..000000000
--- a/include/support/tflite/NNAPISession.h
+++ /dev/null
@@ -1,77 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_NNAPI_SESSION_H__
-#define __NNFW_SUPPORT_TFLITE_NNAPI_SESSION_H__
-
-#include "Session.h"
-#include "support/tflite/nnapi_delegate.h"
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-class NNAPISession final : public Session
-{
-public:
- NNAPISession(::tflite::Interpreter *interp) : _interp{interp}
- {
- // Construct Graph from Interpreter
- _delegate.BuildGraph(_interp);
- }
-
-public:
- ::tflite::Interpreter *interp(void) override { return _interp; }
-
-public:
- bool prepare(void) override
- {
- // Explicitly turn off T/F lite internal NNAPI delegation in order to use locally defined
- // NNAPI delegation.
- _interp->UseNNAPI(false);
-
- if (kTfLiteOk != _interp->AllocateTensors())
- {
- return false;
- }
-
- return true;
- }
-
- bool run(void) override
- {
- return kTfLiteOk == _delegate.Invoke(_interp);
- }
-
- bool teardown(void) override
- {
- // DO NOTHING
- return true;
- }
-
-private:
- ::tflite::Interpreter * const _interp;
- nnfw::NNAPIDelegate _delegate;
-};
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_NNAPI_SESSION_H__
diff --git a/include/support/tflite/OutputIndex.h b/include/support/tflite/OutputIndex.h
deleted file mode 100644
index be6556ce7..000000000
--- a/include/support/tflite/OutputIndex.h
+++ /dev/null
@@ -1,46 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_OUTPUT_INDEX_H__
-#define __NNFW_SUPPORT_TFLITE_OUTPUT_INDEX_H__
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-class OutputIndex
-{
-public:
- OutputIndex(int index) : _index(index)
- {
- // DO NOTHING
- }
-
-public:
- int asInt(void) const { return _index; }
-
-private:
- int _index;
-};
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_OUTPUT_INDEX_H__
diff --git a/include/support/tflite/Quantization.h b/include/support/tflite/Quantization.h
deleted file mode 100644
index a9027278a..000000000
--- a/include/support/tflite/Quantization.h
+++ /dev/null
@@ -1,31 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_QUANTIZATION_H__
-#define __NNFW_SUPPORT_TFLITE_QUANTIZATION_H__
-
-union BitwiseIntToFloat {
- int i;
- float f;
-};
-
-static const float FLOAT_NEAREST_TO_1 = BitwiseIntToFloat{0x3f7fffff}.f;
-
-#include "tensorflow/contrib/lite/context.h"
-
-TfLiteQuantizationParams make_default_quantization(void);
-
-#endif // __NNFW_SUPPORT_TFLITE_QUANTIZATION_H__
diff --git a/include/support/tflite/Session.h b/include/support/tflite/Session.h
deleted file mode 100644
index 2ee2abe23..000000000
--- a/include/support/tflite/Session.h
+++ /dev/null
@@ -1,44 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_SESSION_H__
-#define __NNFW_SUPPORT_TFLITE_SESSION_H__
-
-#include <tensorflow/contrib/lite/interpreter.h>
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-struct Session
-{
- virtual ~Session() = default;
-
- virtual ::tflite::Interpreter *interp(void) = 0;
-
- virtual bool prepare(void) = 0;
- virtual bool run(void) = 0;
- virtual bool teardown(void) = 0;
-};
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_INTERP_SESSION_H__
diff --git a/include/support/tflite/TensorLogger.h b/include/support/tflite/TensorLogger.h
deleted file mode 100644
index 97a0a49d7..000000000
--- a/include/support/tflite/TensorLogger.h
+++ /dev/null
@@ -1,166 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_TENSOR_LOGGER_H__
-#define __NNFW_SUPPORT_TFLITE_TENSOR_LOGGER_H__
-
-#include "util/tensor/IndexIterator.h"
-#include "support/tflite/TensorView.h"
-
-#include <tensorflow/contrib/lite/interpreter.h>
-#include <tensorflow/contrib/lite/context.h>
-#include <fstream>
-#include <iomanip>
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-/*
-This is a utility to write input and output value / shape into a file in python form.
-any python app can load this value by running the python code below:
-
- exec(open(filename).read())
-
-generated python code looks like the following:
-
-# ------------- test name -------------
-tensor_shape_gen = []
-tensor_value_gen = []
-
-tensor_shape_gen.append("{2, 1, 2}")
-tensor_value_gen.append([1, 2, 3, 4])
-
-tensor_shape_gen.append("{2}")
-tensor_value_gen.append([1, 2])
-
-tensor_shape_gen.append("{2, 1, 2}")
-tensor_value_gen.append([1, 4, 3, 8])
-# -----------------------------------------
-*/
-
-class TensorLogger
-{
- private:
- std::ofstream _outfile;
-
- public:
-
- static TensorLogger &instance()
- {
- static TensorLogger instance;
- return instance;
- }
-
- void save(const std::string &path, ::tflite::Interpreter &interp)
- {
- open(path);
-
- int log_index = 0;
- for (const auto id : interp.inputs())
- {
- _outfile << "# input tensors" << std::endl;
- printTensor(interp, id, log_index++);
- }
- for (const auto id : interp.outputs())
- {
- _outfile << "# output tensors" << std::endl;
- printTensor(interp, id, log_index++);
- }
- close();
- }
-
- private:
-
- void open(const std::string &path)
- {
- if (! _outfile.is_open())
- _outfile.open(path, std::ios_base::out);
-
- _outfile << "# ------ file: " << path << " ------" << std::endl
- << "tensor_shape_gen = []" << std::endl
- << "tensor_value_gen = []" << std::endl << std::endl;
- }
-
- void printTensor(::tflite::Interpreter &interp, const int id, const int log_index)
- {
- const TfLiteTensor* tensor = interp.tensor(id);
-
- _outfile << "# tensor name: " << tensor->name << std::endl;
- _outfile << "# tflite::interpreter.tensor("<< id <<") -> "
- "tensor_value_gen["<< log_index << "]" << std::endl;
-
- if (tensor->type == kTfLiteInt32)
- {
- printTensorShape(tensor);
- printTensorValue<int32_t>(tensor, tensor->data.i32);
- }
- else if (interp.tensor(id)->type == kTfLiteUInt8)
- {
- printTensorShape(tensor);
- printTensorValue<uint8_t>(tensor, tensor->data.uint8);
- }
- else if (tensor->type == kTfLiteFloat32)
- {
- printTensorShape(tensor);
- printTensorValue<float>(tensor, tensor->data.f);
- }
- }
-
- void printTensorShape(const TfLiteTensor* tensor)
- {
- _outfile << "tensor_shape_gen.append('{";
-
- size_t r = 0;
- for (; r < tensor->dims->size - 1; r++)
- {
- _outfile << tensor->dims->data[r]
- << ", ";
- }
- _outfile << tensor->dims->data[r];
-
- _outfile << "}')" << std::endl;
- }
-
- template <typename T>
- void printTensorValue(const TfLiteTensor* tensor, T* tensor_data_ptr)
- {
- _outfile << "tensor_value_gen.append([";
-
- _outfile << std::fixed << std::setprecision(10);
-
- const T *end = reinterpret_cast<const T *>(tensor->data.raw_const + tensor->bytes);
- for (T *ptr = tensor_data_ptr; ptr < end; ptr++)
- _outfile << *ptr << ", ";
-
- _outfile << "])" << std::endl << std::endl;
- }
-
- void close()
- {
- _outfile << "# --------- tensor shape and value defined above ---------" << std::endl;
- _outfile.close();
- }
-};
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_TENSOR_LOGGER_H__
diff --git a/include/support/tflite/TensorShapeUtils.h b/include/support/tflite/TensorShapeUtils.h
deleted file mode 100644
index 711128b48..000000000
--- a/include/support/tflite/TensorShapeUtils.h
+++ /dev/null
@@ -1,51 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_TENSOR_SHAPE_UTILS_H__
-#define __NNFW_SUPPORT_TFLITE_TENSOR_SHAPE_UTILS_H__
-
-#include "util/tensor/Shape.h"
-
-#include <vector>
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-// Converts tensor::Shape into a vector
-static inline std::vector<int32_t> as_dims(const nnfw::util::tensor::Shape &shape)
-{
- std::vector<int32_t> dims;
-
- for (uint32_t axis = 0; axis < shape.rank(); ++axis)
- {
- dims.emplace_back(shape.dim(axis));
- }
-
- return dims;
-}
-
-nnfw::util::tensor::Shape broadcast(const nnfw::util::tensor::Shape &lhs_shape,
- const nnfw::util::tensor::Shape &rhs_shape);
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_TENSOR_SHAPE_UTILS_H__
diff --git a/include/support/tflite/TensorUtils.h b/include/support/tflite/TensorUtils.h
deleted file mode 100644
index 815cfcd29..000000000
--- a/include/support/tflite/TensorUtils.h
+++ /dev/null
@@ -1,43 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_TENSOR_UTILS_H__
-#define __NNFW_SUPPORT_TFLITE_TENSOR_UTILS_H__
-
-#include <tensorflow/contrib/lite/context.h>
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-inline bool isFloatTensor(const TfLiteTensor *tensor)
-{
- return tensor->type == kTfLiteFloat32;
-}
-
-inline bool isFeatureTensor(const TfLiteTensor *tensor)
-{
- return (tensor->dims->size == 4) && (tensor->dims->data[0] == 1);
-}
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_TENSOR_UTILS_H__
diff --git a/include/support/tflite/TensorView.h b/include/support/tflite/TensorView.h
deleted file mode 100644
index 0475a4b45..000000000
--- a/include/support/tflite/TensorView.h
+++ /dev/null
@@ -1,90 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_TENSOR_VIEW_H__
-#define __NNFW_SUPPORT_TFLITE_TENSOR_VIEW_H__
-
-#include "tensorflow/contrib/lite/interpreter.h"
-
-#include "util/tensor/Shape.h"
-#include "util/tensor/Index.h"
-#include "util/tensor/Reader.h"
-#include "util/tensor/NonIncreasingStride.h"
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-
-template<typename T> class TensorView final : public nnfw::util::tensor::Reader<T>
-{
-public:
- TensorView(const nnfw::util::tensor::Shape &shape, T *base)
- : _shape{shape}, _base{base}
- {
- // Set 'stride'
- _stride.init(_shape);
- }
-
-public:
- const nnfw::util::tensor::Shape &shape(void) const { return _shape; }
-
-public:
- T at(const nnfw::util::tensor::Index &index) const override
- {
- const auto offset = _stride.offset(index);
- return *(_base + offset);
- }
-
-public:
- T &at(const nnfw::util::tensor::Index &index)
- {
- const auto offset = _stride.offset(index);
- return *(_base + offset);
- }
-
-private:
- nnfw::util::tensor::Shape _shape;
-
-public:
- T *_base;
- nnfw::util::tensor::NonIncreasingStride _stride;
-
-public:
- // TODO Introduce Operand ID class
- static TensorView<T> make(::tflite::Interpreter &interp, int tensor_index)
- {
- auto tensor_ptr = interp.tensor(tensor_index);
-
- // Set 'shape'
- nnfw::util::tensor::Shape shape(tensor_ptr->dims->size);
-
- for (uint32_t axis = 0; axis < shape.rank(); ++axis)
- {
- shape.dim(axis) = tensor_ptr->dims->data[axis];
- }
-
- return TensorView<T>(shape, interp.typed_tensor<T>(tensor_index));
- }
-};
-
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_TENSOR_VIEW_H__
diff --git a/include/support/tflite/interp/Builder.h b/include/support/tflite/interp/Builder.h
deleted file mode 100644
index 4a5a2f26f..000000000
--- a/include/support/tflite/interp/Builder.h
+++ /dev/null
@@ -1,43 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_INTERP_BUILDER_H__
-#define __NNFW_SUPPORT_TFLITE_INTERP_BUILDER_H__
-
-#include <tensorflow/contrib/lite/interpreter.h>
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-namespace interp
-{
-
-struct Builder
-{
- virtual ~Builder() = default;
-
- virtual std::unique_ptr<::tflite::Interpreter> build(void) const = 0;
-};
-
-} // namespace interp
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_INTERP_BUILDER_H__
diff --git a/include/support/tflite/interp/FlatBufferBuilder.h b/include/support/tflite/interp/FlatBufferBuilder.h
deleted file mode 100644
index dab151dcf..000000000
--- a/include/support/tflite/interp/FlatBufferBuilder.h
+++ /dev/null
@@ -1,53 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_INTERP_FLAT_BUFFER_BUILDER_H__
-#define __NNFW_SUPPORT_TFLITE_INTERP_FLAT_BUFFER_BUILDER_H__
-
-#include <tensorflow/contrib/lite/model.h>
-
-#include "support/tflite/interp/Builder.h"
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-namespace interp
-{
-
-class FlatBufferBuilder final : public Builder
-{
-public:
- FlatBufferBuilder(const ::tflite::FlatBufferModel &model) : _model{model}
- {
- // DO NOTHING
- }
-
-public:
- std::unique_ptr<::tflite::Interpreter> build(void) const override;
-
-private:
- const ::tflite::FlatBufferModel &_model;
-};
-
-} // namespace interp
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_INTERP_FLAT_BUFFER_BUILDER_H__
diff --git a/include/support/tflite/interp/FunctionBuilder.h b/include/support/tflite/interp/FunctionBuilder.h
deleted file mode 100644
index 1ac5918e8..000000000
--- a/include/support/tflite/interp/FunctionBuilder.h
+++ /dev/null
@@ -1,56 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_INTERP_FUNCTION_BUILDER_H__
-#define __NNFW_SUPPORT_TFLITE_INTERP_FUNCTION_BUILDER_H__
-
-#include <tensorflow/contrib/lite/model.h>
-
-#include "support/tflite/interp/Builder.h"
-
-namespace nnfw
-{
-namespace support
-{
-namespace tflite
-{
-namespace interp
-{
-
-class FunctionBuilder final : public Builder
-{
-public:
- using SetupFunc = std::function<void (::tflite::Interpreter &)>;
-
-public:
- FunctionBuilder(const SetupFunc &fn) : _fn{fn}
- {
- // DO NOTHING
- }
-
-public:
- std::unique_ptr<::tflite::Interpreter> build(void) const override;
-
-private:
- SetupFunc _fn;
-};
-
-} // namespace interp
-} // namespace tflite
-} // namespace support
-} // namespace nnfw
-
-#endif // __NNFW_SUPPORT_TFLITE_INTERP_FUNCTION_BUILDER_H__
diff --git a/include/support/tflite/kernels/CustomOps.h b/include/support/tflite/kernels/CustomOps.h
deleted file mode 100644
index 36c1c972c..000000000
--- a/include/support/tflite/kernels/CustomOps.h
+++ /dev/null
@@ -1,52 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_KERNELS_CUSTOM_OP_H__
-#define __NNFW_SUPPORT_TFLITE_KERNELS_CUSTOM_OP_H__
-
-#include "tensorflow/contrib/lite/context.h"
-#include "support/tflite/kernels/TensorFlowMax.h"
-#include "support/tflite/kernels/RSQRT.h"
-#include "support/tflite/kernels/SquaredDifference.h"
-
-namespace tflite
-{
-namespace ops
-{
-namespace custom
-{
-namespace nnfw
-{
-
-#define REGISTER_FUNCTION(Name) \
- TfLiteRegistration *Register_##Name(void) \
- { \
- static TfLiteRegistration r = { Name::Init##Name , Name::Free##Name , Name::Prepare##Name , \
- Name::Eval##Name , 0, #Name}; \
- return &r; \
- }
-
-REGISTER_FUNCTION(TensorFlowMax)
-REGISTER_FUNCTION(RSQRT)
-REGISTER_FUNCTION(SquaredDifference)
-#undef REGISTER_FUNCTION
-
-} // namespace nnfw
-} // namespace custom
-} // namespace ops
-} // namespace tflite
-
-#endif // __NNFW_SUPPORT_TFLITE_KERNELS_CUSTOM_OP_H__
diff --git a/include/support/tflite/kernels/RSQRT.h b/include/support/tflite/kernels/RSQRT.h
deleted file mode 100644
index d52442861..000000000
--- a/include/support/tflite/kernels/RSQRT.h
+++ /dev/null
@@ -1,44 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_KERNELS_RSQRT_H__
-#define __NNFW_SUPPORT_TFLITE_KERNELS_RSQRT_H__
-
-#include "tensorflow/contrib/lite/context.h"
-
-namespace tflite
-{
-namespace ops
-{
-namespace custom
-{
-namespace nnfw
-{
-namespace RSQRT
-{
-
- void *InitRSQRT(TfLiteContext *context, const char *buffer, size_t length);
- void FreeRSQRT(TfLiteContext *context, void *buffer);
- TfLiteStatus PrepareRSQRT(TfLiteContext *context, TfLiteNode *node);
- TfLiteStatus EvalRSQRT(TfLiteContext *context, TfLiteNode *node);
-
-} // namespace RSQRT
-} // namespace nnfw
-} // namespace custom
-} // namespace ops
-} // namespace tflite
-
-#endif
diff --git a/include/support/tflite/kernels/SquaredDifference.h b/include/support/tflite/kernels/SquaredDifference.h
deleted file mode 100644
index d0b7d3e7b..000000000
--- a/include/support/tflite/kernels/SquaredDifference.h
+++ /dev/null
@@ -1,44 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_KERNELS_SQUARED_DIFFERENCE_H__
-#define __NNFW_SUPPORT_TFLITE_KERNELS_SQUARED_DIFFERENCE_H__
-
-#include "tensorflow/contrib/lite/context.h"
-
-namespace tflite
-{
-namespace ops
-{
-namespace custom
-{
-namespace nnfw
-{
-namespace SquaredDifference
-{
-
- void *InitSquaredDifference(TfLiteContext *context, const char *buffer, size_t length);
- void FreeSquaredDifference(TfLiteContext *context, void *buffer);
- TfLiteStatus PrepareSquaredDifference(TfLiteContext *context, TfLiteNode *node);
- TfLiteStatus EvalSquaredDifference(TfLiteContext *context, TfLiteNode *node);
-
-} // namespace SquaredDifference
-} // namespace nnfw
-} // namespace custom
-} // namespace ops
-} // namespace tflite
-
-#endif
diff --git a/include/support/tflite/kernels/TensorFlowMax.h b/include/support/tflite/kernels/TensorFlowMax.h
deleted file mode 100644
index 99c9fdc68..000000000
--- a/include/support/tflite/kernels/TensorFlowMax.h
+++ /dev/null
@@ -1,44 +0,0 @@
-/*
- * Copyright (c) 2018 Samsung Electronics Co., Ltd. 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.
- */
-
-#ifndef __NNFW_SUPPORT_TFLITE_KERNELS_TENSORFLOW_MAX_H__
-#define __NNFW_SUPPORT_TFLITE_KERNELS_TENSORFLOW_MAX_H__
-
-#include "tensorflow/contrib/lite/context.h"
-
-namespace tflite
-{
-namespace ops
-{
-namespace custom
-{
-namespace nnfw
-{
-namespace TensorFlowMax
-{
-
- void *InitTensorFlowMax(TfLiteContext *context, const char *buffer, size_t length);
- void FreeTensorFlowMax(TfLiteContext *context, void *buffer);
- TfLiteStatus PrepareTensorFlowMax(TfLiteContext *context, TfLiteNode *node);
- TfLiteStatus EvalTensorFlowMax(TfLiteContext *context, TfLiteNode *node);
-
-} // namespace TensorFlowMax
-} // namespace nnfw
-} // namespace custom
-} // namespace ops
-} // namespace tflite
-
-#endif
diff --git a/include/support/tflite/kernels/register.h b/include/support/tflite/kernels/register.h
deleted file mode 100644
index 43a4c1a23..000000000
--- a/include/support/tflite/kernels/register.h
+++ /dev/null
@@ -1,40 +0,0 @@
-/* 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 This header is derived from the following file (in TensorFlow)
-// 'externals/tensorflow/tensorflow/contrib/lite/kernels/register.h'
-#ifndef __NNFW_SUPPORT_TFLITE_KERNELS_REGISTER_H__
-#define __NNFW_SUPPORT_TFLITE_KERNELS_REGISTER_H__
-
-#include <unordered_map>
-#include "tensorflow/contrib/lite/context.h"
-#include "tensorflow/contrib/lite/model.h"
-
-// TODO Use namespace nnfw
-namespace tflite {
-namespace ops {
-namespace builtin {
-
-class BuiltinOpResolver : public MutableOpResolver {
- public:
- BuiltinOpResolver();
-};
-
-} // namespace builtin
-} // namespace ops
-} // namespace tflite
-
-#endif // __NNFW_SUPPORT_TFLITE_KERNELS_REGISTER_H__
diff --git a/include/support/tflite/nnapi_delegate.h b/include/support/tflite/nnapi_delegate.h
deleted file mode 100644
index a5da8ac39..000000000
--- a/include/support/tflite/nnapi_delegate.h
+++ /dev/null
@@ -1,84 +0,0 @@
-/* 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 header is derived from the following file (in TensorFlow)
-// 'externals/tensorflow/tensorflow/contrib/lite/nnapi_delegate.h'
-#ifndef __NNFW_SUPPORT_TFLITE_NNAPI_DELEGATE_H__
-#define __NNFW_SUPPORT_TFLITE_NNAPI_DELEGATE_H__
-
-#include "tensorflow/contrib/lite/allocation.h"
-#include "tensorflow/contrib/lite/context.h"
-#include "tensorflow/contrib/lite/error_reporter.h"
-#include "tensorflow/contrib/lite/interpreter.h"
-#include "NeuralNetworksShim.h"
-
-class ANeuralNetworksModel;
-class ANeuralNetworksCompilation;
-
-namespace nnfw {
-
-class NNAPIAllocation : public tflite::MMAPAllocation {
- public:
- NNAPIAllocation(const char* filename, ::tflite::ErrorReporter* error_reporter);
- ~NNAPIAllocation();
-
- size_t offset(const void* ptr) const {
- auto signed_offset = reinterpret_cast<const uint8_t*>(ptr) -
- reinterpret_cast<const uint8_t*>(mmapped_buffer_);
-
- return static_cast<size_t>(signed_offset);
- }
-
- ANeuralNetworksMemory* memory() const { return handle_; }
- bool valid() const override { return handle_ != nullptr; }
-
- private:
- mutable ANeuralNetworksMemory* handle_ = nullptr;
-};
-
-class NNAPIDelegate {
- public:
- ~NNAPIDelegate();
-
- // Convert a tflite graph to NNAPI
- TfLiteStatus BuildGraph(::tflite::Interpreter* interpreter);
-
- // Run
- TfLiteStatus Invoke(::tflite::Interpreter* interpreter);
-
- private:
- // The NN API model handle
- ANeuralNetworksModel* nn_model_ = nullptr;
- // The NN API compilation handle
- ANeuralNetworksCompilation* nn_compiled_model_ = nullptr;
-
- // List of state tensors for LSTM, RNN, SVDF.
- // NN API does not allow ops to maintain states across multiple
- // invocations. We need to manually create state input tensors from
- // corresponding state output tensors of TFLite operations, and map them
- // correctly.
- std::vector<int> model_states_inputs_; // holds NNAPI operand ids
- std::vector<int> model_states_outputs_; // holds TFLite tensor ids
-};
-
-} // namespace nnfw
-
-#endif // TENSORFLOW_CONTRIB_LITE_NNAPI_DELEGATE_H_
-
-// clang-format on